Zero of twelve models named 15Five first on the direct prompt; zero named Small Improvements. 15Five was named by twelve of the twelve models and Small Improvements by ten and 15Five carries 47 labels and Small Improvements 11, so the shares are not directly comparable.
Named in eleven 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 twelve 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 performance management 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 |
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. Two of two in this category shown.
“Performance-first tools with limits like Lattice or 15Five | ... you should check for pricing opacity, contract minimums” Perplexity Sonar · negative prompt · soft negative
“Leaders in this category typically include Lattice, Culture Amp, 15Five, Leapsome, and PerformYard.” Gemini 3.5 Flash · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Cheapest credible option (but has seat minimums)” Kimi K2 · budget prompt · soft negative
“The best performance management software for a company with a limited budget is Small Improvements, which is the cheapest credible performance appraisal software” Llama 4 Maverick · budget prompt · first choice
“Often cited as the best value for money, Small Improvements strikes a balance between robust features and affordability.” Qwen 3.7 Flash · budget prompt · first choice
“Often cited as the cheapest credible option at $3/user/month, making it ideal for small businesses” Mistral Small · budget 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.