An autonomous tractor that sees perfectly at noon can go blind at dusk or in heavy rain.
Low light, dust, glare, and bad weather are where perception fails. The fix is not more images. It is training data that covers these hard conditions.
imerit.ai/resources/blog/aut…
We are at ODSC AI West 2026. Come meet the iMerit team at Booth 6 to talk training data and evaluation pipelines for frontier AI, from computer vision to model evaluation.
October 27 to 29, Burlingame, CA. Stop by and say hello.
#ODSCWest #GenerativeAI #iMerit
AI video looks convincing for a few seconds, then a face shifts or an object jumps between frames. That is temporal drift, and it becomes a real problem in production. Fixing it takes sequence level evaluation, better training data, and expert review.
imerit.ai/resources/blog/sol…
AMR autonomy gets hard with sensor noise, localization drift, mixed terrain, and rare obstacles datasets miss. iMerit structures camera, LiDAR, and robot logs around the classes and safety zones AMR models plan with.
imerit.ai/domains/robotics/a…
#AutonomousMobileRobots #Robotics
At @TechCrunch Disrupt 2026, Radha Basu, EVP & Head of iMerit at EXL, will lead the roundtable "Arm Wrestling Your Data: The Physical AI Challenge" on data quality for physical AI.
Roundtable 1 | Oct 13 | 10:00–10:30 AM
🔗: techcrunch.com/events/techcr…
#PhysicalAI #TechCrunchDisrupt
AV data pipelines are shifting to directed triage, where AI flags model weaknesses and requests targeted scenarios. A model can't verify the root cause or confirm new data fits the test.
Learn how human experts validate it: imerit.ai/resources/blog/whe…
#AutonomousVehicles #AVData
Erikk Cass, AVP, Mobility, iMerit, an EXL company, told @Forbes why humanoid robot safety has less to do with smarter models and more to do with how quickly a robot learns from what it gets wrong.
Read here: forbes.com/sites/johnkoetsie…
#HumanoidRobots #PhysicalAI #Forbes
Radha Basu, EVP & Head of iMerit at EXL, joins @TechCrunch Disrupt 2026 in San Francisco, October 13 | 10:00–10:30 AM
She’ll share how physical AI can move from promising pilots to reliable systems in the real world.
Learn more: techcrunch.com/events/techcr…
#PhysicalAI #Robotics
AV expansion creates coverage gaps. Map territory differences, rank scenarios by risk & route gaps to annotation, simulation, or validation.
See how AV teams build smarter triage programs for new territories: imerit.ai/resources/blog/how…
#AI #DataTriage #SelfDrivingCars #AV
Ask five frontier labs for their HumanEval scores and you’ll get nearly identical numbers. That’s not differentiation. It’s benchmark saturation.
See how labs are building fresh, expert-reviewed evaluations from production data: imerit.ai/resources/blog/wha…
#LLMEvaluation #GenAI
Open-field navigation models don't survive orchard headlands. Tight turns, tree obstacles, and weak GPS demand orchard-specific trajectory labeling across crop types and conditions.
Read the blog to learn more: imerit.ai/resources/blog/why…
#AgriculturalAI #AutonomousMobility
iMerit built a platform to track clinical trial data at scale: versioning changes, resolving trials across sources & flagging uncertain data.
◼️ 1,424 linkages
◼️ 727 entities resolved
◼️ 357 revisions tracked.
Case Study: imerit.ai/resources/case-stu…
#ClinicalTrials #LifeSciences
Real-time and offline triage reveal different parts of AV data. Using both can help teams uncover more failure scenarios and improve model coverage across the development pipeline, from detection to training data.
Read more: imerit.ai/resources/blog/rea…
#AutonomousVehicles
Radha Ramaswami Basu, EVP & Head of iMerit, an @exl_service Company, joins @NasscomR Insights' LeaderTalk to unpack why more AI autonomy = more value for human judgment, not less.
Read the full conversation: community.nasscom.in/leader-…
#AI #HumanInTheLoop #iMeritanEXLcompany
ECCV 2026 in Malmö was a great experience! Booth #22 buzzed with conversations on computer vision, robotics, and autonomous mobility. Thanks to everyone who stopped by.
#ECCV2026 #ComputerVision
Join Radha Basu, EVP & Head of iMerit at EXL, as she takes the stage at @HumanXCo 2026 in Amsterdam on Sept. 24.
▪ Hosting: Tormenting the Models: Human Experts in the Age of AI | 10:15–11 AM
▪ Speaking: Physical AI Meets Real-World Autonomy | 2:55–3:15 PM
#PhysicalAI
Scaling robot vision for autonomous retail takes more than data. iMerit combines domain expertise, specialized annotation workflows, and rigorous QA to help build reliable perception data for smarter retail robotics.
Case Study: imerit.ai/resources/case-stu…
#RetailAI #Robotics
























