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Employee engagement surveys · November 2026 Edition
Culture Amp vs Lattice Engagement
Four of fourteen models named Culture Amp first on the direct prompt; one named Lattice Engagement. Culture Amp was named by fourteen of the fourteen models and Lattice Engagement by thirteen and Culture Amp carries 48 labels and Lattice Engagement 32, so the shares are not directly comparable.
Named in nine categories this edition.
Lattice Engagement
accepted challengerNamed in one category this edition.
First-choice share22%7%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate25%12%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#4A position in a field of 10; printed, not drawn.
Labels4832A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Culture Amp 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 Culture Amp · 15Five Engage vs Lattice Engagement · Culture Amp vs Workleap Officevibe
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.
Culture AmpFirst choices, of fourteen modelsLattice EngagementDirect415 against Culture Amp · 2 against Lattice Engagement
Paraphrase532 against Culture Amp
Comparative20
Budget-constrained003 against Culture Amp · 2 against Lattice Engagement
Scale-constrained301 against Culture Amp
Negative111 against Culture Amp
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.
Across every category in the November 2026 Edition, Culture Amp and Lattice Engagement were named in the same answer eighty-two times, of the 416 answers naming Culture Amp and the 92 naming Lattice Engagement. In those answers Lattice Engagement took the first choice six times and Culture Amp nineteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Culture Amp and Lattice Engagement 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 | | |
Culture AmpLE Lattice Engagement first choice named as an alternative argued againstblank: not namedEach cell is one answer, Culture Amp on the left and Lattice Engagement on the right.The direct prompt
The plain question, one answer per model, grouped by where Culture Amp and Lattice Engagement stood in it.
Culture Amp first, Lattice Engagement an alternative
4 of 14 modelsLattice Engagement was named in the answer but not as the choice, or not at all.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
GPT-6 LunaCulture Amp alternatives: 15Five Engage, Lattice Engagement, Workleap Officevibe
Lattice Engagement first, Culture Amp an alternative
1 of 14 modelsCulture Amp 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
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Mistral Small15Five Engage, Leapsome, Workleap Officevibe alternatives: Lattice Engagement
Qwen 3.7 Flash15Five Engage alternatives: Culture Amp, Lattice Engagement, Leapsome
MiniMax M2.515Five Engage alternatives: Culture Amp, Leapsome, Workleap Officevibe
Muse Glimmer 30B15Five Engage alternatives: Culture Amp, Leapsome, ThriveSparrow Engage, Workleap Officevibe
Neither was named
5 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
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
Culture Amp leads by two points.
Culture Amp4%#6 of 11Lattice Engagement2%#9 of 11
The full small business standing →Mid-marketThe figures above
Culture Amp leads by fifteen points.
Culture Amp22%#2 of 10Lattice Engagement7%#4 of 10
The full mid-market standing →Enterprise
Culture Amp leads by thirty-six points.
Culture Amp40%#1 of 7Lattice Engagement4%#6 of 7
The full enterprise standing →What the models said about Culture Amp
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Avoid for Tight Budgets: ... Culture Amp” Grok 4.20 · budget prompt · hard negative
“Vendors that hide pricing — Platforms like CultureAmp and others require you to contact sales, with minimum annual spends around $4,500+ and 12-month minimum contracts” DeepSeek V4 Flash · negative prompt · soft negative
“Culture Amp (Best for Benchmarking and Insights) ... Advanced survey technology that compares your results against an industry-specific database” Qwen 3.7 Flash · comparative prompt · first choice
“Platforms like Culture Amp and Qualtrics offer scientifically tested question sets... (This is where Culture Amp and Qualtrics are strongest.)” DeepSeek V4 Flash · scale prompt · first choice
What 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
Also compared
15Five Engage vs Culture Amp15Five Engage vs Lattice EngagementCulture Amp vs Workleap OfficevibeCulture Amp vs LeapsomeCulture Amp vs ThriveSparrow EngageCulture Amp vs Google FormsWorkleap Officevibe vs Lattice EngagementLattice Engagement vs LeapsomeLattice Engagement vs ThriveSparrow EngageLattice Engagement 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.