Verified MLOps providers
This list covers MLOps providers with evidence of shipped work: production ML pipelines running under load, model evaluation harnesses, observability stacks, and drift detection in live systems. Each provider on the page has cleared verification against records tied to real deliveries, no self-declared badges, no paid placement. Model observability providers and ML production pipeline providers are grouped together here because the moat rule is the same: verification comes from artefacts (repos, dashboards, incident reviews, retrospectives), not from marketing copy or vendor tiers. Ranked on earned verification level first, then record count, then recency. Plan tier is never a ranking input, a free-tier provider with more verified records will outrank a paid-tier provider with fewer.
Ranked on Trustgent earned L0-L5 verification + record count + recency; ties broken alphabetically. Plan tier is never a ranking input, order is earned, not sold.
Dongsheng Intelligent (东声智能)
- records
- 2
- team
- n/a
- founded
- 2019
Cognine Technologies
- records
- 1
- team
- 51-200
- founded
- n/a
EthicAI
Cambridge spinout for AI assurance and ethics.
- records
- 1
- team
- 2-10
- founded
- 2024
Humane Intelligence
Community-driven AI evaluations
- records
- 1
- team
- 2-10
- founded
- 2023
Probability & Partners
Model risk and validation for financial institutions
- records
- 1
- team
- 50-200
- founded
- 2014
Gradient Institute
Advancing safe and responsible AI
- records
- 1
- team
- 10-50
- founded
- n/a
Citadel AI
Testing and monitoring high-risk AI systems.
- records
- 1
- team
- 10-50
- founded
- 2020
Suresofttech
AI verification and validation for safety-critical systems
- records
- 1
- team
- 200+
- founded
- 2002
ThinkforBL
AI trustworthiness verification and consulting
- records
- 1
- team
- 10-50
- founded
- 2007
Reacfin
Actuarial and model-risk consultancy for financial services
- records
- 1
- team
- 50-200
- founded
- 2004
Min Sone
Advisory and training for responsible AI adoption
- records
- 1
- team
- 2-10
- founded
- n/a
TrustifAI
Joint venture of TUV Austria and SCCH focused on AI Act readiness and ISO 42001.
- records
- 1
- team
- 50-200
- founded
- n/a
AryaXAI
AI alignment and explainability for regulated AI
- records
- 1
- team
- 10-50
- founded
- 2013
Armilla AI
AI insurance and third-party verification.
- records
- 1
- team
- 10-50
- founded
- 2020
MLOps & evaluation
