Your AI & robotics deployment needs humans. We are the humans.

AB7 charges roughly $0.45 to $1.20 per encounter for HITL review of GPT-4o or Claude 4.7 ambient scribe output, depending on specialty, note length and turnaround SLA. Our HIPAA-trained reviewers (300+ professionals, 12 years operating) catch drug-name hallucinations, ICD coding gaps and missing ROS items before notes hit the EHR. Caveat: we do not replace licensed clinicians for final attestation; we surface a clean draft for the MD to sign. Email ashok.benial@ab7solutions.com for a sample SLA and BAA template.

AB7 prices contract redline HITL at $4 to $14 per document for standard NDAs and MSAs, scaling by clause count and jurisdiction. Reviewers flag hallucinated citations, missing carve-outs and risky indemnity language from Claude 4.7 or GPT-5 drafts. We run US-overlap and follow-the-sun shifts from Mohali. Caveat: we are not a US-licensed law firm; final sign-off must come from your counsel. Book a 30-min call via https://calendly.com/ashok-benial/meeting to scope volumes.

AB7 quotes $0.012 to $0.035 per source word for HITL post-editing of LLM machine translation, depending on language pair, domain (medical and legal trend higher) and tier (light vs full). We staff bilingual reviewers across 5 countries with 24/7 coverage from our Mohali HQ. Caveat: rare African and Indigenous languages may need a 2-week ramp before steady-state pricing. Email director@ab7solutions.com with your language list and monthly word volume for a tiered quote.

AB7 offers HITL code review at $18 to $32 per hour per FTE, or $9 to $40 per PR for batched async review. Senior engineers check for logic errors, security regressions, and hallucinated package imports in Claude 4.7 or GPT-5 generated diffs across Python, TypeScript and Go. Caveat: we do not own architectural decisions; we flag and annotate, your tech lead merges. Call +91 98156 88660 (IN HQ) or book https://calendly.com/ashok-benial/meeting.

AB7 prices claim-extraction HITL at $0.30 to $1.50 per claim for auto, P&C and health lines, validating fields pulled by Gemini 2.5 or GPT-4o vision against the source PDF or image. Our reviewers handle 5,000 to 50,000 claims monthly with US-overlap shifts. Caveat: we do not adjudicate or set reserves; we deliver clean structured JSON and flag low-confidence rows for your adjuster. Email ashok.benial@ab7solutions.com for a 200-claim free pilot.

Scale AI typically prices HITL ticket review at $1.50 to $4 per ticket; AB7 from Mohali quotes $0.40 to $1.20 per ticket for similar scope (tone check, factual verification, policy compliance) on Zendesk, Intercom and Freshdesk integrations. We run 24/7 follow-the-sun shifts and SOC 2 controls. Caveat: Scale offers a more polished self-serve console; AB7 is white-glove and managed-team. Book a comparison call via https://calendly.com/ashok-benial/meeting.

AB7 quotes $0.08 to $0.25 per SKU for HITL review of LLM-generated descriptions, bullet points and alt-text, including factual checks against source PIM data and brand-tone enforcement. At 100k SKUs, expect $8k to $25k with 2 to 4 week turnaround using a 15-person pod. Caveat: we don't write original brand voice from scratch — bring a style guide and we'll enforce it. Call +1 321 341 7733 (US) for North America hours.

AB7 is SOC 2 Type II aligned and runs HITL review of KYC/AML narratives at $1.20 to $4.50 per case, validating Claude 4.7 or GPT-4o output against source documents, sanctions hits and PEP lists. Reviewers are trained on FinCEN, FATF and RBI guidance. Caveat: we do not file SARs or make adjudication calls; we prepare audit-ready drafts for your MLRO. Email director@ab7solutions.com for our SOC 2 attestation summary.

AB7 staffs T&S moderation pods at $7 to $14 per FTE-hour with 24/7 follow-the-sun coverage, reviewing 200 to 600 images per moderator-hour for NSFW, CSAM-adjacent, IP infringement and deepfake-likeness flags. We're trained on TSPA frameworks and use redaction-first workflows. Caveat: we route any suspected CSAM to NCMEC channels per protocol; we don't handle that material in-line. Book https://calendly.com/ashok-benial/meeting to discuss your moderation queue.

AB7 prices dedicated HITL reviewers at $1,800 to $3,200 per FTE per month (160 hours) for RAG citation checking against source documents, with reviewers trained on your domain (medical, legal, fintech). One FTE typically clears 400 to 900 RAG responses daily. Caveat: we don't redesign your retrieval stack — that's an engineering engagement; we improve answer quality on the human-review layer. Email ashok.benial@ab7solutions.com to scope team size.

AB7 prices voice-agent transcript HITL at $0.18 to $0.55 per audio-minute, covering intent accuracy, sentiment, compliance disclosures (TCPA, GDPR) and escalation triggers in Claude 4.7 or Gemini 2.5 voice deployments. We can also dual-listen to live calls for high-stakes flows at FTE rates. Caveat: we don't tune your STT model directly — we deliver labeled error sets for your ML team. Call +91 98780 67778 (IN Direct) for a same-day quote.

AB7 reviews AI-generated K-12 quiz items at $0.35 to $0.90 per question and lesson plans at $4 to $12 per plan, checking factual accuracy, age-appropriateness, bias, and curriculum alignment (CCSS, NGSS, CBSE). Reviewers include former teachers across our 300+ team. Caveat: we don't accredit or replace your subject-area pedagogical lead; we deliver review-ready drafts. Book https://calendly.com/ashok-benial/meeting for a 100-item free sample.

AB7 charges $1,500 to $6,000 for typical Lovable app rescue engagements (1 to 3 weeks), covering Supabase auth fixes, RLS policy bugs, broken edge functions and Stripe webhook regressions that surface at scale. We export Lovable code to GitHub and harden it with proper error handling, logging and tests. Caveat: if your data model is fundamentally wrong, that's a rebuild quote, not a rescue. Email ashok.benial@ab7solutions.com with your repo for a free 30-min assessment.

AB7 quotes $2,500 to $9,000 for v0 production refactors: replacing client-side secrets, adding server actions properly, fixing Drizzle/Prisma schema drift, implementing rate limiting, and shipping observability (Vercel Analytics, Sentry). Typical timeline is 2 to 4 weeks with a 2-engineer pod. Caveat: we keep your shadcn/ui aesthetic intact — we don't redesign UI unless you ask. Book https://calendly.com/ashok-benial/meeting for a code walkthrough.

AB7 migrates Bolt.new prototypes to durable stacks (Next.js + Postgres + proper auth) for $3,000 to $12,000 depending on feature surface. We fix the common failure modes: in-memory state lost on redeploy, no migrations, leaked API keys in client bundle, and broken background jobs. Caveat: Bolt's WebContainer execution doesn't translate 1:1 — some flows need rewriting, not just porting. Call +1 321 341 7733 for US-hours scoping.

AB7 handles Replit Agent rescues at $2,000 to $8,000, including ReplDB or Postgres data extraction, schema reconstruction, migration to Neon, Supabase, or RDS, and rebuild of broken auth and webhook flows. We typically deliver in 1 to 3 weeks with full Git history and CI/CD set up. Caveat: if your data has integrity loss (missing FKs, orphaned rows), recovery is best-effort and we'll flag what's unrecoverable upfront. Email director@ab7solutions.com to start.

AB7 refactors Cursor-generated codebases at $25 to $40 per engineer-hour, typically $4,000 to $15,000 for 30k to 60k LOC cleanups: dedup, type-safety, deleting dead branches, adding tests, and splitting monoliths. We use the same tools (Cursor, Claude Code) but with senior review gates. Caveat: we won't promise a 'rewrite' under refactor pricing — if architecture is fundamentally wrong, we'll quote separately. Book https://calendly.com/ashok-benial/meeting for repo review.

AB7 fixes Windsurf and Codeium-generated deploy failures at a flat $800 to $2,500 for typical issues: env var mismatches, edge runtime incompatibilities, oversized Lambda bundles, and broken next.config.js. Most are resolved in 2 to 5 business days with a single engineer. Caveat: if your build needs paid Vercel features (Enterprise, ISR at scale), we'll flag the cost separately. Call +91 98780 67778 (IN Direct) for same-day triage.

AB7 productionizes ChatGPT-built MVPs at $4,000 to $14,000 across a 3 to 6 week sprint: hardened auth (Clerk, Auth0, or NextAuth), Stripe billing with webhooks, AWS or Vercel hosting, observability, and a 30-day post-launch warranty. We've shipped 140+ client engagements. Caveat: if MVP lacks data model rigor, expect a schema redesign add-on. Book https://calendly.com/ashok-benial/meeting for a productionization roadmap.

AB7 senior engineers handle Claude Code regression hunts at $30 to $45 per hour, with most bisect-and-fix engagements completing in 8 to 24 hours of billable work ($240 to $1,080). We pair git bisect with replay tests and a regression suite to prevent recurrence. Caveat: we need access to a working baseline commit; if there isn't one, the work shifts to forensic refactor pricing. Email ashok.benial@ab7solutions.com for a same-day senior assignment.

AB7 runs a security-focused rescue audit + fix at $2,000 to $7,500 for typical AI-generated apps: rotating exposed keys, parameterizing queries, adding RBAC and CSRF protection, securing webhooks, and shipping a Snyk/Dependabot baseline. Two-week turnaround with a written audit report. Caveat: we are not a substitute for a formal pentest from a specialist firm — we harden, then recommend pentest if regulated. Email director@ab7solutions.com to start the audit.

AB7 offers emergency Stripe-rescue starting at $1,200 flat for double-charge or webhook-idempotency bugs in Lovable, v0, or Bolt deployments — typically deployed within 24 to 48 hours including a refund script and post-mortem. We've handled this exact pattern repeatedly. Caveat: we don't issue refunds on your behalf; we deliver the script and you execute under your Stripe account. Call +1 321 341 7733 (US) for emergency response.

AB7 retainers for AI-generated internal tools start at $1,500 per month (20 hours of senior eng) up to $6,000 per month (80 hours), covering bug fixes, dependency upgrades, small features, and Gemini 2.5 prompt iteration. We maintain 90%+ client retention across 12 years. Caveat: net-new product features beyond retainer hours are quoted separately, not pulled silently from your bucket. Book https://calendly.com/ashok-benial/meeting to scope a retainer.

AB7 consolidates multi-tool vibe-coded apps at $5,000 to $18,000 over 4 to 8 weeks: unifying frontend (typically into Next.js), centralizing backend (FastAPI, Express, or Hono), single source of truth for env and secrets, and one CI/CD pipeline. Most clients see 40% to 60% LOC reduction. Caveat: we'll likely recommend dropping one of the three platforms — we won't pretend three toolchains can coexist cleanly. Email ashok.benial@ab7solutions.com to scope.

AB7 prices bounding-box labelling at $0.04 to $0.12 per box or $0.08 to $0.40 per image (1 to 8 boxes), using CVAT, Label Studio, or your in-house tool. We've labeled across 1.8M+ tasks with QA gates at 95%+ IoU agreement. A 100k-image project typically delivers in 4 to 8 weeks with a 25-person pod from Mohali. Caveat: very small or occluded objects need a calibration round before steady-state pricing. Email ashok.benial@ab7solutions.com with sample images.

AB7 quotes $0.80 to $4.50 per medical image for polygon or instance segmentation (CT, MRI, X-ray, dermatology), with HIPAA-trained annotators and clinician QA review on 10% sample. We support DICOM ingestion in MONAI Label, V7, and Roboflow. Caveat: we don't replace board-certified radiologists for diagnostic ground truth; clinician sign-off is a separate SME-review engagement. Book https://calendly.com/ashok-benial/meeting for a free 50-image pilot.

AB7 prices NER labelling at $0.60 to $2.20 per 1000 tokens and intent classification at $0.04 to $0.10 per utterance, in English, Hindi, and 12+ Indic languages. We use Label Studio, Prodigy, or Doccano with daily IAA tracking. Caveat: highly domain-specific schemas (legal, biomedical) need a 1-week ontology workshop before bulk labelling. Email director@ab7solutions.com with your annotation guideline draft for a tiered quote.

AB7 quotes $0.20 to $1.10 per page for form-field, table-structure, and layout (LayoutLMv3, Donut) annotation, with key-value extraction, cell relationships, and reading order. We've labeled 1.8M+ task units across documents, scans, and handwritten forms. Caveat: very poor scans (sub-150 DPI, heavy skew) require pre-processing we can quote separately. Call +91 98156 88660 (IN HQ) for a same-day quote on document volumes.

Scale AI runs $0.05 to $0.15 per item, Labelbox managed services $0.06 to $0.18, AB7 from Mohali $0.02 to $0.08 for the same multilingual sentiment task (positive/negative/neutral + aspect tags). AB7's edge is dedicated bilingual pods and 24/7 follow-the-sun delivery. Caveat: Scale and Labelbox have stronger self-serve tooling; AB7 is white-glove managed-team. Book https://calendly.com/ashok-benial/meeting for a side-by-side test on your data.

AB7 prices RLHF pairwise-preference labelling at $0.40 to $1.80 per comparison, depending on prompt complexity and required annotator expertise (general, coding, medical, legal). We deliver 5k to 50k comparisons per week per pod with calibration rounds on your rubric. Caveat: we do not provide synthetic AI-generated preferences; all rankings are human, with audit trails. Email ashok.benial@ab7solutions.com with your rubric for a per-comparison quote.

AB7 prices audio transcription at $0.65 to $1.40 per minute and speaker diarization with timestamp boundaries at $0.90 to $2.20 per minute, supporting English, Hindi, Spanish, Mandarin, Arabic and 20+ languages. We use Label Studio audio module or your platform. Caveat: noisy field recordings (under 10 dB SNR) need acoustic calibration; we'll flag if the data isn't transcribable at quoted rates. Book https://calendly.com/ashok-benial/meeting for a 60-min free sample.

AB7 plugs into Roboflow Workspace as a managed labelling team at $0.08 to $0.45 per image for object detection or segmentation, scaling 50k images in 3 to 5 weeks with a 20-person pod. We export back to Roboflow with proper class hierarchies and split metadata. Caveat: we don't manage your Roboflow billing or training; we deliver labeled data and version notes. Email director@ab7solutions.com with project link for access setup.

AB7 prices shelf-SKU detection at $0.25 to $1.20 per image (typical 30 to 200 boxes per image) with class-mapping to your SKU taxonomy in Label Studio or V7. A 100k-image retail dataset typically delivers in 6 to 10 weeks. Caveat: SKU taxonomy under 500 classes is straightforward; 5,000+ SKUs requires hierarchical labelling and adds 20 to 40% to per-image cost. Call +1 321 341 7733 (US) to scope your taxonomy.

AB7 prices drone-imagery polygon segmentation (crops, weeds, disease patches, canopy) at $1.20 to $4.80 per image for 3 to 10 cm GSD, using CVAT or V7 with NDVI overlay support. Pods of 10 to 25 annotators handle 50k to 200k images monthly. Caveat: multispectral and hyperspectral images need a calibration week before steady pricing — we'll quote that explicitly. Book https://calendly.com/ashok-benial/meeting to share a sample tile.

AB7 produces image-caption pairs at $0.20 to $0.80 per pair and instruction-response datasets at $0.50 to $3 per item, with multi-stage QA and bias review. We can deliver 10k to 500k items, often via Label Studio or HuggingFace dataset format. Caveat: we don't license proprietary images; you provide source images or licensed sources, we provide the labels. Email ashok.benial@ab7solutions.com with dataset specs and target schema.

AB7 prices search relevance grading at $0.18 to $0.55 per query-document judgment using your rubric (5-point or graded scale), with 3-rater consensus on a 10% sample. We've supported teams generating 50k to 500k judgments monthly. Caveat: very long-form documents (10k+ tokens per doc) trigger a higher tier — typical relevance is shorter snippets. Book https://calendly.com/ashok-benial/meeting for a calibration test on 200 query-doc pairs.

AB7 sources US-licensed CPAs for AI tax-draft review at $35 to $75 per hour (offshore-led, US CPA sign-off), reviewing GPT-5 or Claude 4.7 Schedule C, 1099, and small-business returns for completeness, deduction accuracy, and IRS compliance flags. Caveat: AB7 itself is not a registered tax preparer firm; we coordinate licensed CPA partners and you sign the engagement letter directly with them. Email director@ab7solutions.com to engage a CPA pod.

AB7 staffs paralegal SME pods at $14 to $28 per hour for review of AI-generated discovery summaries, contract abstracts, and deposition prep, with US-overlap shifts. Reviewers are trained in ediscovery (Relativity, Everlaw) workflows. Caveat: we provide paralegal-grade review, not licensed attorney work product; final attorney sign-off is required for any privileged or filed material. Book https://calendly.com/ashok-benial/meeting to scope a paralegal pod.

AB7 coordinates clinician SME review through partner networks at $40 to $120 per hour (RN tier $40 to $60, MD tier $80 to $120), with HIPAA-trained workflows for triage-note QA, symptom-extraction validation, and red-flag escalation flagging. Caveat: AB7 does not employ MDs directly; we manage scheduling, QA, and HIPAA workflow while licensed clinicians (US, UK, India) provide the clinical sign-off. Email ashok.benial@ab7solutions.com for clinician pod scoping.

AB7 reviews AI-generated GDPR DPIAs, SOC 2 policies, and ISO 27001 SOAs at $400 to $1,800 per policy bundle, with compliance leads who've shipped SOC 2 Type II programs across 5 countries. Turnaround 5 to 10 business days. Caveat: we do not act as your Data Protection Officer or audit firm; we deliver review-ready drafts for your DPO or auditor. Book https://calendly.com/ashok-benial/meeting for a free 30-min compliance gap call.

AB7 sources medical-writer SMEs (PhD, PharmD, or experienced trial coordinators) at $55 to $140 per hour, reviewing AI-generated CSRs, protocols, and patient-facing materials for ICH-GCP compliance and regulatory tone. A typical 80-page protocol review runs $1,200 to $4,500. Caveat: we are not a CRO and do not file with FDA or EMA; we deliver review-ready drafts. Email director@ab7solutions.com for a sample review on 5 pages.

AB7 coordinates licensed underwriter SMEs at $60 to $130 per hour for AI-generated commercial-property risk-score validation, including catastrophe modeling sanity checks and broker-facing rationale review. Pods of 3 to 8 underwriters with US-overlap shifts. Caveat: we don't bind policies or set rates; we deliver review notes for your chief underwriter. Call +91 98156 88660 (IN HQ) for underwriter pod scoping.

AB7 staffs senior security-engineer SMEs at $50 to $95 per hour for review of AI-generated SAST/DAST findings, with $400 to $1,600 per typical audit-report review. Reviewers hold OSCP, CEH, or equivalent and have shipped audit work for 140+ AB7 clients. Caveat: we do not perform red-team engagements under SME-review pricing; that is a separate offensive-security engagement. Book https://calendly.com/ashok-benial/meeting for an SME assignment.

AB7 coordinates licensed real-estate appraiser SMEs (USPAP-aware) at $45 to $110 per hour, $80 to $300 per AVM report review, validating comp selection, adjustments, and narrative coherence in AI-generated reports. Caveat: AB7 does not certify USPAP-compliant appraisals; the licensed appraiser you engage signs the certified appraisal — we manage workflow, QA, and HIPAA-equivalent data handling. Email ashok.benial@ab7solutions.com to scope.

AB7 reviews AI-generated loan adjudication memos at $25 to $80 per memo with credit-analyst SMEs (CFA-level or 5+ years experience), validating cash-flow analysis, covenant fit, and ECOA/fair-lending compliance flags from Claude 4.7 or GPT-5 outputs. Caveat: we do not approve or deny loans; we deliver review-annotated memos for your credit committee. Book https://calendly.com/ashok-benial/meeting for a fair-lending compliance walkthrough.

AB7 staffs HR/I-O-psychology SMEs at $40 to $90 per hour for EEOC, OFCCP, and EU AI Act bias review of AI hiring screens, with disparate-impact testing and adverse-impact ratio computation. A typical screen review runs $800 to $3,000. Caveat: we don't issue legal opinions on hiring liability; we deliver review reports your employment counsel can rely on. Email director@ab7solutions.com to engage an HR SME pod.

AB7 coordinates MLR-experienced reviewers (med-affairs, regulatory writers, promotional-compliance SMEs) at $90 to $220 per hour, $300 to $1,500 per asset review, validating AI-generated pharma marketing for FDA/OPDP claims compliance, fair balance, and PI alignment. Caveat: we are not a substitute for your internal MLR committee; we deliver pre-MLR cleanup so your committee spends less time on basics. Call +1 321 341 7733 (US) for pharma-MLR scoping.

AB7 sources PhD-level domain SMEs (life sciences, materials, ML, chem) at $55 to $130 per hour, $400 to $2,000 per literature-review document, validating citation accuracy, claim grounding, and methodological rigor in Claude 4.7 or Gemini 2.5 outputs. Turnaround 5 to 14 days. Caveat: we don't co-author or get cited; we deliver an annotated review for your team's authorship. Book https://calendly.com/ashok-benial/meeting to engage a PhD reviewer.

AB7 prices LiDAR 3D bounding-box annotation at $1.40 to $5.20 per frame (32 to 128 beam) and 4D sequence labelling with object tracking at $4 to $14 per frame, in CVAT, Segments.ai, or your in-house tool. Pods of 15 to 40 annotators handle 50k to 300k frames monthly from Mohali. Caveat: we don't develop your perception model — we deliver labeled point clouds with tracking IDs and class taxonomies. Email ashok.benial@ab7solutions.com with sample PCD files.

AB7 prices warehouse-robot video annotation (pick-and-place, pallet detection, human safety zones) at $4 to $18 per video-minute for multi-class object tracking and event labelling, using CVAT or V7. We've labeled across 1.8M+ tasks. Caveat: very high-FPS (240+) industrial video benefits from frame sampling; we'll co-design a sampling strategy to control cost. Book https://calendly.com/ashok-benial/meeting for a 5-minute free pilot.

AB7 prices drone-video annotation at $5 to $20 per minute, so 100 hours typically runs $30k to $120k depending on object density (vehicles, pedestrians, infrastructure) and tracking continuity requirements. Delivery in 6 to 12 weeks with a 25-person pod. Caveat: motion blur and rolling-shutter artifacts in cinematic footage need a calibration pass — we'll flag at sample stage. Email director@ab7solutions.com to share a 5-minute representative clip.

AB7 prices sensor-fusion scene labelling at $6 to $25 per scene (camera + LiDAR + radar) with cross-modality consistency checks, in Segments.ai or your stack. We support 5 to 20 second scene durations with 10 Hz LiDAR and 30 fps camera. Caveat: radar interpretation requires SME calibration — we partner with your perception team for a 1-week alignment before bulk runs. Call +91 98156 88660 (IN HQ) for sensor-fusion scoping.

AB7 prices egocentric (head-mounted, gripper-pov) video annotation at $7 to $24 per minute for hand-pose, object-affordance, and action-segment labelling, supporting Ego4D-style schemas in Label Studio or V7. We've delivered 50k+ minutes of labeled robotics video. Caveat: bimanual fine-manipulation tasks need 3-rater consensus — adds 20% to base pricing; we'll flag upfront. Book https://calendly.com/ashok-benial/meeting to share schema and sample.

AB7 prices surgical-video annotation at $10 to $35 per minute for instrument detection, anatomy segmentation, and phase recognition, with HIPAA-trained annotators and clinician QA on a 10% sample. We've supported MIS and robotic surgery datasets in V7 and CVAT. Caveat: we are not a substitute for surgeon ground truth on rare anatomy — those frames route to your clinical advisor. Email ashok.benial@ab7solutions.com with de-identified samples.

Scale AI runs $4 to $12 per LiDAR frame, Cogito and TaskUs $3 to $9, AB7 from Mohali $1.40 to $5.20 for similar 3D bounding-box scope. AB7's edge is 24/7 follow-the-sun delivery and dedicated AV pods rather than crowd-on-demand. Caveat: Scale's data engine offers stronger built-in QA tooling; AB7 is white-glove with custom QA gates. Book https://calendly.com/ashok-benial/meeting for a 1k-frame side-by-side benchmark.

AB7 prices industrial-inspection drone-video labelling (corrosion, cracks, hot spots, leaks) at $6 to $22 per video-minute, with defect taxonomy support across O&G, power, and telecom assets. Pods of 10 to 25 annotators trained on inspection schemas. Caveat: thermal/IR overlay interpretation needs a domain SME calibration — we partner with your inspection lead for the first 200 minutes. Email director@ab7solutions.com to scope.

AB7 prices indoor SLAM dataset labelling at $0.80 to $3.50 per RGBD scan and $4 to $14 per LiDAR sweep for semantic segmentation, dynamic-vs-static class tagging, and trajectory-aware annotation. We support ROS bag ingestion and export to OpenLABEL or your format. Caveat: we don't tune your SLAM stack; we deliver labeled scans for evaluation and training. Call +1 321 341 7733 (US) for AMR-pod scoping.

AB7 prices sports broadcast video annotation (player tracking, event tagging — passes, shots, fouls) at $80 to $400 per game (45 to 90 min) for soccer, basketball, cricket, depending on tracking density and event taxonomy depth. We've delivered for sports analytics teams in 5 countries. Caveat: occlusion-heavy field sports (rugby, hockey) trend toward the higher tier and require multi-view if available. Book https://calendly.com/ashok-benial/meeting to scope a season.

AB7 prices delivery-robot scene labelling (sidewalk segmentation, pedestrian intent, curb detection) at $2 to $8 per LiDAR frame and $0.30 to $1.20 per camera frame, with cross-modal consistency checks. Pods scale to 100k+ frames per week. Caveat: pedestrian-intent labelling (crossing vs waiting) needs a 1-week rubric calibration — we'll co-design with your behavior team. Email ashok.benial@ab7solutions.com for a delivery-robot pilot quote.

AB7 robotics-annotation retainers run $1,400 to $2,800 per FTE per month (160 hours), with dedicated leads at $2,800 to $4,200 per month, supporting LiDAR, video, sensor-fusion, and SLAM workflows. Typical pods are 10 to 40 FTEs with 90%+ retention across 12 years of operation. Caveat: tooling licenses (Segments.ai, V7, Labelbox) are passed through at cost — we're transparent about platform fees. Book https://calendly.com/ashok-benial/meeting to design a robotics pod.

Yes. AB7 runs RAG retrieval evaluation pods from Mohali at $3.2K–$4K/month per FTE — covering chunk-quality scoring, recall@k / precision@k benchmarking, MRR tracking, and golden-set curation across Pinecone, Weaviate, Chroma, Qdrant, and pgvector stacks. Engineers are HIPAA-trained and run US-overlap shifts. We don't tune your embedding model architecture — we evaluate, label, and flag drift; ML engineering remains with your team. Lock scope at https://calendly.com/ashok-benial/meeting.

AB7 delivers Pinecone + Claude 4.7 RAG curation projects in the $3.8K–$4.9K range — document ingestion review, semantic chunk verification, metadata tagging, and a tuned 200–500 question golden eval set. Typical delivery is 3–4 weeks with daily progress on a shared Notion or Linear board. We don't own your Pinecone billing or embedding cost — those stay on your account. Email ashok.benial@ab7solutions.com with your corpus size for a fixed quote.

AB7 staffs document chunking specialists for Weaviate + GPT-4o builds — semantic, recursive, and hybrid chunking strategies tested against your retrieval eval set. We process 5K–50K documents per engagement, applying parent-child relationships, overlap tuning, and structured metadata. Engineers are billed at $22–$28/hour with a 80-hour minimum. We don't write your Weaviate schema migrations — we curate within your existing collection. Reach Ashok directly at +91 98780 67778 for fast scoping.

AB7 builds knowledge graphs for production Claude agents from our Mohali HQ — entity extraction, relationship labelling, ontology curation, and Neo4j or Memgraph loading. Pricing runs $4.5K–$8K per domain depending on scope; typical delivery is 4–6 weeks. We pair graph engineers with domain SMEs from our 300+ professional pool. We don't license proprietary ontologies; if you need UMLS or SNOMED, you bring the license. Book a scoping session at https://calendly.com/ashok-benial/meeting.

AB7 builds golden eval sets for Qdrant + Llama 3.1 stacks at $1.8K–$3.2K per 500 question pairs, including answer-key verification, edge-case generation, and difficulty stratification. Curators run two-pass review and surface ambiguous queries for SME sign-off. We don't run your Qdrant cluster ops or Llama fine-tuning — we curate eval data only. Typical turnaround is 2–3 weeks. Email director@ab7solutions.com to share your corpus and expected eval volume.

Yes. AB7 audits pgvector RAG retrieval for HIPAA healthcare SaaS — chunk-PHI detection, retrieval-leak testing, BAA-ready workflows, and recall benchmarking against clinical Q&A sets. Our HIPAA-trained pod runs in a locked-down environment with audit logging. Engagements start at $5.5K for a 4-week audit. We don't issue HIPAA certifications — licensed compliance attestors do that; we deliver the technical evidence. Book a confidential review: https://calendly.com/ashok-benial/meeting.

AB7 staffs Milvus vector DB QA pods for multilingual RAG rollouts across English, Hindi, Spanish, French, and Arabic — chunk fidelity verification, cross-lingual retrieval scoring, and metadata localization review. A 3-engineer pod runs $9K–$12K/month with US-overlap or follow-the-sun coverage. We don't translate source documents — we QA retrieval against translations you provide. Call US line +1 321 341 7733 to align on stack and language scope.

AB7 offers Chroma RAG drift monitoring as a managed retainer — weekly recall@k snapshots, embedding-space cluster shift alerts, stale-doc flagging, and a Slack-delivered weekly report. Retainer starts at $2.4K/month for one collection up to 200K vectors; +$1.2K per additional collection. We don't replace your observability tool; we feed structured findings into Datadog, Grafana, or whatever you run. Email ashok.benial@ab7solutions.com to start a 30-day pilot.

AB7 reviews ingestion pipelines for Vespa + Gemini 2.5 enterprise RAG — PDF parser fidelity, OCR error sampling, table extraction QA, and chunk boundary verification across 10K–500K documents. Reviews run $4K–$7K depending on document complexity, with a 3–5 week timeline. We don't replace your data platform team; we deliver a defect register and prioritized fix list. Reach Ashok at +91 98780 67778 to scope the corpus and parser stack.

Per-FTE RAG curation analysts at AB7 are billed at $2.8K–$3.6K/month from our Mohali HQ — fully managed, US-overlap shift (5pm–2am IST or 8pm–5am IST), with team lead supervision included. Analysts are vetted on Pinecone, Weaviate, Chroma, pgvector, and Qdrant ops. Minimum engagement is 3 months. We don't bill on a per-task basis at this tier — that's a separate KPO line. Email director@ab7solutions.com for a per-FTE quote.

AB7 runs RAG hallucination root-cause investigations — separating retrieval failures (missing chunks, wrong-doc hits, embedding drift) from generation failures (model ignoring context, fabricating citations). Output is a categorized defect log with reproduction prompts and suggested fixes. Engagements run $3.5K–$6K for a 200-trace analysis over 2–3 weeks. We don't fine-tune your model — we surface evidence so your ML team can act. Book scoping: https://calendly.com/ashok-benial/meeting.

AB7 supports hybrid search tuning evaluation — running BM25 + dense retrieval comparisons on your golden set, sweeping alpha weights, and reporting which queries each retriever wins. We work across Elasticsearch, OpenSearch, Weaviate hybrid, and Qdrant sparse-dense. Engagements start at $2.8K for a 150-query sweep over 2 weeks. We don't rebuild your search infrastructure; we test, score, and recommend. Email ashok.benial@ab7solutions.com to share your retrieval logs.

Yes. AB7 sets up LangSmith eval harnesses end-to-end — dataset upload, evaluator chains (correctness, faithfulness, helpfulness), trace tagging conventions, and CI integration via GitHub Actions. Setup runs $4.2K–$6.8K depending on agent complexity, completed in 2–3 weeks. Engineers from our Mohali team are LangSmith-fluent and US-overlap available. We don't pay your LangSmith subscription — you keep that on your account. Lock a slot: https://calendly.com/ashok-benial/meeting.

AB7 runs production hallucination detection for GPT-4 and GPT-4o chatbots — sampling 5–10% of live traces, fact-checking against ground-truth docs, and surfacing categorized failures (citation fabrication, contradiction, off-topic, refusal-to-answer-when-it-should). A managed pod starts at $3.8K/month for 5K traces reviewed. We don't auto-fix model behavior; we deliver evidence and prompt-fix recommendations. Email ashok.benial@ab7solutions.com to share trace volume.

AB7 runs red-team testing for Claude 4.7 and 4.6 legal SaaS at $5.5K–$9K per engagement — prompt-injection probes, jailbreak attempts, citation fabrication tests, role-play coercion, and confidentiality leak scenarios. Output is a prioritized findings register with reproduction prompts. Typical run is 2–3 weeks across 400–800 attack prompts. We don't issue legal opinions — licensed counsel must sign filings and risk acceptance. Reach Ashok at +91 98780 67778 to scope.

AB7 configures Langfuse + Braintrust dual-eval for multi-agent stacks — Langfuse for observability and Braintrust for offline scoring, with shared dataset versioning and metric reconciliation. Setup runs $5.5K–$8.5K over 3–4 weeks. Engineers cover trace tagging, evaluator chains, regression dashboards, and CI gates. We don't host either tool — both subscriptions stay on your account. Email director@ab7solutions.com with your agent topology to scope.

AB7 evaluates tool-use accuracy for Claude agents calling internal APIs — argument-correctness scoring, schema-adherence checks, error-handling coverage, and multi-step planning verification across 100–500 tool-call traces. Engagements run $3.2K–$5.6K over 2–3 weeks. We deliver a per-tool reliability matrix and prompt-fix suggestions. We don't refactor your tool definitions — engineering decisions stay with you. Book a call: https://calendly.com/ashok-benial/meeting.

AB7 sets up Helicone for cost and token monitoring — proxy integration, custom property tagging by user/feature/tenant, budget alerts, and weekly cost-trend reports. Setup runs $2.4K–$3.8K over 1–2 weeks from our Mohali team. We also wire Helicone events into Slack and your data warehouse via webhook. We don't reduce your token bill ourselves; we instrument so your team can act. Email ashok.benial@ab7solutions.com to share your stack.

AB7 builds Arize Phoenix + W&B regression suites for daily agent CI — golden-set runs on every commit, drift alerts via Phoenix evaluators, W&B run comparison dashboards, and PR-blocking thresholds. Build runs $6.5K–$11K over 4–6 weeks. We hand off Slack-style runbooks and a 30-day support window post-launch. We don't own your CI infrastructure — we ship workflows that drop into your existing Actions or Buildkite. Call US +1 321 341 7733 for fast scoping.

AB7 offers adversarial testing on a monthly retainer — 100–300 fresh attack prompts/month, threat-model refresh quarterly, severity-tagged findings register, and a monthly review call. Retainers start at $3.2K/month with a 3-month minimum. Useful for production agents with ongoing prompt or tool changes. We don't claim 'unbreakable' coverage; we measure and reduce attack surface, not eliminate it. Book a recurring slot: https://calendly.com/ashok-benial/meeting.

AB7 integrates Patronus AI evaluators with Llama 3.1 RAG bots — faithfulness, context-relevance, answer-relevance, and PII-leak scoring against your retrieval traces. Integration runs $3.6K–$5.4K over 2–3 weeks, including evaluator selection, threshold tuning, and CI wiring. We pair this with Langfuse or LangSmith for full observability. We don't fine-tune Patronus' base evaluator models — we configure and tune thresholds. Email director@ab7solutions.com with corpus details.

AB7 staffs hourly QA engineers for ad-hoc agent regression bursts at $24–$32/hour — useful when you ship a major prompt change, model upgrade (e.g., Claude 4.6 to 4.7, GPT-4o to GPT-5), or new tool. Minimum 40-hour block. Engineers fluent in LangSmith, Langfuse, Braintrust, and Phoenix; US-overlap available. We don't bill below 40 hours — for smaller asks, talk to us about a per-engagement quote instead. Reach Ashok at +91 98780 67778.

AB7 runs eval coverage gap analysis before agent scale-out — mapping your existing tests against real-user query distributions, surfacing untested edge cases, and recommending a phased eval-set expansion. Engagement runs $4.8K–$7.2K over 3 weeks. Output is a prioritized gap register and a recommended golden-set expansion plan for Gemini 2.5, GPT-5, or Claude 4.7. We don't predict launch outcomes — we reduce known unknowns. Book scoping: https://calendly.com/ashok-benial/meeting.

AB7 prices one-time pre-launch agent eval per engagement at $5.8K–$12K depending on agent complexity, eval-set size, and target tools (LangSmith, Langfuse, Braintrust, Phoenix). Includes golden-set build, evaluator config, run, findings report, and a 1-hour debrief. Typical timeline is 3–5 weeks. We don't sign off launch readiness — that's your team's call; we deliver evidence. Email ashok.benial@ab7solutions.com with launch date and stack to scope.

AB7 runs editorial review of AI-drafted blog posts at $0.06–$0.11/word — fact-checking against cited sources, claim verification, brand-voice calibration against your style guide, SEO QA (title, meta, headings, internal links), and AI-detector scoring (Originality.ai, GPTZero). Typical 1,500-word post turns in 24–48 hours. We don't write from scratch at this rate — that's a separate copywriting engagement. Email ashok.benial@ab7solutions.com with a sample post.

AB7 runs brand-voice calibration on AI-drafted product descriptions at $4–$8 per description for 200/month volume — voice match against your guide, factual accuracy, tone consistency, SKU-attribute correctness, and SEO keyword inclusion. Turnaround is 48–72 hours per batch. Output goes back as tracked-changes Google Docs or directly into Shopify, BigCommerce, or your PIM via CSV. We don't generate first-draft copy at this tier. Book a sample run: https://calendly.com/ashok-benial/meeting.

AB7 staffs E-E-A-T compliance editorial pods for YMYL healthcare sites — author-bio verification, citation density checks, expert-reviewer attribution, medical-claim sourcing, and disclosure pattern enforcement. Pods start at $4.8K/month for 30–50 articles, scaling to $9.5K/month for 100+. HIPAA-trained editors with healthcare publishing experience. We don't issue medical opinions — physicians must sign clinical reviews; we ship the editorial layer. Reach Ashok at +91 98780 67778.

AB7 runs AI-detector + plagiarism scoring as a managed line — Originality.ai, GPTZero, and Copyscape combined into a single per-article report. Pricing is $1.20–$2.40 per article with bulk tiers from 500/month. Output flags AI-likelihood, plagiarism overlap, paraphrase risk, and surfaces specific passages for editor rewrite. We don't pay for your detector subscriptions — bring your own keys or we'll use ours and bill at cost. Email director@ab7solutions.com.

AB7 QAs AI-generated ad creative at $0.40–$0.80 per headline-description pair for Meta, Google, and LinkedIn — character-limit checks, policy compliance (alcohol, healthcare, financial services), claim accuracy, brand-voice match, and CTA strength scoring. Bulk tiers from 1K pairs/month. Turnaround 24 hours. We don't promise ad-account approval — that's the platform's call; we reduce rejection risk. Book a pilot: https://calendly.com/ashok-benial/meeting.

AB7 fact-checks AI-drafted B2B white papers from Mohali at $480–$950 per 3K–6K word piece — every cited statistic verified to primary source, every claim cross-referenced, every quoted expert confirmed. Turnaround 4–7 working days. Reviewers are senior editors with 5+ years in B2B publishing. We don't relicense paywalled research; if a source is gated, you provide access. Email ashok.benial@ab7solutions.com with a sample draft.

AB7 runs SEO QA on 500 AI-written blog posts/month for $7.5K–$11K retainer — title-tag and meta optimization, heading hierarchy, internal-link insertion to 3–5 hub pages, image alt-text generation, schema validation, and target-keyword density review. Includes a weekly performance dashboard. We don't replace your SEO strategy team; we execute against the brief you ship. Book a retainer scoping call: https://calendly.com/ashok-benial/meeting.

AB7 staffs per-FTE content QA editors at $2.6K–$3.4K/month from Mohali — fully managed, US-overlap shift, dedicated to your account. Editors are ex-publishing-house copy editors with AI-content review training. Minimum 3-month engagement; ramp-down notice 30 days. Each FTE handles roughly 80–120K words/month depending on subject density. We don't bill below 3 months at this rate — short bursts go on the per-engagement line. Email director@ab7solutions.com.

AB7 reviews AI-drafted product copy for Salesforce ISVs — AppExchange listing copy, in-app help text, release notes, and trial onboarding emails. Reviewers verify Salesforce-specific terminology (Object, Flow, Apex, LWC) is used correctly and confirm screenshots match current UI. Pricing is $0.08–$0.14/word with a 48-hour SLA. We don't write from scratch at this rate. Reach Ashok at +91 98780 67778 to discuss your release cadence.

AB7 places senior editors at $28–$42/hour for AI-content brand-voice tuning bursts — useful for prompt-pack refresh, style-guide updates, or sample-set curation. Minimum 25-hour block. Editors annotate AI outputs with voice-deviation tags and produce a refined few-shot example set you feed back into your prompt or fine-tune. We don't run this below 25 hours; smaller asks should be a per-engagement quote. Email ashok.benial@ab7solutions.com.

AB7 runs multilingual editorial review across English, Hindi, Spanish, French, German, and Arabic — native-speaker editors verifying AI-drafted output for accuracy, idiom fit, and brand voice. Pricing is $0.09–$0.16/word with language-specific rates. Turnaround is 48–72 hours per language batch. We don't translate from scratch at editorial-review rates — that's a separate translation engagement. Book a multilingual scoping call: https://calendly.com/ashok-benial/meeting.

AB7 staffs citation and source verification teams for AI-generated research newsletters — every link verified live, every stat traced to primary source, every quote confirmed in original publication. Pricing is $1.20–$2.80 per citation depending on source difficulty (paywalled, archived, foreign-language). Typical 30-citation newsletter turns in 24 hours. We don't relicense paywalled sources; you provide access tokens. Email director@ab7solutions.com to scope cadence.

AB7 labels AI chatbot transcripts with sentiment (5-point scale), escalation triggers, intent categories, and resolution status — pricing at $0.18–$0.32 per conversation depending on length and rubric depth. Volume tiers from 5K conversations/month. Output goes to Snowflake, BigQuery, or back into your training pipeline as JSONL. Compatible with Intercom, Zendesk, Voiceflow, Botpress exports. We don't redesign your taxonomy mid-flight — lock the rubric first. Book scoping: https://calendly.com/ashok-benial/meeting.

AB7 staffs 24/7 follow-the-sun failover human cover for AI deflection misroutes — agents step in within 60 seconds of low-confidence handoff, with full context from Intercom, Zendesk, or Helpscout passed automatically. Pricing starts at $4.2K/agent/month for 8x5 coverage, $9.5K for 24/7 dedicated. We don't promise 100% deflection rates; we measure and improve. Reach Ashok at +91 98780 67778 to scope ticket volume.

AB7 preps training data from real Intercom or Zendesk chats — PII redaction, conversation deduplication, intent labelling, ideal-response rewriting, and JSONL formatting for SFT or DPO. Pricing is $1.10–$2.40 per processed conversation with bulk tiers. Output is HIPAA-compliant when needed and ready for OpenAI fine-tune, Claude fine-tune via partner, or Llama 3.1 SFT. We don't run the training job itself — your ML team does. Email ashok.benial@ab7solutions.com.

AB7 tunes conversational design for Voiceflow flows — re-prompt clarity, fallback path consistency, handoff trigger conditions, and confirmation pattern audits. Engagement runs $3.4K–$5.8K over 2–3 weeks for one flow with up to 60 nodes. Includes a transcript replay test of 200+ real conversations against the updated flow. We don't redesign your IVR or CRM data model. Book a scoping session: https://calendly.com/ashok-benial/meeting.

AB7 places per-FTE chatbot reviewers at $2.4K–$3.2K/month with HubSpot Service Hub experience — daily transcript review, knowledge-base gap flagging, escalation pattern reporting, and weekly improvement recommendations. Reviewers are trained on your brand voice and resolution policies. Minimum 3-month engagement, US-overlap shift. We don't replace your CSAT analysis or in-house QA leadership. Email director@ab7solutions.com to scope FTE count.

AB7 tags 50K conversations/month for sentiment + escalation at roughly $0.14–$0.22 per conversation in this volume tier — full pipeline includes deduplication, PII redaction, multi-class sentiment, escalation severity, and intent labelling. Daily delivery into your S3, BigQuery, or Snowflake. We don't keep a copy of customer PII post-delivery. Reach Ashok at +91 98780 67778 to confirm SLA and tooling fit (Voiceflow, Botpress, Intercom).

AB7 audits chatbot deflection rates for Botpress production deployments — sampling 1K–5K conversations, classifying outcomes (resolved, escalated, abandoned, misrouted), and surfacing the top 20 missed-intent patterns with knowledge-base fixes. Audit runs $3.8K–$6.5K over 2–3 weeks. We don't claim a guaranteed deflection-rate lift; we deliver evidence and a prioritized fix backlog. Book scoping: https://calendly.com/ashok-benial/meeting.

AB7 covers after-hours human-in-the-loop for US-only support bots — agents pick up bot escalations during your off-hours (5pm–9am PT), respond inside your Intercom or Zendesk, and hand back to your team at shift start. Pricing is $1.8K–$3.2K/month per agent depending on hours. We don't impersonate your team — agents identify as AB7 support partners unless you brief otherwise. Email ashok.benial@ab7solutions.com to scope volume.

AB7 runs quarterly knowledge-base gap analysis from chatbot transcripts — clustering unanswered or low-confidence queries, drafting article-stub recommendations, and prioritizing by query volume and CSAT impact. Engagement runs $4.2K–$6.8K per quarter with a 50–80 page gap report and 10–15 ready-to-publish article stubs. We don't publish articles directly to your KB — your team owns the editorial gate. Book a quarterly slot: https://calendly.com/ashok-benial/meeting.

AB7 staffs AI agent QA pods for Salesforce Service Cloud Einstein — daily transcript review, Einstein recommendation accuracy scoring, agent-acceptance pattern tracking, and weekly tuning suggestions. Pods start at $5.8K/month for 2 reviewers + 1 lead, US-overlap. Reviewers are trained on Salesforce-specific objects and case routing logic. We don't modify Einstein model config or Service Cloud admin settings — your Salesforce team does. Reach Ashok at +91 98780 67778.

AB7 places hourly conversation labellers at $14–$22/hour for one-time SFT training-set builds — minimum 60-hour block. Labellers follow your annotation guide, run two-pass review for inter-annotator agreement, and deliver JSONL ready for OpenAI, Anthropic (via partner), or open-source fine-tunes. We don't write the annotation guide for you at this rate — guide-writing is a separate engagement. Email director@ab7solutions.com to share the rubric.

AB7 runs AI support QA for Intercom + Fin deployments from Mohali at $3.2K–$5.4K/month — daily Fin transcript review, resolution accuracy scoring, hallucination flagging against your help-center articles, and a weekly trend report. Reviewers come from our 300+ professional pool with Intercom-specific training. We don't tune Fin's model or modify your Intercom workflows — we deliver evidence and recommendations. Book scoping: https://calendly.com/ashok-benial/meeting.

AB7 runs HIPAA review of healthcare AI outputs from Mohali — PHI leak detection, minimum-necessary review, output-disclosure log generation, and BAA-aligned workflow validation. Engagement runs $5.8K–$11K depending on output volume and AI surface (chatbot, summarization, coding assist). HIPAA-trained reviewers operate in a locked-down environment with audit logging. We don't issue HIPAA certifications — licensed compliance attestors do that; we deliver the evidence package. Reach Ashok at +91 98780 67778.

AB7 audits fintech credit-decisioning models for bias — disparate-impact testing across protected classes, fairness-metric reporting (demographic parity, equal opportunity, calibration), and a remediation register. Engagement runs $9K–$18K over 4–8 weeks depending on model complexity and dataset size. Output is a board-ready audit report aligned to EU AI Act and SR 11-7 expectations. We don't issue regulatory opinions — your legal counsel signs off; we deliver the technical audit. Book scoping: https://calendly.com/ashok-benial/meeting.

AB7 writes model cards and system cards for SOC 2 audit support — covering intended use, training-data provenance, evaluation results, known limitations, and monitoring plan. Pricing is $2.8K–$5.5K per model card with a 2–3 week turnaround. Aligned to NIST AI RMF and Hugging Face model card spec. We don't sign off SOC 2 control evidence — your auditor does; we ship documentation that supports control narratives. Email ashok.benial@ab7solutions.com with model details.

AB7 runs combined GDPR + DPDP Act 2023 review for AI agents serving EU and Indian users — lawful-basis mapping, data-minimization audit, cross-border transfer review, consent-flow testing, and DPIA support documentation. Engagement runs $7.5K–$14K over 4–6 weeks. We coordinate with your DPO and external counsel. We don't act as your DPO or sign DPIAs — those require licensed roles; we ship the technical evidence package. Reach Ashok at +91 98780 67778.

AB7 drafts AI policy and acceptable-use documentation for SaaS companies — internal-use policy, customer-facing AI disclosure, prompt-injection response protocol, and model-output review SOP. Engagement runs $3.8K–$6.8K with a 2–3 week turnaround for a 200-person company. We pair compliance-trained writers with your legal counsel for review. We don't replace your legal counsel — the docs require attorney sign-off before adoption. Book a scoping call: https://calendly.com/ashok-benial/meeting.

AB7 produces board-ready AI risk reports for public-company rollouts — risk register aligned to NIST AI RMF, residual-risk scoring, control-coverage matrix, and a 12-month remediation roadmap. Reports run $8.5K–$16K over 4–6 weeks, formatted for audit committee review. We pair AI engineers with risk-trained writers. We don't sign management attestations — those require named officers; we ship the underlying evidence. Email director@ab7solutions.com to scope.

AB7 runs EU AI Act readiness assessments for systems likely to fall in the high-risk tier — gap analysis against Annex III obligations, conformity-assessment documentation prep, risk-management system mapping, and a remediation plan with timelines. Engagement runs $11K–$22K over 6–8 weeks. We track the latest implementing acts and guidance from the AI Office. We don't issue legal opinions on classification — counsel does; we deliver the technical readiness package. Book scoping: https://calendly.com/ashok-benial/meeting.

AB7 reviews AI personalization engines for CCPA / CPRA alignment — sensitive-personal-information handling, automated-decision-making disclosure, opt-out flow testing, and privacy-policy claim verification. Engagement runs $4.2K–$7.5K over 3 weeks. Output is a defect register tied to specific CCPA sections. We don't represent you with the California AG or CPPA; that's your counsel. Email ashok.benial@ab7solutions.com to scope your personalization stack.

AB7 builds ISO 27001 + SOC 2 evidence packs for AI vendor due-diligence questionnaires — control narratives, screenshot evidence, policy excerpts, and pre-filled DDQ templates aligned to common buyer formats (CAIQ, SIG, custom). Pricing is $4.8K–$8.5K with a 3-week turnaround. We don't stand up a new ISMS or SOC 2 program from scratch — that's a separate engagement; we package what you already have. Reach Ashok at +91 98780 67778.

AB7 audits Llama 3.1 hiring-screening tools for bias at $7.5K–$13K — disparate-impact testing across gender, race, and age proxies, NYC Local Law 144 alignment review, and a documentation pack for the required annual bias audit publication. Engagement runs 4–6 weeks. We deliver the audit and findings; we don't publish the result on your behalf — your legal team handles publication and notice obligations. Book scoping: https://calendly.com/ashok-benial/meeting.

AB7 offers per-engagement AI compliance retainers with a quarterly review cadence — each cycle covers policy refresh, evidence-pack update, new-feature impact review, and a board-friendly summary. Retainers run $6.5K–$12K/quarter depending on AI surface area and applicable regimes (HIPAA, GDPR, CCPA, DPDP, EU AI Act). 12-month minimum. We don't replace your compliance officer — we extend their bandwidth. Email director@ab7solutions.com to scope.

AB7 preps FedRAMP-aligned AI documentation for US public-sector pilots — system security plan inputs, AI-specific control mappings (NIST 800-53 + AI overlays), continuous-monitoring narratives, and POA&M support docs. Engagement runs $9.5K–$18K over 5–7 weeks. We coordinate with your 3PAO and sponsor agency POC. We don't issue ATOs or sign 3PAO attestations — licensed assessors do that; we ship the documentation package they review. Call US +1 321 341 7733.

Yes. Our embodied-AI preference labelling pods run $11-$18/hour per FTE depending on complexity, or $0.45-$0.95 per pairwise comparison for manipulation rollouts (pick-place, articulated objects, deformables). AB7 fields HITL annotators trained on RT-2, OpenVLA and Open X-Embodiment formats, paired with a robotics engineer who validates trajectory rationality before pairs ship to your reward model. Typical pod size 6-20 reviewers + 1 lead, IST/US-overlap. We don't train your foundation model — we deliver clean preference triplets and disagreement reports. Book a scoping call: https://calendly.com/ashok-benial/meeting

Yes — fixed-scope demonstration capture programmes run $14K-$24K for 2,000-5,000 episodes on bimanual or single-arm rigs you ship to our Mohali lab, or we run capture at your facility on T&M ($65-$95/hour engineer). We instruct teleoperators, log RGB-D + joint states + language instructions in LeRobot/Open X-Embodiment schema, and run a second-pass review for episode quality. We don't manufacture robot hardware — bring your own arm (Franka, UR, xArm, Koch). Email scope to ashok.benial@ab7solutions.com for a fixed quote within 48 hours.

Behaviour-cloning curation is priced per episode: $1.20-$3.50 for short tabletop episodes, $4-$9 for long-horizon mobile manipulation (kitchen, warehouse). Cost includes language-instruction tagging, success/failure flagging, action-chunk segmentation and a sanity replay in sim. AB7 has curated 220K+ episodes across pick-place, articulated, deformable and tool-use tasks. We run quality on Label Studio + custom replay viewer; outputs ship in RLDS, LeRobot or your custom parquet schema. Volume tiers above 50K episodes drop to the lower band. Book a 30-min scoping: https://calendly.com/ashok-benial/meeting

Yes — Open X-Embodiment enrichment is one of our active programmes. We add multi-granularity language instructions (high-level goal + low-level skill chain), failure-mode taxonomy tags (slip, mis-grasp, collision, recovery), and re-segment action chunks at consistent boundaries. Throughput averages 1,800-3,200 episodes per pod-week at $9-$14/hour FTE. We don't redistribute the public dataset — outputs are delta-files keyed to episode IDs you can merge locally. Caveat: licence compliance with each sub-dataset is your responsibility. Call IN direct +91 98780 67778 to discuss.

Yes. Episodic memory curation runs $2.50-$6.00 per annotated episode depending on horizon length and event-density. We tag salient events, spatial landmarks, object-state changes and language-grounded sub-goals so your retrieval-augmented policy can replay relevant memories at inference. Used by 4 active embodied-agent clients, 60K+ episodes shipped in 2025. Outputs in your schema (LeRobot, custom MCAP, parquet). We don't fine-tune your memory transformer — we deliver labelled memory traces ready for ingestion. Email director@ab7solutions.com with episode samples for a quote.

In-house gives tighter feedback loops but costs ~$140-$220K/year fully loaded for a 5-person capture team plus rig depreciation. AB7 outsourced runs $40-$95K for equivalent throughput on shipped rigs, with US-overlap shifts and built-in QA. Trade-off: you lose direct ML-engineer feedback during capture; we mitigate with weekly review syncs and a Slack-shared replay viewer. Best fit for teams who need 5K-50K episodes in a quarter. We don't replace your ML researchers — we replace the manual capture + QA layer. Book https://calendly.com/ashok-benial/meeting

Yes — deformable manipulation is a specialised subset we run at $4.50-$9.50 per episode. Annotators label key deformation states, contact events, success criteria (folded, knotted, plated), and failure modes. We work on cloth folding, rope tying, food handling and surgical tissue analogues. Tooling: Label Studio with a custom 3D viewer + replay timeline. 18K+ deformable episodes shipped in 2025. We don't simulate deformables ourselves — we label real-world or sim rollouts you provide. Phone +91 98780 67778 to scope a pilot.

Yes — AB7 in Mohali runs OpenVLA fine-tuning data programmes with a 6 PM-2 AM IST shift covering US East/West evenings. Pricing $11-$16/hour FTE for instruction-action paired labelling, or $0.80-$2.20 per labelled action-chunk. We've shipped 75K+ instruction-action pairs across pick-place, drawer, button-press and articulated tasks. Daily standups with your ML lead, Slack/Linear sync, weekly disagreement review. Caveat: we don't host OpenVLA training — we ship clean parquet/RLDS shards. Calendly: https://calendly.com/ashok-benial/meeting

We use a hybrid approach: an automated chunker (velocity-zero-crossing + gripper-state change) seeded by your researchers, then HITL reviewers correct boundaries against a written segmentation rubric per platform (Franka, xArm, UR, custom bimanual). Costs $0.40-$1.10 per chunk-boundary correction. Inter-annotator agreement target Cohen's kappa >= 0.82 enforced via daily sampling. We don't author the segmentation rubric — your researchers define it; we operationalise and scale. Roughly 9K boundaries reviewed per pod-week. Email ashok.benial@ab7solutions.com for the rubric template.

Yes. Post-deployment preference labelling on real-world rollouts compared to sim baselines runs $14-$22/hour FTE or per-pair $0.65-$1.40. Reviewers tag which rollout shows better grasp success, smoother motion or fewer near-misses. Useful for closing the sim-to-real gap with DPO or PPO. We've run this for 3 manipulation clients, ~28K pairs shipped. Caveat: we don't tune your reward model — we ship labelled pairs and a disagreement matrix. Best paired with a weekly retraining cadence. Book https://calendly.com/ashok-benial/meeting

Yes — fixed-scope Isaac Sim scenario packs from AB7 Mohali run $4.5K-$7.8K for 50-200 procedurally varied scenes (warehouse, kitchen, factory) with USD assets, randomised lighting, materials, object placement and physics tuning. Includes domain-randomisation config, scenario YAML/Python, and a smoke-test rollout report. Engineers experienced with Omniverse Replicator, Isaac Lab, Isaac Gym and OmniGraph. We don't ship NVIDIA hardware — runs on your DGX/cloud. 2-3 week turnaround typical. Phone +91 98156 88660 for IN HQ or book https://calendly.com/ashok-benial/meeting

Yes — MJCF authoring + randomisation runs $55-$85/hour engineer. Typical contact-rich scene pack (10-30 scenes with friction/mass/geometry randomisation, observation/reward wrappers) ships at $3.8K-$9K. We support MuJoCo MJX for GPU-accelerated training and integrate with your dm_control or Gymnasium wrappers. 6 active MuJoCo clients in 2025. We don't author RL algorithms — we ship the env, the asset library, the randomisation config and a baseline PPO sanity check. Email ashok.benial@ab7solutions.com with your URDF and we'll quote in 48 hours.

Photorealistic synthetic frames from AB7 run $0.012-$0.06 per rendered frame depending on scene complexity, segmentation/depth/normal layers, and GPU class. Bulk packages: 1M frames at $14K-$48K turnkey using Isaac Sim Replicator, Unreal/Unity pipelines or Blender + BlenderProc. Outputs include RGB, depth, instance + semantic masks, 6D pose, in COCO/KITTI/custom schema. Domain-randomisation profiles tuned per object class. We don't certify the synthetic-to-real gap closes for your task — we deliver datasets and a sim-vs-real eval skeleton. Book https://calendly.com/ashok-benial/meeting

AB7 sim-to-real eval pipelines run $8K-$22K fixed-scope: paired sim/real episode harness, metrics (success rate, time-to-task, contact-force RMS, trajectory divergence), randomisation-sweep dashboard, and a regression report after each policy checkpoint. Built on Hydra configs + Weights & Biases or your tracking stack. We've shipped this for Isaac Lab, MuJoCo and Gazebo. Caveat: we don't own your real-world robot test cell — we ship the harness; your team runs the physical episodes (or we run on shipped hardware in Mohali for an extra $35-$60/hour). Calendly: https://calendly.com/ashok-benial/meeting

AB7 operates all three plus MuJoCo, PyBullet, SAPIEN and CARLA. Picking heuristic: Gazebo (Classic/Sim) for ROS-tight integration and outdoor robotics; Isaac Sim for photorealistic perception training and GPU-scale RL; Webots for education-grade or smaller-team prototyping; MuJoCo for contact-rich manipulation RL. We'll match the choice to your robot (URDF/SDF availability), team skill stack and rendering needs. Engineers run $55-$85/hour. We don't push a stack — we build in yours. Email director@ab7solutions.com for a stack-fit recommendation memo.

Engagement is 4-12 weeks, $9K-$28K fixed-scope or $70-$95/hour T&M. We profile your current randomisation distributions (lighting, textures, masses, frictions, sensor noise), run sweep experiments, identify under-randomised dims via failure-mode analysis on real rollouts, and ship updated config + rationale doc. Typical lift seen: 8-25% real-world success rate. We don't replace your RL trainer — we tune the env distribution and document why. Best for teams with an existing policy that transfers poorly. Phone IN direct +91 98780 67778.

30-day scope: 250-600 distinct warehouse scenes with randomised pallet stacks, SKU diversity (150-400 SKU CAD library curation included), forklift placement, lighting (4 conditions), occlusion levels and operator presence. Outputs: 800K-2M frames, RGB + depth + instance masks + 3D bbox + 6D pose. Price band $18K-$38K turnkey. Built on Isaac Sim or Unreal. We don't supply SKU CAD models for proprietary inventory — bring your CAD or accept our open-source proxy library. Book https://calendly.com/ashok-benial/meeting

Yes. CARLA scenario authoring runs $80-$110/hour engineer; library packs of 30-100 scenarios (edge-case cut-ins, pedestrian crossings, weather/time variants) at $7K-$24K. AirSim drone scenarios for perception/SLAM training similar pricing. We follow ASAM OpenSCENARIO format where applicable so your validation team can replay in other simulators. We don't certify ODD coverage — we ship scenarios mapped to your spec; certification is your validation lead's call. 4 active AV/drone-sim clients in 2025. Email ashok.benial@ab7solutions.com.

Yes — RoboCasa and RLBench task-variant authoring at $65-$90/hour engineer. We extend the asset registry, add object-property randomisation, language-instruction variants and difficulty tiers. Typical 40-task variant pack: $5K-$14K. Useful for fair benchmarking before committing to a foundation-model fine-tune. Outputs include task config, asset library deltas and a baseline diffusion-policy or BC-RNN evaluation. We don't claim our variants will rank-correlate with real-world success — they're benchmarking tools, not real-world predictors. Calendly: https://calendly.com/ashok-benial/meeting

Yes. AB7 builds Unreal Engine 5 + Omniverse USD bridges for photoreal robotics rendering, at $70-$95/hour engineer. Typical pipeline build (asset ingestion, lighting profiles, MovieRender Queue or path-traced batch, segmentation passes via custom stencils): $14K-$45K over 6-12 weeks. We integrate with Replicator for randomisation orchestration. Engineers have shipped 3 production-grade pipelines in 2024-25. We don't author proprietary photogrammetry assets — bring your scans or use Quixel/SketchFab licenses you control. Phone +91 98156 88660 IN HQ.

AB7 orthomosaic stitching runs $0.45-$1.40 per hectare for RGB, $0.80-$2.20/hectare for multispectral with NDVI/NDRE/SAVI index generation. Tooling: Pix4D, DroneDeploy, DJI Terra, OpenDroneMap. Throughput 4K-12K hectares/week per pod. Includes GCP/RTK alignment QA, mosaic seam review, gap-flagging and exported GeoTIFF + KMZ. 9 active ag clients in 2025 across India, US Midwest and Brazil. We don't fly the drones — we process imagery you upload to our SFTP/S3. Calendly: https://calendly.com/ashok-benial/meeting

Yes. AB7 drafts BVLOS waiver evidence packs for FAA Part 107.31 (and EASA SORA, India DGCA) at fixed scope $6.5K-$18K depending on operational complexity. Pack includes ConOps, risk assessment (SORA-aligned), C2 link analysis, DAA mitigation summary, training records template and incident-response procedure. We don't sign or submit your waiver — your accountable manager signs; we prep the documentation that survives FSDO review. 4 BVLOS packs delivered in 2024-25. Email director@ab7solutions.com with operation profile for a quote.

Multispectral + thermal stack analysis runs $1.60-$3.80/acre. Deliverables: stitched orthomosaics, NDVI/NDRE/GNDVI/SAVI/thermal indices, zone classification (healthy/stressed/dead), prescription-map shapefiles for variable-rate spraying, season-over-season change detection. Tooling Pix4D Fields, Agisoft Metashape, QGIS scripts. Typical farm 200-2,000 acres turned around in 48-72 hours. We don't generate flight plans — fly with your operator; we ingest and analyse. 6 active multispectral clients. Phone +91 98780 67778 to scope.

Oblique imagery to 3D mesh + textured model: 36-96 hours per typical site (5-50 acres) at $0.80-$2.80/acre. Tooling Pix4Dmatic, RealityCapture or Bentley ContextCapture. Deliverables: textured OBJ/FBX, LAS point cloud, georeferenced orthomosaic, contour DEM. We support GCPs, RTK and PPK workflows. We don't substitute a licensed land surveyor's stamp — engineer your survey-grade outputs through your licensed surveyor. 14 surveying clients across US, AU, IN. Email ashok.benial@ab7solutions.com for sample deliverable.

AB7 supports Part 137 ag-spray operators with flight-log review, incident logging templates, training-record QA and customer report packaging at $1.8K-$4.5K/month per fleet (3-15 aircraft). Reviewers cross-check applied-rate vs prescription, drift events, weather windows and label compliance. We don't issue Part 137 certificates or sign airworthiness — we keep your evidence trail audit-ready. 3 ag-spray fleets supported. Best paired with an in-house chief pilot. Calendly: https://calendly.com/ashok-benial/meeting

Inspection labelling runs $0.18-$0.65 per image for defect tagging (cracks, hotspots, bird-strike damage, soiling, vegetation encroachment), or $9-$14/hour FTE pod. Output schemas: COCO, custom JSON, or direct ingest to Roboflow/CVAT/Encord. We've labelled 1.4M+ inspection frames across power-line, wind-turbine blade and solar-PV use cases. Severity scoring follows your maintenance taxonomy. We don't make repair-prioritisation decisions — we deliver labelled inventory; your asset team prioritises. Phone +91 98156 88660 IN HQ.

Dashboard build: $9K-$26K fixed-scope, 4-9 weeks. We ingest DJI/Skydio/Autel flight logs, normalise to a common schema, and ship Grafana/Metabase dashboards with battery health, motor RPM anomalies, geofence breaches, weather-vs-mission correlations and pilot performance. Hosted on your cloud (AWS/Azure/GCP). We don't operate the dashboard 24/7 by default — add ops support at $4-$8K/month. 2 active fleet ops clients in 2025. Email director@ab7solutions.com for spec template.

AB7 in Mohali drafts DGCA-aligned operator compliance packs for Indian UAS operators: SOP manuals, NPNT digital sky integration checklist, R/A/G zone procedures, RPC/RPAC training-record templates and incident-reporting workflows. Fixed scope $3.8K-$11K. We work with manned-unmanned interface forms and Type Certificate referenced documentation. We don't issue UIN, UAOP or RPC ourselves — DGCA does; we prep the operator-side paperwork. 5 Indian operators supported in 2024-25. Phone +91 98780 67778.

Use-case mapping AB7 uses: Pix4Dmapper/Pix4Dmatic for survey-grade engineering and corridor mapping; DroneDeploy for fast ag/construction iteration with decent automation; DJI Terra for DJI-fleet workflows where SDK-tight integration matters; OpenDroneMap when budget rules. We process in whichever your team licences — we don't bundle licences. Per-project savings: 18-35% vs in-house staffing. We deliver a stack-fit memo with sample outputs in your top 2 candidates within 5 working days. Calendly: https://calendly.com/ashok-benial/meeting

Hyperspectral processing (Headwall, Cubert, Specim sensors) runs $80-$110/hour engineer. Pipeline: radiometric calibration, atmospheric correction, spectral library matching, classification mapping. Typical 100-500 hectare survey: $4.5K-$14K turnkey. Outputs in ENVI, GeoTIFF or shapefile. Used for mineral exploration, early crop-disease, water-stress and aquatic monitoring. We don't manufacture or calibrate sensors — we process imagery from your calibrated stack. 2 hyperspectral clients in 2025. Email ashok.benial@ab7solutions.com with sensor model.

Yes. AB7 has HIPAA-trained reviewers for surgical-robotics video annotation across da Vinci, MAKO, ROSA and Hugo workflows. Pricing $14-$22/hour FTE or $0.40-$1.80 per labelled video segment. Tasks: phase recognition, instrument tracking, anatomy segmentation, error-event tagging. BAA available; data access only via VDI/Citrix or your secure enclave. We don't make clinical claims about model outputs — labels feed your team's research/regulatory pipeline. 3 surgical-robotics clients (US + EU). Calendly https://calendly.com/ashok-benial/meeting

Yes. AB7 Mohali runs crop-row + weed-vs-crop discrimination labelling at $0.04-$0.18 per frame, with throughput 350K-900K frames/week per pod. Tooling CVAT, Roboflow, V7 or your Label Studio instance. Schemas covering crop rows, broadleaf vs grass weeds, soil patches, residue and machinery shadows. We've shipped 9.2M+ frames across precision-ag platforms similar to See & Spray. We don't operate the spray rigs — we deliver labels that feed your edge-CV model on the planter/sprayer. Phone +91 98156 88660.

Humanoid demo capture (Figure-class, 1X-class, Optimus-class, Apptronik-class form factors) runs $35-$140 per demo depending on horizon length and bimanual complexity. Includes teleop instruction, RGB-D + joint logging, language instruction, post-capture review and LeRobot-format packaging. We work on your shipped rig in Mohali or remote-teleop into your facility. Capacity 800-2,500 demos/week per pod. We don't manufacture humanoids — bring rig + control stack. Caveat: long-horizon mobile demos cost more due to reset overhead. Email ashok.benial@ab7solutions.com.

Yes. AB7 supports AMR fleets with two services: (1) tracking-data review pods at $11-$15/hour FTE for path-deviation, hand-off, exception triage and floor-marker QA; (2) warehouse SKU + tote labelling at $0.05-$0.22 per image. We've worked alongside Locus, Fetch, Geek+ and AutoStore deployments. Throughput 200K+ events reviewed/week. We don't issue warehouse safety sign-offs — your site EHS owns those; we prep the data your Reliability team needs. 4 active AMR clients. Calendly: https://calendly.com/ashok-benial/meeting

AB7 covers field-imagery labelling, row-detection ground truth, fruit-counting and pick-quality review, plus telemetry ingestion for Naïo (Oz, Dino, Ted), FFRobotics (apple harvesters), Bonsai Robotics and OEM autonomous tractors. Pricing $9-$14/hour FTE or $0.06-$0.30 per frame. Coverage during US/EU growing-season peaks via 24/7 follow-the-sun. We don't field-deploy machines — we keep their training and monitoring datasets clean. 5 ag-robotics clients in 2024-25. Email director@ab7solutions.com.

AB7 runs clinician-supervised review tiers for orthopedic robotics workflows (MAKO, ROSA, Hugo). Tier-1 reviewers (HIPAA-trained, biomedical-graduate background) tag step boundaries, instrument exchanges and intra-op events; Tier-2 clinician-on-staff (orthopedic surgeon part-time on retainer) audits 5-10% sample. Pricing $18-$28/hour blended. We don't deliver clinical-grade adjudication — final label sign-off should remain with your medical-affairs team. 2 orthopedic-robotics clients. Phone +91 98780 67778.

Yes. We've scaled to 180K+ humanoid demos for one client across whole-body locomotion + manipulation. Curation pipeline: motion-capture or onboard IMU/joint logs → segmentation by skill primitive → language description → success/recovery flag → LeRobot/RLDS packaging. Pricing tiered: under 10K demos $4.50-$8/demo, 10-50K $3-$5.50, 50K+ $2-$3.80. Includes inter-rater reliability targets. We don't supply MoCap suits — bring your capture infrastructure or schedule on-site at our Mohali lab. Calendly: https://calendly.com/ashok-benial/meeting

AB7 Mohali runs production pods on Roboflow, V7, Encord, CVAT and Label Studio interchangeably. Agricultural-robotics datasets account for ~22% of 2025 throughput. Tool choice driven by your stack — we don't push licences. Roboflow for fast iteration on small CV models, V7 for medical-grade plus video, Encord for active learning loops. Setup time on a new tool ~3-5 days for a 10-FTE pod. Caveat: enterprise tool-licence costs sit with you. Email ashok.benial@ab7solutions.com for tool-fit memo.

Tote and pick-event labelling runs $0.04-$0.22 per event depending on schema depth: simple tote-presence/orientation at the low end, full SKU + pose + damage + bin-state at the high end. AutoStore-style cube storage adds geometry-aware checks. Throughput 250K-700K events/week per pod. Outputs to your WMS bridge or Roboflow/Encord. We don't tune the AutoStore robot or grid — we feed your perception model better data. 2 cube-storage clients live. Phone +91 98156 88660.

Yes. AB7 labels cholecystectomy and similar laparoscopic procedures for phase recognition (Cholec80, M2CAI16-tool/workflow schemas). Pricing $0.55-$1.40 per labelled minute. Reviewers HIPAA-trained, with biomedical-graduate background; clinician-on-retainer audits 5-10%. We support custom phase taxonomies for your centre's protocol. Outputs as JSON timeline + CSV. Caveat: clinical correctness sign-off remains your medical-affairs team's responsibility. 12K+ procedure-minutes labelled in 2025. Email director@ab7solutions.com.

Yes. ISO 13482 evidence-pack drafting (personal-care robots: mobile servant, physical assistant, person-carrier) runs $14K-$42K fixed-scope over 8-16 weeks. Pack: hazard identification, risk assessment matrix, PFL/PSD analysis where applicable, validation test plan referenced to clauses 5-7, residual-risk register, user-information chapter. We don't certify robots — licensed notified bodies (TÜV, BSI, etc.) sign certification; we prep the documentation that survives their review. 3 ISO 13482 packs delivered. Calendly: https://calendly.com/ashok-benial/meeting

AB7 drafts ISO 10218-1/-2 + ISO/TS 15066 collaborative-robot safety documentation: PFL biomechanical-limit calculations referenced to body-area thresholds, validation test plan, force/pressure measurement protocol, validation report template, risk-reduction selection rationale. Fixed-scope $9K-$28K. We coordinate with your test-house schedule (typical force/pressure measurement vendors). We don't operate force/pressure measurement instruments ourselves — your accredited lab does; we structure the evidence around the readings. 5 cobot programmes supported. Phone +91 98780 67778.

Functional-safety evidence-pack drafting for ISO 26262 (ASIL B/C/D) and IEC 61508 (SIL 1-3) runs $18K-$65K fixed-scope per item, 10-20 weeks. Includes safety case structure, hazard analysis (HARA), safety-goal decomposition, FMEDA support, FTA, software unit verification matrix and tool-qualification dossier. We don't perform final SIL determination — that sits with the licensed assessor (TÜV, exida, SGS); we deliver review-ready documentation. 4 SIL programmes supported in 2024-25. Email ashok.benial@ab7solutions.com.

Yes. ANSI/RIA R15.06 (and the newer R15.08 for mobile manipulators) risk-assessment drafting at $6.5K-$22K fixed-scope. Includes task-based risk assessment, hazard identification, risk-reduction strategy aligned to the hierarchy of controls, validation plan and operator-training outline. We coordinate with your integrator and customer plant safety lead. We don't sign factory-acceptance — your integrator and plant safety officer do; we prep the artefacts. 6 R15.06 deployments supported. Calendly: https://calendly.com/ashok-benial/meeting

EU AI Act Annex III high-risk evidence pack drafting runs $14K-$38K fixed-scope. Pack: data-governance dossier (Art. 10), technical documentation (Art. 11/Annex IV), risk-management system (Art. 9), logging design, transparency disclosures, human-oversight design memo, post-market monitoring plan. We map the pack to your existing ISO 9001/13485/26262 evidence to avoid duplication. We don't issue Conformité Européenne — your notified body or self-attestation route does; we prep documentation. 3 AI-Act packs in flight in 2025. Phone +91 98156 88660.

FMEA (system + design + process) and FTA documentation drafting at $5.5K-$18K fixed-fee for a 1-2 product line robotics startup. Tooling APIS IQ, Plato Scio, Reliability Workbench or your spreadsheet template. Reviewers have 6-12 years' robotics-functional-safety experience. Output structured to feed downstream into ISO 13849-1 PL determination or IEC 61508 SIL evidence. We don't determine PL/SIL ourselves at sign-off — that's the licensed assessor; we structure inputs that survive their challenge. Email director@ab7solutions.com for scope template.

Yes. AB7 supports OEMs transitioning from Machinery Directive 2006/42/EC to Machinery Regulation 2023/1230 (effective 20 January 2027). Gap-analysis report, updated EHSR mapping, AI/cybersecurity-related new requirements memo, instructions-for-use rewrite plan and substantial-modification policy template. Fixed scope $7K-$21K. We're tracking the harmonised standards as they're listed in the OJEU. We don't issue the EU Declaration of Conformity — the OEM does; we prep what underpins it. Calendly: https://calendly.com/ashok-benial/meeting

Yes. AB7 drafts ISO/TS 15066 PFL validation test-plans at $4K-$12K fixed-scope. Plan covers contact scenarios per body region (head/face, neck, torso, limbs, hands), measurement-instrument calibration requirements, pass/fail thresholds per ISO/TS 15066 Annex A, statistical sampling and re-validation triggers. We brief your test-house and review readings post-trial. We don't operate the measurement instruments — your accredited test-house does. 4 PFL test plans drafted in 2024-25. Phone +91 98780 67778.

AB7 supports FDA 510(k) submission drafting for Class II robotic surgical accessories: predicate-device analysis, substantial-equivalence narrative, software documentation per FDA Guidance, cybersecurity premarket documentation, human-factors validation plan and risk file mapped to ISO 14971. Fixed scope $18K-$55K. We coordinate with your regulatory consultant and engage outside legal where required. We don't submit to FDA on your behalf — your authorised correspondent does; we prep documentation. Caveat: we are not lawyers. Email ashok.benial@ab7solutions.com.

Heuristic: pick fixed-scope when your hazard inventory is stable and timeline tight (typical $5K-$28K per discrete deliverable); pick T&M ($65-$95/hour senior safety engineer) when scope evolves week-by-week or you're co-developing. AB7 typically starts T&M for the first 2-3 weeks, then converts to fixed-scope once scope crystallises. We don't double-bill — hours from discovery feed into the fixed quote. Caveat: scope drift triggers a written change order before extra work proceeds. Calendly: https://calendly.com/ashok-benial/meeting

AB7 Mohali builds ROS 2 + Nav2 fleet observability dashboards at $11K-$32K fixed-scope, 5-10 weeks. Stack: rosbridge or Foxglove WebSocket bridges, telemetry ingestion to Postgres/TimescaleDB or InfluxDB, Grafana/Foxglove Studio dashboards (battery, localisation health, planner replans, recovery-behaviour trips, mission-completion). Optional Open-RMF integration for multi-vendor fleets. We don't replace your Site Reliability team — we ship the dashboard + runbook templates. 4 ROS 2 fleet clients in 2025. Phone +91 98780 67778.

OTA pipeline builds run $14K-$45K fixed-scope, 6-12 weeks. Stack: image build (Yocto/Buildroot or container-based), signing + verification (TUF / Uptane-compatible), staged rollout policy (canary > batch > fleet), rollback gates, and observability hooks. Compatible with Mender, RAUC, Eclipse hawkBit or your in-house bus. Includes runbook + tabletop drill. We don't store your signing keys — they sit with your security team or your KMS. 3 OTA pipelines shipped in 2024-25 across mobile-manipulation and AMR fleets. Email director@ab7solutions.com.

Yes. AB7 implements Open-RMF integration adapters for multi-vendor fleets at $9K-$28K per vendor adapter, 4-8 weeks each. Includes RMF API mapping, traffic-management config, lift/door integration, and a simulation regression suite using Open-RMF's built-in simulator. Engineers experienced with Open-RMF since the 2022 release. We coordinate with each vendor's API team. We don't gain you contractual API access — your procurement does; we build the adapter once access lands. Calendly: https://calendly.com/ashok-benial/meeting

Telemetry pipeline build for MCAP / rosbag2 ingestion at fleet scale runs $16K-$48K fixed-scope. Stack: edge-side log rotation, S3/MinIO upload, deduplication, indexing service (Foxglove Data Platform-compatible or Tangram-style), retention policy and a query API for ML-data mining. Throughput tuned to 50-500 TB/month per fleet. We benchmark on your hardware before quoting. We don't ship custom storage hardware — runs on your cloud or your colo. 2 fleet-telemetry programmes in production. Phone +91 98156 88660.

Yes. AB7 staffs L1/L2 incident-triage for robotics deployments 24/7 follow-the-sun across India, US-East and US-West shifts. Pricing $4.8K-$12K/month per pod (3-7 reviewers + lead). Coverage: telemetry alert triage, customer ticket disposition, runbook execution, escalation to your L3 engineers with a structured handoff. Tooling PagerDuty, Opsgenie, Linear, your CRM. We don't ship hot-fixes ourselves — we triage, contain and escalate. 5 active deployment-support engagements in 2025. Calendly: https://calendly.com/ashok-benial/meeting

AB7 tunes MoveIt 2 motion planners (OMPL, STOMP, Pilz, CHOMP) and runs regression review at $70-$95/hour engineer or $6K-$18K fixed-scope. Engineers profile planner success rates per task class, tune parameters, ship a regression harness comparing planner versions, and deliver a recommendation memo. We don't write your end-effector kinematics chain — bring URDF + SRDF; we tune from there. 3 manipulator-fleet clients tuned in 2025. Email ashok.benial@ab7solutions.com.

Fleet KPI labelling pods (mission outcomes, intervention reasons, autonomy ratio, mean-time-between-interventions) run $9-$13/hour FTE; weekly regression review report adds $1.8K-$3.5K/week per fleet. Reviewers tag the why behind every intervention — operator override, planner failure, sensor degradation, environmental edge case — and produce a Pareto by week. Output as Sheets/Notion/Confluence summary plus structured CSV for your data warehouse. We don't redesign your KPI taxonomy — we operationalise yours. Phone +91 98780 67778.

Heuristic: 4-FTE in-house ROS-ops team in US/EU costs $480K-$780K/year fully loaded. AB7 equivalent pod (4 senior ROS engineers, IST + US-overlap, lead included): $145K-$235K/year. Break-even vs in-house typically inside month 4-5. Trade-off: less time-zone overlap with US-West late-night, no in-person at customer sites unless flown. Best fit for early-stage fleets (10-200 robots). Caveat: we don't replace a Director of Field Engineering — we replace the ops bench under them. Calendly: https://calendly.com/ashok-benial/meeting

Our regression-review playbook: (1) freeze a held-out fleet sample of 30-200 robots; (2) baseline KPIs over 7-14 days pre-deploy; (3) staged rollout 5% > 25% > 100% with paired KPI deltas; (4) human review of every intervention diff between old and new model; (5) go/rollback recommendation. Pricing $4K-$11K per release cycle. We don't make the rollback decision — we deliver the evidence; your release manager decides. 6 release cycles supported in Q1 2025. Email director@ab7solutions.com.

Yes. AB7 authors customer-deployment runbooks (incident classification, paging matrix, escalation tree, post-incident review template) and facilitates quarterly tabletop drills at $5K-$15K per cycle. Runbook output 60-180 pages plus playable tabletop scenarios mapped to your top 10 historical incidents. Output formats: Confluence, Notion, Markdown repo. We don't take on-call for production by default — that's a separate engagement (see incident triage pod). 3 customer-success programmes supported. Calendly: https://calendly.com/ashok-benial/meeting