IBM watsonx.governance is an AI governance platform from IBM that automates model lineage and supports the governance of AI models · ibm.com ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
Strac is first at 43%.
Credo AI is first at 19%. 0 of 14 models made it the first choice when asked directly.
Tied for first with Credo AI.
“Connects AI inventories, risks, controls, and regulatory obligations in a unified system. It's designed for large enterprises needing comprehensive model lifecycle management”Mistral Small · Comparative question · first choice
“A comprehensive enterprise platform from IBM... Credo AI and IBM shine for audits, policies, and regulatory mapping”Grok 4.20 · Comparative question · first choice
“Choose IBM if you want a governance product that is more explicitly packaged for AI governance.”GPT-5.4 mini · Paraphrase question · first choice
“Need vendor-neutral governance across many environments? IBM or a layer like Collibra/ModelOp.”GPT-5.4 mini · Comparative question · first choice
“Avoid for mid-market: Heavy enterprise tools like IBM watsonx.governance, BigID, or ModelOp”Grok 4.20 · Direct question · warning
“What to Avoid on a Limited Budget | IBM watsonx.governance | $3,500/month | Enterprise-priced”DeepSeek V4 Flash · Budget-constrained question · warning
“avoiding for mid-market budgets: IBM watsonx.governance — starts around $75K+”DeepSeek V4 Flash · Direct question · warning
“Avoid overkill like full IBM watsonx.governance unless you have enterprise ties.”Grok 4.20 · Budget-constrained question · warning
The products named in the same answers as IBM watsonx.governance, over the 145 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 113 | 34 | Compare → | |
| 102 | 4 | View → | |
| 66 | 2 | Compare → | |
| 51 | 1 | Compare → | |
| 43 | 0 | View → | |
| 40 | 0 | Compare → | |
| 28 | 15 | Compare → | |
| 24 | 1 | View → | |
| 23 | 0 | View → | |
| 17 | 1 | View → |
What the models named instead of IBM watsonx.governance →
A side-by-side page exists where both products are among a category's top eight.
Stated on IBM watsonx.governance's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 141 of the 145 answers that named IBM watsonx.governance and are not a share of its labels.
272 of the 338 domain citations in answers naming IBM watsonx.governance came from a third party's page. Thirty-four were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 1 | 2 |
| GPT-5.4 mini | 2 | 2 | 0 | 1 | 5 |
| Gemini 3.5 Flash | 0 | 1 | 1 | 1 | 3 |
| Perplexity Sonar | 0 | 1 | 0 | 2 | 3 |
| Grok 4.20 | 1 | 0 | 1 | 3 | 5 |
| Mistral Small | 1 | 0 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 3 | 5 |
| Llama 4 Maverick | 0 | 0 | 2 | 1 | 3 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 1 | 0 | 2 | 3 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 3 | 0 | 1 | 4 |
| GPT-6 Luna | 0 | 0 | 1 | 0 | 1 |
| Muse Glimmer 30B | 0 | 2 | 0 | 2 | 4 |