Lattice vs Culture Amp
Ten of fourteen models named Lattice first on the direct prompt; zero named Culture Amp. Lattice was named by fourteen of the fourteen models and Culture Amp by thirteen and Lattice carries 48 labels and Culture Amp 47, so the shares are not directly comparable.
Named in nineteen categories this edition.
Named in thirteen 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.
By framing
LatticeFirst choices, of fourteen modelsCulture Amp
Across every category in the October 2026 Edition, Lattice and Culture Amp were named in the same answer 268 times, of the 712 answers naming Lattice and the 385 naming Culture Amp. In those answers Culture Amp took the first choice thirty-nine times and Lattice forty-six.
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 | | | | |||
| GPT-6 Luna | | | | | ||
| Muse Glimmer 30B | | | | |
Lattice Culture Amp first choice named as an alternative argued againstblank: not namedEach cell is one answer, Lattice on the left and Culture Amp on the right.The direct prompt
Lattice first, Culture Amp an alternative
10 of 14 modelsCulture Amp was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 of 14 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
Lattice5%#6 of 14Culture Amp0%#14 of 14Lattice34%#1 of 14Culture Amp6%#4 of 14Culture Amp33%#1 of 11Lattice11%#4 of 11What the models said about Lattice
No label in this category carried a quote.
What the models said about Culture Amp
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Avoid enterprise-heavy like Culture Amp (custom pricing, better for 500+)” Grok 4.1 Fast · paraphrase prompt · hard negative
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.