# Primalogik vs ThriveSparrow: which do AI models recommend for 360 feedback, September 2026

HR AI Recommendation Index, September 2026 Edition, 360 feedback. Zero of twelve models named Primalogik first on the direct prompt; zero named ThriveSparrow. Page: https://hr-ai-index.com/performance/360-feedback/primalogik-vs-thrivesparrow/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Primalogik | 10% | #3 of 15 | 5% | 20 | 11 of 12 |
| ThriveSparrow | 5% | #6 of 15 | 0% | 11 | 8 of 12 |

## The direct prompt, model by model

- Claude Haiku 4.5: neither named (first choices: Lattice) (alternatives: Leapsome, PerformYard, SurveySparrow)
- GPT-5.4 mini: neither named (first choices: Culture Amp) (alternatives: EchoSpan, Spidergap)
- Gemini 3.5 Flash: neither named (first choices: Lattice) (alternatives: Culture Amp, Leapsome, Spidergap, Teamflect)
- Perplexity Sonar: neither named (first choices: Lattice) (alternatives: Betterworks, Spidergap)
- Grok 4.1 Fast: neither named (first choices: Lattice) (alternatives: Culture Amp, Leapsome)
- Mistral Small: neither named (first choices: Betterworks, Culture Amp) (alternatives: Lattice, Leapsome)
- DeepSeek V4 Flash: neither named (first choices: Lattice) (alternatives: Culture Amp, Leapsome, Spidergap)
- Llama 4 Maverick: neither named (first choices: Lattice) (alternatives: Culture Amp, Effy AI, Leapsome)
- Qwen 3.7 Flash: neither named (first choices: Lattice) (alternatives: Betterworks, Culture Amp, Spidergap)
- Kimi K2: neither named (first choices: Lattice) (alternatives: 15Five, Culture Amp, Leapsome, Spidergap)
- GLM 4.7 FlashX: neither named (first choices: Lattice) (alternatives: EchoSpan, Leapsome, Spidergap)
- MiniMax M2.5: neither named (first choices: Lattice) (alternatives: Culture Amp, Leapsome, Spidergap)

## What the models said about Primalogik

- "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 ThriveSparrow

- "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)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.