One of fourteen models named Lattice Engagement first on the direct prompt; zero named Google Forms. Lattice Engagement was named by thirteen of the fourteen models and Google Forms by nine and Lattice Engagement carries 32 labels and Google Forms 10, so the shares are not directly comparable.
Named in one category 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 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 employee engagement surveys page.
| Model | DirectLE | ParaphraseLE | ComparativeLE | Budget-constrainedLE | Scale-constrainedLE | NegativeLE |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | LE | LE | ||||
| GPT-5.4 mini | LE | |||||
| Gemini 3.5 Flash | LE | LE | LE | LE | ||
| Perplexity Sonar | LE | LE | ||||
| Grok 4.20 | LE | LE | ||||
| Mistral Small | LE | |||||
| DeepSeek V4 Flash | LE | |||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | LE | LE | LE | |||
| Kimi K2 | LE | LE | LE | LE | ||
| GLM 4.7 FlashX | LE | LE | ||||
| MiniMax M2.5 | LE | |||||
| GPT-6 Luna | LE | |||||
| 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. Six of eight in this category shown.
“Avoid for Tight Budgets: Tools like Lattice ($4/user/month + $4K annual min)” Grok 4.20 · budget prompt · hard negative
“$4,000 minimum may be a poor fit for companies under ~30 people; pricing complexity” GLM 4.7 FlashX · direct prompt · soft negative
“Higher minimum commitment may be steep for smaller mid-market companies” Kimi K2 · direct prompt · soft negative
“Best Overall for Modern B2B Companies: Lattice ... is the gold standard for mid-sized tech and B2B companies.” Gemini 3.5 Flash · paraphrase prompt · first choice
“For most mid-sized B2B companies, Culture Amp or Lattice tend to offer the best balance of features” Claude Haiku 4.5 · paraphrase prompt · first choice
“Look instead for transparent, survey-based engagement platforms (like Culture Amp or Lattice).” Gemini 3.5 Flash · negative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Google Forms (Best Overall for Truly Limited Budgets – Free)” Grok 4.20 · budget prompt · first choice
“Google Forms publishes no cap on questions or responses and will collect an employee satisfaction survey perfectly well” Muse Glimmer 30B · budget prompt · alternative
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.