Eight of fourteen models named Lattice first on the direct prompt; one named Culture Amp. Both were named by all fourteen models and Lattice carries 57 labels and Culture Amp 54, so the shares are not directly comparable.
Named in fifteen categories this edition.
Named in nine 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 360 feedback page.
Across every category in the November 2026 Edition, Lattice and Culture Amp were named in the same answer 240 times, of the 711 answers naming Lattice and the 416 naming Culture Amp. In those answers Culture Amp took the first choice thirty-two times and Lattice forty-nine.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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.
“Avoid enterprise tools like Lattice, 15Five, or Culture Amp—they often have high minimums” Grok 4.20 · budget prompt · hard negative
“A comprehensive people management platform with 360-degree feedback capabilities, strong integration options, and good scalability for mid-market companies.” Claude Haiku 4.5 · paraphrase prompt · first choice
“Choose Lattice or Leapsome if you want an modern, all-in-one software suite that handles 1:1s, OKRs, continuous feedback, and 360 reviews in one place.” Gemini 3.5 Flash · comparative 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.
“Avoid enterprise tools like Lattice, 15Five, or Culture Amp” Grok 4.20 · budget prompt · hard negative
“For Data-Driven Enterprises: Choose Culture Amp or HiBob if you need to tie feedback to business outcomes” Qwen 3.7 Flash · comparative prompt · first choice
“look for "Best Practice" platforms (such as Culture Amp, Lattice, Vantage Circle, or SurveyMonkey Enterprise)” Qwen 3.7 Flash · scale 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.