Customers — programmes that shipped — IndiVillage

Talk to a specialist Free accuracy audit

02 · Customer index

An infinite variety of data requirements. One operating discipline.

Robotics, healthcare, ag-tech, geospatial, real estate, eCommerce, finance — the same team, the same QA spine, the same retention curve underneath.

Aerial view of a soybean canopy with a visible weed pressure patch, showing the imagery scale and detail behind Taranis' 460-species annotation taxonomy.

Same team, four growing seasons, 460+ weed species held in taxonomy.

4.5M+ images · 460+ species · 99.4% sustained

Operator wearing an egocentric capture rig performing a domestic task, the kind of first-person human data that trains Machani's CeCe and RIA humanoids.

Machani Robotics

Egocentric video annotation for CeCe and RIA — production grade.

18 months zero-drift QA · 99.4% sustained on 3D LiDAR

Broad-acre crop with strong row geometry under late-spring light, showing the scale at which FMC's seven precision-agriculture models operate.

Seven AI models across 300K hectares — at 96%+ precision.

300K+ hectares · 7 AI models · 96%+ precision

A gloved hand reading a rapid diagnostic test cassette in a community-clinic setting, showing the real-world conditions Audere's interpretation models are trained for.

Diagnostic-grade precision held across 631K rapid diagnostic test interpretations.

631K+ RDT interpretations · 98% accuracy · HIPAA

IndiVillage operations-floor wide shot, showing the annotation pod processing ITA Group's multilingual claim-validation workflow.

Loyalty / Marketing

Multilingual content-moderation and rebate-claim processing inside ITA's stack.

100K+ invoices · 12 days → 3 days · 98% accuracy

NIFT runway photography showing varied garment types at a fashion institute show, the kind of imagery feeding the 113-class fashion taxonomy.

Fashion & Retail

Fashion taxonomy at 113 clothing types — 23 production models.

2.3M+ images · 23 AI models · 90%+ accuracy

Mid-life passenger vehicle in an inspection-bay environment with a visible scuffed bumper, showing the everyday damage-detection data Baywatch's models classify at frame level.

Computer Vision · Automotive

Vehicle damage detection at frame level — 95%+ model precision.

7 damage categories · 98% annotation accuracy

Early-season corn rows in a seed-trial plot, showing the field-level precision behind Beck's Hybrids' crop annotation work.

Model-in-the-loop annotation for 500K plot-level images.

500K plots · multi-season · model-in-loop

A mobile phone held close to skin in natural daylight, showing the form factor behind Dermos' nine-language, mobile-first dermatology diagnostic.

Healthcare

Dermos

Mobile-first skin diagnostics at 92% specialist-level accuracy.

92% accuracy · 9 languages · 5-second diagnosis

Full case study coming soon

A commercial real-estate portfolio property at golden hour, showing the kind of asset Tiarna's lease-intelligence platform interprets across 100+ data points per lease.

Real Estate

Tiarna

First global RAG-based lease intelligence — 100+ data points per lease.

60 min → 15 min · $0.50 per lease · 98%+ accuracy

Full case study coming soon

A Sentera precision-agriculture drone overflying a working field, showing the weekly imagery cadence behind the multi-season partnership.

AgTech

Sentera

Weekly cadence across multi-season precision-agriculture data.

~600 images/week · ongoing partnership

Full case study coming soon

Holstein cows in a modern milking parlour, showing the working environment Herd-i monitors through 10K clips per week of dairy video.

AgTech

Herd-i

Dairy video annotation at 10K clips per week — dedicated team.

10K clips/week · 96% staff retention · 3-day SLA

Full case study coming soon

An in-row agricultural robot operating between vegetable rows, showing the field-robotics context behind FarmWise's crop, weed and beneficial annotation taxonomy.

AgTech

FarmWise

Crop, weed, beneficial categorisation for field robotics.

Robotics-adjacent · annotation feedback loop

Full case study coming soon

A flat-lay grid of varied consumer products, showing the catalogue diversity behind Syndigo's 814K-UPC dual-stream encoding programme.

eCommerce

Syndigo

Six years of dual-stream UPC coding at 100% manual QA.

814K UPCs · 6-year partnership

Full case study coming soon

Two adjacent annotator workstations, one processing imagery and the other text-based OCR, showing the horizontal modality coverage Alegion's multi-pilot programme uses.

eCommerce

Alegion

Horizontal annotation across image, video, NLP and receipt OCR.

Multi-pilot · content moderation · receipt OCR

Full case study coming soon

Street-level photograph of an Indian urban food-delivery economy, showing the marketplace breadth Swiggy's 4M-listing competitive-intelligence engine ingests.

eCommerce

Swiggy

Competitive intelligence engine over 4M scraped listings.

4M listings · pricing models · enrichment pipeline

Full case study coming soon

Wide interior of a large fulfilment warehouse with a single worker mid-frame, showing the scale at which the 53M-SKU onboarding programme operates.

eCommerce · Platforms

Large US delivery platform

53M+ SKUs onboarded under AI-driven QA — 125K validated daily.

53M+ SKUs · 125K daily · 3 years

Full case study coming soon

08 · Work with us

Run an annotation audit on your data.

Send us 100 frames in any modality — image, video, LiDAR, audio, text. We'll return annotated output, an accuracy benchmark, and a programme recommendation in 48 hours.

Talk to a delivery lead →