Primalogik vs Small Improvements
Zero of twelve models named Primalogik first on the direct prompt; zero named Small Improvements. Primalogik was named by eleven of the twelve models and Small Improvements by nine and Primalogik carries 20 labels and Small Improvements 15, so the shares are not directly comparable.
Named in two 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 360 feedback page.
By framing
PrimalogikFirst choices, of twelve modelsSmall Improvements
Across every category in the September 2026 Edition, Primalogik and Small Improvements were named in the same answer thirty-five times, of the 57 answers naming Primalogik and the 99 naming Small Improvements. In those answers Small Improvements took the first choice five times and Primalogik ten.
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 | |
Primalogik Small Improvements first choice named as an alternative argued againstblank: not namedEach cell is one answer, Primalogik on the left and Small Improvements 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
Primalogik20%#1 of 13Small Improvements11%#3 of 13Primalogik10%#3 of 15Small Improvements5%#5 of 15Primalogik0%#– of 8Small Improvements0%#– of 8What the models said about Primalogik
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“many tools (Effy AI, Primalogik, PerformYard, 15Five, Lattice) charge for every employee” DeepSeek V4 Flash · negative prompt · soft negative
“Primalogik is highly recommended for small to mid-size teams needing structured competency frameworks and easy administration of multi-rater (360) cycles.” Mistral Small · paraphrase prompt · first choice
“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
“Primalogik - Best balance of features and price ($3/user/month for dedicated 360 feedback)” MiniMax M2.5 · budget 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. 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
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.