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Employee engagement surveys · November 2026 Edition
Lattice Engagement vs ThriveSparrow Engage
One of fourteen models named Lattice Engagement first on the direct prompt; zero named ThriveSparrow Engage. Lattice Engagement was named by thirteen of the fourteen models and ThriveSparrow Engage by ten and Lattice Engagement carries 32 labels and ThriveSparrow Engage 17, so the shares are not directly comparable.
Lattice Engagement
accepted challengerNamed in one category this edition.
ThriveSparrow Engage
accepted challengerNamed in one category this edition.
First-choice share7%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate12%6%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#6A position in a field of 10; printed, not drawn.
Labels3217A 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 ThriveSparrow Engage · 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 modelsThriveSparrow Engage
Direct102 against Lattice Engagement · 1 against ThriveSparrow Engage
Paraphrase30
Comparative00
Budget-constrained012 against Lattice Engagement
Scale-constrained00
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.
Across every category in the November 2026 Edition, Lattice Engagement and ThriveSparrow Engage were named in the same answer twenty times, of the 92 answers naming Lattice Engagement and the 43 naming ThriveSparrow Engage. In those answers ThriveSparrow Engage took the first choice four times and Lattice Engagement one.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Lattice Engagement and ThriveSparrow Engage stood in it.
| Model | DirectLETE | ParaphraseLETE | ComparativeLETE | Budget-constrainedLETE | Scale-constrainedLETE | NegativeLETE |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | LE | LE | ||||
| GPT-5.4 mini | LE | |||||
| Gemini 3.5 Flash | LE | LE | TE | LE | LE | |
| Perplexity Sonar | LE | LETE | TE | |||
| Grok 4.20 | TE | LETE | LE | |||
| Mistral Small | LE | |||||
| DeepSeek V4 Flash | LETE | TE | ||||
| Llama 4 Maverick | TE | |||||
| Qwen 3.7 Flash | LE | LE | LE | |||
| Kimi K2 | LE | LE | LE | LE | ||
| GLM 4.7 FlashX | LE | LETE | TE | |||
| MiniMax M2.5 | LETE | |||||
| GPT-6 Luna | LE | |||||
| Muse Glimmer 30B | TE | TE | TE |
LE Lattice EngagementTE ThriveSparrow EngageLE first choiceLE named as an alternativeLE argued againstblank: not namedEach cell is one answer, Lattice Engagement on the left and ThriveSparrow Engage on the right.
The direct prompt
The plain question, one answer per model, grouped by where Lattice Engagement and ThriveSparrow Engage stood in it.
Lattice Engagement first, ThriveSparrow Engage not the choice
1 of 14 modelsThriveSparrow Engage 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
7 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
Muse Glimmer 30B15Five Engage alternatives: Culture Amp, Leapsome, ThriveSparrow Engage, Workleap Officevibe
Neither was named
6 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
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
ThriveSparrow Engage leads by twelve points.
ThriveSparrow Engage14%#3 of 11
Lattice Engagement2%#9 of 11
The full small business standing →Mid-marketThe figures above
The order flips: Lattice Engagement leads at mid-market.
Lattice Engagement7%#4 of 10
ThriveSparrow Engage2%#6 of 10
The full mid-market standing →Enterprise
Lattice Engagement leads by four points.
Lattice Engagement4%#6 of 7
ThriveSparrow Engage0%#– of 7
The full enterprise standing →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
What the models said about ThriveSparrow Engage
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Niche for mid-market with neuroscience/AI focus; good for frontline/growing B2B but less established.” Grok 4.20 · direct prompt · soft negative
“Best HR Features per Dollar | Workleap (Officevibe) or ThriveSparrow” Gemini 3.5 Flash · budget prompt · first choice
“Best for SMB and mid-market teams that want low per-employee pricing and reach deskless employees: ThriveSparrow Engage starts at $3 per employee/month” Muse Glimmer 30B · paraphrase prompt · alternative
“Cheapest Dedicated Option ... Specifically designed for growing and frontline teams at a very low cost per employee.” DeepSeek V4 Flash · budget prompt · alternative
Also compared
15Five Engage vs Lattice Engagement15Five Engage vs ThriveSparrow EngageCulture Amp vs Lattice EngagementCulture Amp vs ThriveSparrow EngageWorkleap Officevibe vs Lattice EngagementWorkleap Officevibe vs ThriveSparrow EngageLattice Engagement vs LeapsomeLattice Engagement vs Google FormsLeapsome vs ThriveSparrow EngageThriveSparrow 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.