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Employee engagement surveys · November 2026 Edition
Lattice Engagement vs Google Forms
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.
Lattice Engagement
accepted challengerNamed in one category this edition.
Named in eight categories this edition.
First-choice share7%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate12%30%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#7A position in a field of 10; printed, not drawn.
Labels3210A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Lattice Engagement reading right to left. Rank and label count are printed, not drawn.15Five Engage was named alongside these two in twelve of the fourteen direct answers. 15Five Engage vs Lattice Engagement · 15Five Engage vs Google Forms · Culture Amp vs Lattice Engagement
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.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Lattice EngagementFirst choices, of fourteen modelsGoogle Forms
Direct102 against Lattice Engagement
Paraphrase30
Comparative00
Budget-constrained012 against Lattice Engagement · 2 against Google Forms
Scale-constrained001 against Google Forms
Negative10
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Lattice Engagement and Google Forms stood in it.
| 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 | |
LE Lattice Engagement Google FormsLE first choiceLE named as an alternativeLE argued againstblank: not namedEach cell is one answer, Lattice Engagement on the left and Google Forms on the right.
Google FormsLE first choiceLE named as an alternativeLE argued againstblank: not namedEach cell is one answer, Lattice Engagement on the left and Google Forms on the right.The direct prompt
The plain question, one answer per model, grouped by where Lattice Engagement and Google Forms stood in it.
Lattice Engagement first, Google Forms not the choice
1 of 14 modelsGoogle Forms was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashLattice Engagement alternatives: 15Five Engage, Culture Amp, Leapsome, Workleap Officevibe
Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Culture Amp alternatives: 15Five Engage, Lattice Engagement, Quantum Workplace, WorkTango
GPT-5.4 miniCulture Amp alternatives: Betterworks, Lattice Engagement, Workvivo
Perplexity SonarCulture Amp alternatives: 15Five Engage, Lattice Engagement, Workleap Officevibe
Mistral Small15Five Engage, Leapsome, Workleap Officevibe alternatives: Lattice Engagement
Qwen 3.7 Flash15Five Engage alternatives: Culture Amp, Lattice Engagement, Leapsome
GPT-6 LunaCulture Amp alternatives: 15Five Engage, Lattice Engagement, Workleap Officevibe
Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.Grok 4.2015Five Engage alternatives: Leapsome, Workleap Officevibe
DeepSeek V4 Flash15Five Engage alternatives: Leapsome, Workleap Officevibe
Llama 4 Maverickno first choice
Kimi K215Five Engage alternatives: Leapsome
GLM 4.7 FlashX15Five Engage alternatives: Leapsome, Workleap Officevibe
MiniMax M2.515Five Engage alternatives: Culture Amp, Leapsome, Workleap Officevibe
Muse Glimmer 30B15Five Engage alternatives: Culture Amp, Leapsome, ThriveSparrow Engage, Workleap Officevibe
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
Lattice Engagement2%#9 of 11
Google Forms2%#8 of 11Mid-marketThe figures above
Lattice Engagement leads by six points.
Lattice Engagement7%#4 of 10
Google Forms2%#7 of 10Enterprise
Google Forms is not named for this buyer.
Lattice Engagement4%#6 of 7
Google Forms—not namedWhat the models said about Lattice Engagement
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
What the models said about Google Forms
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
Also compared
15Five Engage vs Lattice Engagement15Five Engage vs Google FormsCulture Amp vs Lattice EngagementCulture Amp vs Google FormsWorkleap Officevibe vs Lattice EngagementWorkleap Officevibe vs Google FormsLattice Engagement vs LeapsomeLattice Engagement vs ThriveSparrow EngageLeapsome vs Google FormsThriveSparrow Engage vs Google FormsAll twenty-one head-to-head pages and the full employee engagement surv standing
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.