One of fourteen models named ModelOp Center first on the direct prompt; zero named Holistic AI. ModelOp Center was named by ten of the fourteen models and Holistic AI by eleven and ModelOp Center carries 15 labels and Holistic AI 22, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the AI governance platforms page.
Across every category in the October 2026 Edition, ModelOp Center and Holistic AI were named in the same answer twenty-three times, of the 46 answers naming ModelOp Center and the 79 naming Holistic AI. In those answers Holistic AI took the first choice one time and ModelOp Center three.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“not a primary runtime environment for employee LLM use, real-time prompt inspection, or operational agent controls” Kimi K2 · negative prompt · soft negative
“For most mid‑market B2B companies, ModelOp is the best starting point” GLM 4.7 FlashX · direct prompt · first choice
“Primary Recommendation: ModelOp Center” MiniMax M2.5 · paraphrase prompt · first choice
“ModelOp if you want industrialized, policy-driven lifecycle automation for both ML and generative AI.” Muse Glimmer 30B · paraphrase prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“What to avoid ... Holistic AI – starts around $40K/year for SMBs” DeepSeek V4 Flash · budget prompt · hard negative
“Holistic AI | Custom quotes | No self-serve pricing” Kimi K2 · budget prompt · hard negative
“typically custom / enterprise pricing, often $25K-$250K+/year, and "pricing structure is less accessible for small teams"” Muse Glimmer 30B · budget prompt · soft negative
“Start with a trial of Credo AI or Holistic AI if your priority is commercial compliance and customer trust.” Qwen 3.7 Flash · paraphrase prompt · first choice
“Pairs technical risk libraries with regulator-aligned assessment workflows; good for enterprise risk quantification” Kimi K2 · comparative prompt · alternative
“Best For: Organizations focused on detailed model risk management and independent auditing.” Qwen 3.7 Flash · comparative prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.