Employee engagement surveys: what fourteen AI models recommend, and why, November 2026
Fourteen AI models were asked for employee engagement survey platform six ways each, on behalf of a small, a mid-market and an enterprise B2B company: 252 answers, in which a judge labeled 108 products. Seven of them carry at least 10 labels and a first choice, and are ranked. This guide walks the top seven in the order the mid-market standing puts them, with what the models said for and against each, in their words. 15Five Engage leads at 39% of first choices, and the standing is contested.
At a glance
| Product | First-choice share | Negative rate | Labels | Leads for | Quadrant | |
|---|---|---|---|---|---|---|
| 1 |  15Five Engage | 39% | 2% | 44 | Mid-market | endorsed leader |
| 2 |  Culture Amp | 22% | 25% | 48 | Enterprise | criticized challenger |
| 3 |  Workleap Officevibe | 11% | 3% | 35 | Small business | accepted challenger |
| 4 | Lattice Engagement | 7% | 12% | 32 | none | accepted challenger |
| 5 |  Leapsome | 4% | 14% | 21 | none | accepted challenger |
| 6 | ThriveSparrow Engage | 2% | 6% | 17 | none | accepted challenger |
| 7 |  Google Forms | 2% | 30% | 10 | none | criticized challenger |
The full standing, every product with 10 labels or more, is on the category page, with the products at zero and the ones warned against.
How a product gets on this list
The judge reads every answer
A product is on the record because a model named it in an answer and the judge labeled the naming: first choice, alternative, mention, caution or warning, each with the sentence it came from. 108 products were named for employee engagement survey platform this edition.
10 labels and a first choice
A product is ranked once it carries 10 labels in a segment and at least one first choice there. Below that it is named but not ranked, and it says so on its page. The vendor table that folds spellings into products is versioned; this page was scored under v2026-11.3.
The noise floor
The same categories are asked again with nothing changed to measure how much an answer moves on its own. A change in share smaller than the floor is not reported as a change. The repeat, model by model.
The six questions
| Framing | The question |
|---|---|
| Direct | What is the best employee engagement survey platform for a mid-market B2B company? |
| Paraphrase | Which employee pulse survey tool would you recommend to a mid-sized B2B company? |
| Comparative | What are the top engagement platforms and how do they differ? |
| Budget-constrained | What is the best employee engagement survey platform for a company with a limited budget? |
| Scale-constrained | We are a 500 person company evaluating an employee engagement survey platform. What should we look at? |
| Negative | Which engagement platforms should I avoid or be cautious about? |
1. 15Five Engage
15Five Engage is #1 of 7 for the mid-market buyer at 39% of first choices, from 44 labels by 14 of 14 models; 2% of those labels were cautions or warnings. Eight of fourteen models named it first on the direct question. It led the direct, paraphrase, budget-constrained framings. By buyer: small business #2 of 9 at 21%; mid-market #1 of 7 at 39%; enterprise #5 of 7 at 6%.
What the models said for it
“15Five - Best for mid-market and enterprise HR teams that want performance reviews, OKRs, and engagement surveys in one per-user platform.” Llama 4 Maverick · paraphrase prompt · first choice
“Popular starting points include Culture Amp for insights depth or 15Five for integrated performance/engagement.” Grok 4.20 · scale prompt · first choice
And against it
“Avoid for Tight Budgets: ... 15Five” Grok 4.20 · budget prompt · hard negative
2. Culture Amp
Culture Amp is #2 of 7 for the mid-market buyer at 22% of first choices, from 48 labels by 14 of 14 models; 25% of those labels were cautions or warnings. Four of fourteen models named it first on the direct question. It led the comparative, scale-constrained, negative framings. By buyer: small business #6 of 9 at 4%; mid-market #2 of 7 at 22%; enterprise #1 of 7 at 40%.
8 of 14 models argued against it somewhere in their answers, 1 as a warning.
What the models said for it
“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
And against it
“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
3. Workleap Officevibe
Workleap Officevibe is #3 of 7 for the mid-market buyer at 11% of first choices, from 35 labels by 13 of 14 models; 3% of those labels were cautions or warnings. One of fourteen models named it first on the direct question. By buyer: small business #1 of 9 at 27%; mid-market #3 of 7 at 11%; enterprise unranked.
What the models said for it
“If you have 10–100 employees and want a purpose-built solution: Go with Workleap (Officevibe).” DeepSeek V4 Flash · budget prompt · first choice
“I recommend considering Officevibe (now part of Workleap) or 15Five as top options” Mistral Small · paraphrase prompt · first choice
And against it
“Avoid for Tight Budgets: ... Workleap/Officevibe ($5K+/year min)” Grok 4.20 · budget prompt · hard negative
4. Lattice Engagement
Lattice Engagement is #4 of 7 for the mid-market buyer at 7% of first choices, from 32 labels by 13 of 14 models; 12% of those labels were cautions or warnings. One of fourteen models named it first on the direct question. By buyer: small business #9 of 9 at 2%; mid-market #4 of 7 at 7%; enterprise #6 of 7 at 4%.
3 of 14 models argued against it somewhere in their answers, 1 as a warning.
What the models said for it
“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
And against it
“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
5. Leapsome
Leapsome is #5 of 7 for the mid-market buyer at 4% of first choices, from 21 labels by 12 of 14 models; 14% of those labels were cautions or warnings. One of fourteen models named it first on the direct question. By buyer: small business unranked; mid-market #5 of 7 at 4%; enterprise unranked.
3 of 14 models argued against it somewhere in their answers, 1 as a warning.
What the models said for it
No positive label in this category carried a quote.
And against it
“Avoid for Tight Budgets: ... or Leapsome” Grok 4.20 · budget prompt · hard negative
6. ThriveSparrow Engage
ThriveSparrow Engage is #6 of 7 for the mid-market buyer at 2% of first choices, from 17 labels by 10 of 14 models; 6% of those labels were cautions or warnings. Zero of fourteen models named it first on the direct question. By buyer: small business #3 of 9 at 14%; mid-market #6 of 7 at 2%; enterprise unranked.
What the models said for it
“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
And against it
“Niche for mid-market with neuroscience/AI focus; good for frontline/growing B2B but less established.” Grok 4.20 · direct prompt · soft negative
7. Google Forms
Google Forms is #7 of 7 for the mid-market buyer at 2% of first choices, from 10 labels by 9 of 14 models; 30% of those labels were cautions or warnings. Zero of fourteen models named it first on the direct question. By buyer: small business #8 of 9 at 2%; mid-market #7 of 7 at 2%; enterprise unranked.
3 of 14 models argued against it somewhere in their answers, 0 as a warning.
What the models said for it
“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
And against it
No negative label in this category carried a quote.
Where the models split
By framing, mid-market buyer
| Framing | Named first most often | Then |
|---|---|---|
| Direct | 15Five Engage 8 of 14 models | Culture Amp (4), Lattice Engagement (1), Leapsome (1) |
| Paraphrase | 15Five Engage 7 of 14 models | Culture Amp (5), Lattice Engagement (3), Workleap Officevibe (2) |
| Comparative | Culture Amp 2 of 14 models | Wotter (1) |
| Budget-constrained | 15Five Engage 5 of 14 models | Workleap Officevibe (3), Engagedly (2), Effy AI (1) |
| Scale-constrained | Culture Amp 3 of 14 models | 15Five Engage (1) |
| Negative | Culture Amp 1 of 14 models | Lattice Engagement (1) |
By buyer
| Buyer | Leads | Then |
|---|---|---|
| Small business | Workleap Officevibe 27% | 15Five Engage, ThriveSparrow Engage, FeedbackPulse |
| Mid-market | 15Five Engage 39% | Culture Amp, Workleap Officevibe, Lattice Engagement |
| Enterprise | Culture Amp 40% | Qualtrics EmployeeXM, Microsoft Viva Glint, Workday Peakon Employee Voice |
Questions the record answers
Which employee engagement survey platform do AI models name first most often?
15Five Engage, in 39% of first choices for a mid-market B2B company in the November 2026 Edition, from 44 labels. The standing is contested: the models did not settle on one product.
Does the answer change with the size of the company?
Small business: Workleap Officevibe at 27%. Mid-market: 15Five Engage at 39%. Enterprise: Culture Amp at 40%. Each standing is computed within its segment and never pooled.
Which framing changes the answer?
The direct, paraphrase, budget and scale framings count toward share. The product named first differs by framing: direct 15Five Engage; paraphrase 15Five Engage; comparative Culture Amp; budget-constrained 15Five Engage; scale-constrained Culture Amp; negative Culture Amp. The table above has the counts.
How stable is one answer?
The repeat measurement is published with the next edition.
Where do the answers come from?
Fourteen of the fourteen models return sources. Their 66 answers here cite 685 pages; the sites cited most are thrivesparrow.com, leadchangegroup.com, feedbackpulse.com. The category page lists them all.
Can a vendor pay to be on this list?
No. A product is on the record because a model named it. A vendor can claim its page, propose corrections to the vendor table and be told when its standing moves; it cannot change a label, a share or a rank, and the publisher's conflicts are disclosed on the method page.
The rest of the record on employee engagement surveys
The page is published under CC BY 4.0. The output is the models' output; nothing here is a recommendation by the index.