Employee engagement surveys: what twelve AI models recommend, and why, September 2026
Twelve 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: 216 answers, in which a judge labeled 77 products. Five of them carry at least 10 labels and a first choice, and are ranked. This guide walks the top five 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 40% of first choices, a clear leader.
At a glance
| Product | First-choice share | Negative rate | Labels | Leads for | Quadrant | |
|---|---|---|---|---|---|---|
| 1 |  Culture Amp | 40% | 10% | 42 | Mid-market, Enterprise | endorsed leader |
| 2 |  Workleap Officevibe | 12% | 0% | 31 | Small business | accepted challenger |
| 3 |  FeedbackPulse | 12% | 0% | 14 | none | accepted challenger |
| 4 |  Lattice | 10% | 3% | 36 | none | accepted challenger |
| 5 |  15Five | 6% | 0% | 37 | none | accepted 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. 77 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 vv2026-09.1.
9 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 5 for the mid-market buyer at 40% of first choices, from 42 labels by 12 of 12 models; 10% of those labels were cautions or warnings. Ten of twelve models named it first on the direct question. It led the direct, paraphrase, comparative, scale-constrained framings. By buyer: small business #5 of 5 at 2%; mid-market #1 of 5 at 40%; enterprise #1 of 6 at 30%.
4 of 12 models argued against it somewhere in their answers, 2 as a warning.
What the models said for it
“If you want deep analytics, driver analysis, and rich benchmarks: Look at Culture Amp or Quantum Workplace. These are standard-setting platforms” Gemini 3.5 Flash · scale prompt · first choice
“One of the most popular standalone engagement platforms... Choose Culture Amp or Qualtrics if: You want hard data, industry benchmarks” Qwen 3.7 Flash · comparative prompt · first choice
And against it
“Avoid enterprise platforms like Culture Amp, Qualtrics, or Microsoft Viva Glint” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid enterprise like Culture Amp/Qualtrics ($10+/user, custom quotes).” Grok 4.1 Fast · budget prompt · hard negative
2. Workleap Officevibe
Workleap Officevibe is #2 of 5 for the mid-market buyer at 12% of first choices, from 31 labels by 12 of 12 models; 0% of those labels were cautions or warnings. Zero of twelve models named it first on the direct question. By buyer: small business #1 of 5 at 40%; mid-market #2 of 5 at 12%; enterprise unranked.
What the models said for it
“I'd usually recommend Workleap Officevibe as the best default choice for an employee pulse survey tool.” GPT-5.4 mini · paraphrase prompt · first choice
“the best employee engagement survey platforms are FeedbackPulse and Officevibe (Workleap)” Mistral Small · budget prompt · first choice
And against it
No negative label in this category carried a quote.
3. FeedbackPulse
FeedbackPulse is #3 of 5 for the mid-market buyer at 12% of first choices, from 14 labels by 11 of 12 models; 0% of those labels were cautions or warnings. Zero of twelve models named it first on the direct question. It led the budget-constrained framing. By buyer: small business #2 of 5 at 33%; mid-market #3 of 5 at 12%; enterprise unranked.
What the models said for it
“the best overall pick in the results is FeedbackPulse if you want the strongest balance of affordability and useful engagement features” Perplexity Sonar · budget prompt · first choice
“The best employee engagement survey platform for a company with a limited budget is FeedbackPulse or Workleap for teams under 50 employees” Llama 4 Maverick · budget prompt · first choice
And against it
No negative label in this category carried a quote.
4. Lattice
Lattice is #4 of 5 for the mid-market buyer at 10% of first choices, from 36 labels by 12 of 12 models; 3% of those labels were cautions or warnings. Three of twelve models named it first on the direct question. By buyer: small business unranked; mid-market #4 of 5 at 10%; enterprise #6 of 6 at 2%.
What the models said for it
No positive label in this category carried a quote.
And against it
No negative label in this category carried a quote.
5. 15Five
15Five is #5 of 5 for the mid-market buyer at 6% of first choices, from 37 labels by 12 of 12 models; 0% of those labels were cautions or warnings. Zero of twelve models named it first on the direct question. By buyer: small business #3 of 5 at 12%; mid-market #5 of 5 at 6%; enterprise unranked.
What the models said for it
No positive label in this category carried a quote.
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 | Culture Amp 10 of 12 models | Lattice (3), Matter (1) |
| Paraphrase | Culture Amp 9 of 12 models | 15Five (3), Lattice (2), Workleap Officevibe (1) |
| Comparative | Culture Amp 3 of 12 models | Qualtrics EmployeeXM (1), Qualtrics XM (1) |
| Budget-constrained | FeedbackPulse 6 of 12 models | Workleap Officevibe (5), ThriveSparrow (4), Betterworks (1) |
| Scale-constrained | Culture Amp 2 of 12 models | Quantum Workplace (1) |
| Negative | no first choice |
By buyer
| Buyer | Leads | Then |
|---|---|---|
| Small business | Workleap Officevibe 40% | FeedbackPulse, 15Five, ThriveSparrow |
| Mid-market | Culture Amp 40% | Workleap Officevibe, FeedbackPulse, Lattice |
| Enterprise | Culture Amp 30% | Qualtrics EmployeeXM, Workday Peakon Employee Voice, CultureMonkey |
This category was in the repeat sample: asked again with nothing changed, the leader's share moved 2 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 40% of first choices for a mid-market B2B company in the September 2026 Edition, from 42 labels. The index calls that a clear leader.
Does the answer change with the size of the company?
Small business: Workleap Officevibe at 40%. Mid-market: Culture Amp at 40%. Enterprise: Culture Amp at 30%. 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 Culture Amp; budget-constrained FeedbackPulse; 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 70% of the time across the repeat sample; This category was in the repeat sample: asked again with nothing changed, the leader's share moved 2 points and the leader held.
Where do the answers come from?
Twelve of the twelve models return sources. Their 61 answers here cite 717 pages; the sites cited most are feedbackpulse.com, culturemonkey.io, thrivesparrow.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 free record. Published under CC BY 4.0. The output is the models' output; nothing here is a recommendation by the index.