AI governance

Oversight, risk and compliance for AI systems. Evaluated by IDC MarketScape, Gartner Magic Quadrant, The Forrester Wave, 2023 to 2026: 4 reports, 30 vendors. Each firm below runs newest first, with who moved since its edition before.

Worldwide Unified AI Governance Platforms

IDC MarketScape · 2 editions, 2023 to 2026

2026
IDC MarketScape: Worldwide Unified AI Governance Platforms 2025-2026 Vendor Assessment
7 Leaders, 11 in other tiers
AWS Databricks Dataiku DataRobot Holistic AI IBM Microsoft
Changes since 2023
- AWS · New Leader
- Databricks · New Leader
- Holistic AI · New Leader
- Asenion · New in Major Players
- Collibra · New in Major Players
- Coralogix · New in Major Players
- FairNow · New in Major Players
- Google · New in Major Players
- Guardrails AI · New in Contenders
- ModelOp · New in Major Players
- Superwise · New in Major Players
- anch.AI · Dropped (was Contenders)
- Fairly AI · Dropped (was Major Players)
- Saidot · Dropped (was Contenders)
2023
IDC MarketScape: Worldwide AI Governance Platforms 2023 Vendor Assessment
4 Leaders, 6 in other tiers
Dataiku DataRobot IBM Microsoft

Every vendor, year by year

Vendor	2023	2026
Dataiku	Leaders	Leaders
DataRobot	Leaders	Leaders
IBM	Leaders	Leaders
Microsoft	Leaders	Leaders
AWS	·	Leaders
Databricks	·	Leaders
Holistic AI	·	Leaders
2021.AI	Major Players	Major Players
Credo AI	Major Players	Major Players
SAS	Major Players	Major Players
Asenion	·	Major Players
Collibra	·	Major Players
Coralogix	·	Major Players
FairNow	·	Major Players
Google	·	Major Players
ModelOp	·	Major Players
Superwise	·	Major Players
Guardrails AI	·	Contenders
Fairly AI	Major Players	·
anch.AI	Contenders	·
Saidot	Contenders	·

LeadersMajor PlayersContendersParticipants· not placed

AI Governance Platforms (inaugural report)

Gartner Magic Quadrant · 1 edition, 2026

2026
2026-06-16
2026 Gartner Magic Quadrant for AI Governance Platforms
3 Leaders, 10 in other tiers
IBM ServiceNow Truyo

AI Governance Solutions

The Forrester Wave · 1 edition, 2025

2025
The Forrester Wave: AI Governance Solutions, Q3 2025
2 Leaders, 8 in other tiers
Credo AI IBM

Placements as each vendor or analyst firm publicly announced them; the tracker lists tiers only, never a report's chart or the positions inside a tier.