Zero of fourteen models named Teamflect first on the direct prompt; zero named Small Improvements. Teamflect was named by seven of the fourteen models and Small Improvements by ten and both carry 11 labels, so the shares below are directly comparable.
Named in seven 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.
Across every category in the October 2026 Edition, Teamflect and Small Improvements were named in the same answer thirty-three times, of the 149 answers naming Teamflect and the 93 naming Small Improvements. In those answers Small Improvements took the first choice three times and Teamflect five.
| 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. Three of three in this category shown.
“While not highly rated overall, some specific concerns include: Limited functionality” GLM 4.7 FlashX · negative prompt · soft negative
“For the absolute lowest budget, Effy AI, Zoho People, Teamflect, or Leapsome's free plans are excellent starting points.” Mistral Small · budget prompt · first choice
“If you have 10 or fewer users and want a no-cost solution: Start with Teamflect, Profit.co, or Leapsome.” GLM 4.7 FlashX · budget prompt · first choice
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.