15Five vs Small Improvements
Two of fourteen models named 15Five first on the direct prompt; zero named Small Improvements. 15Five was named by fourteen of the fourteen models and Small Improvements by ten and 15Five carries 50 labels and Small Improvements 11, so the shares are not directly comparable.
Named in ten categories this edition.
Named in three 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 performance management page.
By framing
15FiveFirst choices, of fourteen modelsSmall Improvements
Every model, every framing
| 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 | | |
15Five Small Improvements first choice named as an alternative argued againstblank: not namedEach cell is one answer, 15Five on the left and Small Improvements on the right.The direct prompt
15Five first, Small Improvements not the choice
2 of 14 modelsSmall Improvements was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
15Five14%#3 of 12Small Improvements4%#9 of 1215Five9%#3 of 15Small Improvements2%#7 of 1515Five2%#8 of 12Small Improvements—not namedWhat the models said about 15Five
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Steer clear of Lattice/15Five/BambooHR if budget-tight” Grok 4.1 Fast · budget prompt · hard negative
“Both platforms are well-suited for mid-market B2B companies... 15Five excelling in employee engagement and regular feedback” Mistral Small · direct prompt · first choice
“Start here: Demo Lattice or 15Five—they dominate mid-market lists and suit B2B workflows.” Grok 4.1 Fast · direct prompt · first choice
What the models said about Small Improvements
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Small Improvements at $3/user/month offers the best value for money.” MiniMax M2.5 · budget prompt · first choice
“Choose Small Improvements if you have 20+ staff and want the lowest possible per-head cost.” Qwen 3.7 Flash · budget prompt · alternative
“For larger small businesses (20+ employees), Small Improvements provides excellent value” Claude Haiku 4.5 · budget 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.