Small Improvements vs ThriveSparrow
Zero of twelve models named Small Improvements first on the direct prompt; zero named ThriveSparrow. Small Improvements was named by nine of the twelve models and ThriveSparrow by eight and Small Improvements carries 15 labels and ThriveSparrow 11, so the shares are not directly comparable.
Named in two categories this edition.
Named in eight 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 360 feedback page.
By framing
Small ImprovementsFirst choices, of twelve modelsThriveSparrow
Across every category in the September 2026 Edition, Small Improvements and ThriveSparrow were named in the same answer twenty-five times, of the 99 answers naming Small Improvements and the 102 naming ThriveSparrow. In those answers ThriveSparrow took the first choice five times and Small Improvements seven.
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 | |
Small Improvements ThriveSparrow first choice named as an alternative argued againstblank: not namedEach cell is one answer, Small Improvements on the left and ThriveSparrow on the right.The direct prompt
Neither was named
12 of 12 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
Small Improvements11%#3 of 13ThriveSparrow5%#7 of 13Small Improvements5%#5 of 15ThriveSparrow5%#6 of 15Small Improvements0%#– of 8ThriveSparrow0%#– of 8What the models said about Small Improvements
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“The best 360-degree feedback tool for a company with a limited budget is ThriveSparrow, Small Improvements, or Primalogik.” Llama 4 Maverick · budget prompt · first choice
What the models said about ThriveSparrow
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“The best 360-degree feedback tool for a company with a limited budget is ThriveSparrow, Small Improvements, or Primalogik.” Llama 4 Maverick · budget prompt · first choice
“ThriveSparrow: Often cited as a top choice for SMBs on a budget... Best Overall Value” Qwen 3.7 Flash · 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.