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Employee engagement surveys · November 2026 Edition

Workleap Officevibe vs ThriveSparrow Engage

One of fourteen models named Workleap Officevibe first on the direct prompt; zero named ThriveSparrow Engage. Workleap Officevibe was named by thirteen of the fourteen models and ThriveSparrow Engage by ten and Workleap Officevibe carries 35 labels and ThriveSparrow Engage 17, so the shares are not directly comparable.

Workleap Officevibe

accepted challenger

Named in one category this edition.

ThriveSparrow Engage

accepted challenger

Named in one category this edition.

First-choice share11%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate3%6%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#6A position in a field of 10; printed, not drawn.
Labels3517A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Workleap Officevibe reading right to left. Rank and label count are printed, not drawn.15Five Engage was named alongside these two in twelve of the fourteen direct answers. 15Five Engage vs Workleap Officevibe · 15Five Engage vs ThriveSparrow Engage · Culture Amp vs Workleap Officevibe

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.
Workleap OfficevibeFirst choices, of fourteen modelsThriveSparrow Engage
Direct101 against ThriveSparrow Engage
Paraphrase20
Comparative00
Budget-constrained311 against Workleap Officevibe
Scale-constrained00
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.

Across every category in the November 2026 Edition, Workleap Officevibe and ThriveSparrow Engage were named in the same answer thirty times, of the 91 answers naming Workleap Officevibe and the 43 naming ThriveSparrow Engage. In those answers ThriveSparrow Engage took the first choice six times and Workleap Officevibe six.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Workleap Officevibe and ThriveSparrow Engage stood in it.
ModelDirectTEParaphraseTEComparativeTEBudget-constrainedTEScale-constrainedTENegativeTE
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 FlashTE
Perplexity SonarTETE
Grok 4.20TETE
Mistral Small
DeepSeek V4 FlashTETE
Llama 4 MaverickTE
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashXTETE
MiniMax M2.5TE
GPT-6 Luna
Muse Glimmer 30BTETETE
Workleap OfficevibeTE ThriveSparrow Engage first choice named as an alternative argued againstblank: not namedEach cell is one answer, Workleap Officevibe on the left and ThriveSparrow Engage on the right.

The direct prompt

The plain question, one answer per model, grouped by where Workleap Officevibe and ThriveSparrow Engage stood in it.

Workleap Officevibe first, ThriveSparrow Engage not the choice

1 of 14 modelsThriveSparrow Engage was named in the answer but not as the choice, or not at all.
Mistral Small15Five Engage, Leapsome, Workleap Officevibe alternatives: Lattice Engagement

Neither was the first choice, one was named

8 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Gemini 3.5 FlashLattice Engagement alternatives: 15Five Engage, Culture Amp, Leapsome, Workleap Officevibe
Perplexity SonarCulture Amp alternatives: 15Five Engage, Lattice Engagement, Workleap Officevibe
Grok 4.2015Five Engage alternatives: Leapsome, Workleap Officevibe
DeepSeek V4 Flash15Five Engage alternatives: Leapsome, Workleap Officevibe
GLM 4.7 FlashX15Five Engage alternatives: Leapsome, Workleap Officevibe
MiniMax M2.515Five Engage alternatives: Culture Amp, Leapsome, Workleap Officevibe
GPT-6 LunaCulture Amp alternatives: 15Five Engage, Lattice Engagement, Workleap Officevibe
Muse Glimmer 30B15Five Engage alternatives: Culture Amp, Leapsome, ThriveSparrow Engage, Workleap Officevibe

Neither was named

5 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Culture Amp alternatives: 15Five Engage, Lattice Engagement, Quantum Workplace, WorkTango
GPT-5.4 miniCulture Amp alternatives: Betterworks, Lattice Engagement, Workvivo
Llama 4 Maverickno first choice
Qwen 3.7 Flash15Five Engage alternatives: Culture Amp, Lattice Engagement, Leapsome
Kimi K215Five Engage alternatives: Leapsome

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
Workleap Officevibe leads by twelve points.
Workleap Officevibe27%#1 of 11
ThriveSparrow Engage14%#3 of 11
The full small business standing →
Mid-marketThe figures above
Workleap Officevibe leads by nine points.
Workleap Officevibe11%#3 of 10
ThriveSparrow Engage2%#6 of 10
The full mid-market standing →
Enterprise
Workleap Officevibe leads by four points.
Workleap Officevibe4%#– of 7
ThriveSparrow Engage0%#– of 7
The full enterprise standing →

What 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 ThriveSparrow Engage

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

“Niche for mid-market with neuroscience/AI focus; good for frontline/growing B2B but less established.” Grok 4.20 · direct prompt · soft negative
“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
“Cheapest Dedicated Option ... Specifically designed for growing and frontline teams at a very low cost per employee.” DeepSeek V4 Flash · budget prompt · alternative
Also compared

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.