Zero of fourteen models named tenfold first on the direct prompt; one named SailPoint Identity Security Cloud. tenfold was named by nine of the fourteen models and SailPoint Identity Security Cloud by thirteen and tenfold carries 13 labels and SailPoint Identity Security Cloud 53, 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 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 4.20 | ||||||
| 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. Three of four in this category shown.
“tenfold stands out as one of the best identity governance and administration (IGA) platforms tailored for small and midsize businesses (SMBs)” Grok 4.20 · budget prompt · first choice
“For most budget-conscious companies, tenfold offers the best balance of features and price.” Kimi K2 · budget prompt · first choice
“Best Overall Value: tenfold ... Start with the tenfold Free Community Edition” Qwen 3.7 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Avoid SailPoint and similar enterprise tools unless you have six-figure annual budgets” Kimi K2 · budget prompt · hard negative
“What I'd Avoid for Mid-Sized Companies ... SailPoint | Overkill for mid-market” Kimi K2 · paraphrase prompt · hard negative
“What to Avoid - SailPoint and Saviynt: ... overkill for mid-market companies” Kimi K2 · direct prompt · hard negative
“Strongest in access certification, role management, and AI-driven analytics (IdentityAI). Excellent for complex, large-scale enterprises” Grok 4.20 · comparative prompt · first choice
“Typically viewed as the category leader for large enterprises with complex joiner-mover-leaver processes” GPT-5.4 mini · comparative prompt · first choice
“Market leader; highest overall score (4.6/5) | Extensive governance, compliance focus, AI‑driven analytics” GLM 4.7 FlashX · comparative 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.