Pebb vs Workvivo
Zero of fourteen models named Pebb first on the direct prompt; one named Workvivo. Pebb was named by ten of the fourteen models and Workvivo by eight and Pebb carries 13 labels and Workvivo 10, so the shares are not directly comparable.
Named in four categories this edition.
Named in three categories 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 frontline employee apps page.
By framing
PebbFirst choices, of fourteen modelsWorkvivo
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | | | | |||
| Gemini 3.5 Flash | | |||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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 | | |
Pebb Workvivo first choice named as an alternative argued againstblank: not namedEach cell is one answer, Pebb on the left and Workvivo on the right.The direct prompt
Workvivo first, Pebb not the choice
1 of 14 modelsPebb was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
12 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
What the models said about Pebb
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“For the tightest budgets: Start with Pebb (free for 15 users) or Connecteam (free for 10 users)” Kimi K2 · budget prompt · first choice
“the best frontline employee communication app for a company with a limited budget is Pebb” MiniMax M2.5 · budget prompt · first choice
“Connecteam or Pebb offer the most generous free tiers with full features” Claude Haiku 4.5 · budget prompt · first choice
What the models said about Workvivo
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Avoid enterprise-focused tools like Staffbase or Workvivo, which are significantly more expensive” DeepSeek V4 Flash · budget prompt · hard negative
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.