One of fourteen models named Zluri first on the direct prompt; one named ConductorOne. Zluri was named by nine of the fourteen models and ConductorOne by eight and Zluri carries 13 labels and ConductorOne 15, so the shares are not directly comparable.
Named in ten categories 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 identity governance page.
| 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. One of one in this category shown.
“mid-market-friendly options ... like Zluri, Lumos, Corma, or integrations with Okta/Microsoft Entra ID may fit better” Grok 4.1 Fast · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Outages at scale, coverage gaps ... CEL query complexity, add-on pricing.” Grok 4.1 Fast · negative prompt · soft negative
“these lightweight tools will struggle to bridge the gap” Gemini 3.5 Flash · negative prompt · soft negative
“Zluri, Lumos, ConductorOne — Built for mid-market; faster deployments ($), lower administrative burden” Qwen 3.7 Flash · scale prompt · first choice
“I'd recommend ConductorOne as a strong starting point.” Grok 4.1 Fast · paraphrase prompt · first choice
“Recommendation: Lumos or ConductorOne” Qwen 3.7 Flash · direct prompt · first choice
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.