Employee engagement surveys: what fourteen AI models recommend, and why, October 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 58 products. Eight of them carry at least 10 labels and a first choice, and are ranked. This guide walks the top eight in the order the mid-market standing puts them, with what the models said for and against each, in their words. Culture Amp leads at 37% of first choices, and the standing is contested.
At a glance
| Product | First-choice share | Negative rate | Labels | Leads for | Quadrant | |
|---|---|---|---|---|---|---|
| 1 |  Culture Amp | 37% | 17% | 42 | Mid-market, Enterprise | endorsed leader |
| 2 |  Workleap Officevibe | 13% | 6% | 35 | Small business | accepted challenger |
| 3 |  Leapsome | 12% | 6% | 17 | none | accepted challenger |
| 4 |  Lattice | 10% | 6% | 31 | none | accepted challenger |
| 5 |  15Five Engage | 5% | 0% | 28 | none | accepted challenger |
| 6 |  FeedbackPulse | 5% | 0% | 10 | none | accepted challenger |
| 7 |  Microsoft Viva Glint | 2% | 0% | 10 | none | accepted challenger |
| 8 |  Qualtrics EmployeeXM | 2% | 36% | 11 | 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. 58 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 v2026-10.7.
13 points
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. Culture Amp
Culture Amp is #1 of 8 for the mid-market buyer at 37% of first choices, from 42 labels by 14 of 14 models; 17% of those labels were cautions or warnings. Eleven of fourteen models named it first on the direct question. It led the direct, paraphrase, scale-constrained framings. By buyer: small business unranked; mid-market #1 of 8 at 37%; enterprise #1 of 6 at 29%.
6 of 14 models argued against it somewhere in their answers, 3 as a warning.
What the models said for it
“the most-cited dedicated employee experience platform for this segment... Want best-in-class survey science + benchmarks and analytics: Culture Amp.” Muse Glimmer 30B · direct prompt · first choice
“The gold standard for people science and analytics. Highly robust, excellent benchmarking, but can be on the pricier/more complex side.” Gemini 3.5 Flash · scale prompt · first choice
And against it
“Avoid platforms like Culture Amp, Leapsome, or Qualtrics—they're excellent but priced for enterprise” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid "Enterprise Trap" Tools Platforms like Culture Amp ... high minimum annual contracts” Qwen 3.7 Flash · budget prompt · hard negative
2. Workleap Officevibe
Workleap Officevibe is #2 of 8 for the mid-market buyer at 13% of first choices, from 35 labels by 14 of 14 models; 6% of those labels were cautions or warnings. One of fourteen models named it first on the direct question. It led the budget-constrained framing. By buyer: small business #1 of 4 at 41%; mid-market #2 of 8 at 13%; enterprise unranked.
2 of 14 models argued against it somewhere in their answers, 1 as a warning.
What the models said for it
“Workleap (Officevibe) at $5/user/month appears to be the best balance of features, affordability, and ease of use” MiniMax M2.5 · budget prompt · first choice
“Workleap Officevibe stands out as the best dedicated employee engagement platform for budget-conscious companies” Kimi K2 · budget prompt · first choice
And against it
“don't shortlist Officevibe based on older $5-per-person pricing articles: Workleap's current published plans start at $4,999/year” GPT-6 Luna · budget prompt · hard negative
“a simpler, much more affordable alternative to Workleap (formerly Officevibe), which recently retired its popular free/cheap tier” Gemini 3.5 Flash · budget prompt · soft negative
3. Leapsome
Leapsome is #3 of 8 for the mid-market buyer at 12% of first choices, from 17 labels by 12 of 14 models; 6% 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 #3 of 8 at 12%; enterprise unranked.
What the models said for it
“1. Leapsome - Surveys, performance reviews, learning, goal management for growing companies seeking an all-in-one people platform.” Llama 4 Maverick · direct prompt · first choice
“Choose Lattice for a highly polished, US-centric market leader, or Leapsome if you have a global/European footprint” Gemini 3.5 Flash · paraphrase prompt · first choice
And against it
“Avoid platforms like Culture Amp, Leapsome, or Qualtrics” DeepSeek V4 Flash · budget prompt · hard negative
4. Lattice
Lattice is #4 of 8 for the mid-market buyer at 10% of first choices, from 31 labels by 12 of 14 models; 6% of those labels were cautions or warnings. Four of fourteen models named it first on the direct question. By buyer: small business unranked; mid-market #4 of 8 at 10%; enterprise #5 of 6 at 4%.
2 of 14 models argued against it somewhere in their answers, 2 as a warning.
What the models said for it
No positive label in this category carried a quote.
And against it
“avoid platforms with $4,000+ annual minimums like Lattice/Culture Amp” GLM 4.7 FlashX · budget prompt · hard negative
“Avoid "Enterprise Trap" Tools Platforms like Culture Amp, Lattice” Qwen 3.7 Flash · budget prompt · hard negative
5. 15Five Engage
15Five Engage is #5 of 8 for the mid-market buyer at 5% of first choices, from 28 labels by 13 of 14 models; 0% of those labels were cautions or warnings. Zero of fourteen models named it first on the direct question. By buyer: small business #3 of 4 at 14%; mid-market #5 of 8 at 5%; enterprise unranked.
What the models said for it
“I'd recommend starting with Leapsome or 15Five” MiniMax M2.5 · paraphrase prompt · first choice
“Best low-cost dedicated option: 15Five Engage.” GPT-6 Luna · budget prompt · first choice
And against it
No negative label in this category carried a quote.
6. FeedbackPulse
FeedbackPulse is #6 of 8 for the mid-market buyer at 5% of first choices, from 10 labels by 7 of 14 models; 0% of those labels were cautions or warnings. Zero of fourteen models named it first on the direct question. By buyer: small business #2 of 4 at 21%; mid-market #6 of 8 at 5%; enterprise unranked.
What the models said for it
“Go with FeedbackPulse. It offers the best mix of free tier, low cost per user, no seat minimum” DeepSeek V4 Flash · budget prompt · first choice
“best overall affordable employee feedback and listening tool for 30 to 100 person teams” Muse Glimmer 30B · budget prompt · first choice
And against it
No negative label in this category carried a quote.
7. Microsoft Viva Glint
Microsoft Viva Glint is #7 of 8 for the mid-market buyer at 2% of first choices, from 10 labels by 8 of 14 models; 0% of those labels were cautions or warnings. Zero of fourteen models named it first on the direct question. By buyer: small business unranked; mid-market #7 of 8 at 2%; enterprise #4 of 6 at 4%.
What the models said for it
“Culture Amp and Glint are the most popular for mid-market companies like yours” Mistral Small · scale prompt · first choice
“The ideal enterprise choice for organizations heavily embedded in the Microsoft 365 ecosystem.” Gemini 3.5 Flash · comparative prompt · alternative
And against it
No negative label in this category carried a quote.
8. Qualtrics EmployeeXM
Qualtrics EmployeeXM is #8 of 8 for the mid-market buyer at 2% of first choices, from 11 labels by 7 of 14 models; 36% of those labels were cautions or warnings. Zero of fourteen models named it first on the direct question. By buyer: small business unranked; mid-market #8 of 8 at 2%; enterprise #2 of 6 at 20%.
3 of 14 models argued against it somewhere in their answers, 1 as a warning.
What the models said for it
“platforms like Culture Amp, Lattice, and Qualtrics often provide the best balance of features and support” GLM 4.7 FlashX · scale prompt · first choice
“if you need deeper survey logic, more advanced research-style analytics, or you're closer to enterprise complexity” GPT-5.4 mini · direct prompt · alternative
And against it
“Avoid platforms like Culture Amp, Leapsome, or Qualtrics” DeepSeek V4 Flash · budget prompt · hard negative
“you cannot afford to spend months on enterprise implementation (like Qualtrics)” Gemini 3.5 Flash · direct prompt · soft negative
Where the models split
By framing, mid-market buyer
| Framing | Named first most often | Then |
|---|---|---|
| Direct | Culture Amp 11 of 14 models | Lattice (4), Leapsome (1), Workleap Officevibe (1) |
| Paraphrase | Culture Amp 7 of 14 models | Leapsome (6), 15Five Engage (2), Lattice (1) |
| Comparative |  BambooHR 1 of 14 models | Bonusly (1), Culture Amp (1), Lattice (1) |
| Budget-constrained | Workleap Officevibe 6 of 14 models | FeedbackPulse (3), Google Forms (2), 15Five Engage (1) |
| Scale-constrained | Culture Amp 4 of 14 models | Lattice (1), Microsoft Viva Glint (1), Qualtrics EmployeeXM (1) |
| Negative | no first choice |
By buyer
| Buyer | Leads | Then |
|---|---|---|
| Small business | Workleap Officevibe 41% | FeedbackPulse, 15Five Engage, SurveyMonkey |
| Mid-market | Culture Amp 37% | Workleap Officevibe, Leapsome, Lattice |
| Enterprise | Culture Amp 29% | Qualtrics EmployeeXM, Workday Peakon Employee Voice, Microsoft Viva Glint |
This category was in the repeat sample: asked again with nothing changed, the leader's share moved -6 points and the leader held. Every category by buyer.
Questions the record answers
Which employee engagement survey platform do AI models name first most often?
Culture Amp, in 37% of first choices for a mid-market B2B company in the October 2026 Edition, from 42 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 41%. Mid-market: Culture Amp at 37%. Enterprise: Culture Amp at 29%. 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 Culture Amp; paraphrase Culture Amp; comparative BambooHR; budget-constrained Workleap Officevibe; scale-constrained Culture Amp. The table above has the counts.
How stable is one answer?
Asked again with nothing changed, the models moved their own first choice 71% of the time across the repeat sample; This category was in the repeat sample: asked again with nothing changed, the leader's share moved -6 points and the leader held.
Where do the answers come from?
Fourteen of the fourteen models return sources. Their 69 answers here cite 881 pages; the sites cited most are feedbackpulse.com, culturemonkey.io, betterworks.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
Every answer, every label and its evidence quote are in the record, sent on request. The page is published under CC BY 4.0. The output is the models' output; nothing here is a recommendation by the index.