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Employee engagement surveys · October 2026 Edition
Lattice vs Qualtrics EmployeeXM
Four of fourteen models named Lattice first on the direct prompt; zero named Qualtrics EmployeeXM. Lattice was named by twelve of the fourteen models and Qualtrics EmployeeXM by seven and Lattice carries 31 labels and Qualtrics EmployeeXM 11, so the shares are not directly comparable.
Named in nineteen categories this edition.
Named in three categories this edition.
First-choice share10%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate6%36%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#8A position in a field of 8; printed, not drawn.
Labels3111A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Lattice reading right to left. Rank and label count are printed, not drawn.Culture Amp was named alongside these two in twelve of the fourteen direct answers. Culture Amp vs Lattice · Culture Amp vs Qualtrics EmployeeXM · Workleap Officevibe vs Lattice
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.
LatticeFirst choices, of fourteen modelsQualtrics EmployeeXM
Direct401 against Qualtrics EmployeeXM
Paraphrase10
Comparative10
Budget-constrained002 against Lattice · 2 against Qualtrics EmployeeXM
Scale-constrained111 against Qualtrics EmployeeXM
Negative00
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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Lattice and Qualtrics EmployeeXM stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | | | ||||
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | | |||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | | | ||||
| Kimi K2 | | | ||||
| GLM 4.7 FlashX | | | | | | |
| MiniMax M2.5 | | | ||||
| GPT-6 Luna | | | ||||
| Muse Glimmer 30B | | |
Lattice Qualtrics EmployeeXM first choice named as an alternative argued againstblank: not namedEach cell is one answer, Lattice on the left and Qualtrics EmployeeXM on the right.The direct prompt
The plain question, one answer per model, grouped by where Lattice and Qualtrics EmployeeXM stood in it.
Lattice first, Qualtrics EmployeeXM not the choice
4 of 14 modelsQualtrics EmployeeXM was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashCulture Amp, Lattice alternatives: 15Five Engage, Leapsome, Teamflect
Qwen 3.7 FlashLattice alternatives: 15Five Engage
Kimi K2Lattice alternatives: 15Five Engage, Culture Amp, Quantum Workplace, Workleap Officevibe
GLM 4.7 FlashXCulture Amp, Lattice alternatives: Leapsome
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, Quantum Workplace
GPT-5.4 miniCulture Amp alternatives: Explorance Blue, Qualtrics EmployeeXM, WTW Engage, WorkTango
Grok 4.1 FastCulture Amp alternatives: 15Five Engage, CultureMonkey, Lattice, Quantum Workplace
DeepSeek V4 FlashCulture Amp alternatives: 15Five Engage, Lattice, Microsoft Viva Glint
MiniMax M2.5Culture Amp alternatives: 15Five Engage, Lattice, Qualtrics EmployeeXM, Workday Peakon Employee Voice
GPT-6 LunaCulture Amp alternatives: Lattice, Workleap Officevibe
Muse Glimmer 30BCulture Amp alternatives: 15Five Engage, Lattice, Microsoft Viva Glint, Quantum Workplace, TINYpulse, Workleap Officevibe
Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.Perplexity SonarCulture Amp alternatives: 15Five Engage, CultureMonkey, Leapsome
Mistral SmallCulture Amp, Workleap Officevibe alternatives: Eletive, Leapsome
Llama 4 MaverickLeapsome alternatives: CultureMonkey, 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
Level: the same share of first choices.
Lattice0%#8 of 9Qualtrics EmployeeXM0%#– of 9Mid-marketThe figures above
Lattice leads by eight points.
Lattice10%#4 of 8Qualtrics EmployeeXM2%#8 of 8Enterprise
The order flips: Qualtrics EmployeeXM leads at enterprise.
Qualtrics EmployeeXM20%#2 of 9Lattice4%#5 of 9What the models said about Lattice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“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
What the models said about Qualtrics EmployeeXM
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“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
“Rather than paying for enterprise-level suites like Culture Amp or Qualtrics” Gemini 3.5 Flash · budget prompt · soft negative
“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
“if you need enterprise-grade analytics ... and you're okay with more complexity” GPT-5.4 mini · paraphrase prompt · alternative
Also compared
Culture Amp vs LatticeCulture Amp vs Qualtrics EmployeeXMWorkleap Officevibe vs LatticeWorkleap Officevibe vs Qualtrics EmployeeXMLeapsome vs LatticeLeapsome vs Qualtrics EmployeeXMLattice vs 15Five EngageLattice vs FeedbackPulseLattice vs Microsoft Viva Glint15Five Engage vs Qualtrics EmployeeXMFeedbackPulse vs Qualtrics EmployeeXMMicrosoft Viva Glint vs Qualtrics EmployeeXMAll twenty-eight 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.