Zero of twelve models named Small Improvements first on the direct prompt; zero named Leapsome. Small Improvements was named by ten of the twelve models and Leapsome by eleven and Small Improvements carries 11 labels and Leapsome 31, so the shares are not directly comparable.
Named in two categories this edition.
Named in thirteen 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Leapsome: has a real admin learning curve and thinner native integrations than peers.” Llama 4 Maverick · 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
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.