Workleap Officevibe vs Lattice Engagement
One of fourteen models named Workleap Officevibe first on the direct prompt; one named Lattice Engagement. Workleap Officevibe was named by thirteen of the fourteen models and Lattice Engagement by thirteen and Workleap Officevibe carries 35 labels and Lattice Engagement 32, so the shares are not directly comparable.
Named in one category this edition.
Lattice Engagement
accepted challengerNamed in one category this edition.
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
Workleap OfficevibeFirst choices, of fourteen modelsLattice EngagementAcross every category in the November 2026 Edition, Workleap Officevibe and Lattice Engagement were named in the same answer forty-three times, of the 91 answers naming Workleap Officevibe and the 92 naming Lattice Engagement. In those answers Lattice Engagement took the first choice four times and Workleap Officevibe sixteen.
Every model, every framing
| Model | DirectLE | ParaphraseLE | ComparativeLE | Budget-constrainedLE | Scale-constrainedLE | NegativeLE |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | LE | LE | | |||
| GPT-5.4 mini | LE | |||||
| Gemini 3.5 Flash | LE | LE | | LE | LE | |
| Perplexity Sonar | LE | LE | | |||
| Grok 4.20 | | LE | LE | |||
| Mistral Small | LE | | ||||
| DeepSeek V4 Flash | | LE | | |||
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | LE | | LE | | LE | |
| Kimi K2 | LE | LE | LE | LE | ||
| GLM 4.7 FlashX | LE | LE | | |||
| MiniMax M2.5 | | LE | ||||
| GPT-6 Luna | LE | |||||
| Muse Glimmer 30B | | |
Workleap OfficevibeLE Lattice Engagement first choice named as an alternative argued againstblank: not namedEach cell is one answer, Workleap Officevibe on the left and Lattice Engagement on the right.The direct prompt
Workleap Officevibe first, Lattice Engagement an alternative
1 of 14 modelsLattice Engagement was named in the answer but not as the choice, or not at all.Lattice Engagement first, Workleap Officevibe an alternative
1 of 14 modelsWorkleap Officevibe was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
10 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.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
Workleap Officevibe27%#1 of 11Workleap Officevibe11%#3 of 10Workleap Officevibe4%#– of 7What the models said about Workleap Officevibe
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Avoid for Tight Budgets: ... Workleap/Officevibe ($5K+/year min)” Grok 4.20 · budget prompt · hard negative
“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
“Workleap balances affordability with features purpose-built for employee engagement” Claude Haiku 4.5 · budget prompt · first choice
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
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.