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Keep humans in the decision on critical cases, at scale.
Industrial Human-in-the-Loop framework: human validation interface on AI outputs, case queue to arbitrate, confidence scoring, human/AI agreement metrics, continuous learning from corrections.
Reference anonymized under confidentiality. Details available on request under NDA.
France telecom client case: semantic qualification of editorial content by NLP, human validation on uncertain cases, continuous lexicon learning. Production maintained at scale, quality validated by editorial teams.
Cases where an AI decision affects a customer (credit refusal, claim classification, fraud scoring) must be validated by a human. The HITL manages the queue, scores confidences, accelerates easy cases, alerts on sensitive ones.
B2C platforms (e-commerce, marketplace, social media) where AI produces or filters content. The HITL ensures borderline cases pass through a human before publication or rejection.
For AI systems classified as high risk (healthcare, finance, HR, legal), AI Act requires human supervision. The HITL framework operationalizes this supervision with auditable traceability.
This product applies to the following business functions. Click to discover how we adapt it to each.
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Pure manual validation suffocates volumes: 100% of cases go to human. HITL filters intelligently: only uncertain cases (per confidence score) are escalated. The human focuses on what is ambiguous, not on routine.
Yes. Each human correction is integrated into the fine-tuning or prompt engineering loop. The human-AI agreement rate typically improves by 5 to 15 points in the first 6 months of production.
AI Act requires human supervision, traceability, model documentation, risk management. The HITL framework natively integrates: traced validation interface, complete logging, exportable metrics, auto-generated documentation.
Variable depending on volume and ratio of escalated cases. On average, HITL takes a human from 100% of cases (pure validation) to 5-20% (uncertain cases only). ROI is measured in months on volumes >10k cases/month.
Free initial scoping, 30 minutes to 2 hours, with a solution lead adapted to your sector.