Pebb vs MangoApps
Zero of fourteen models named Pebb first on the direct prompt; zero named MangoApps. Pebb was named by ten of the fourteen models and MangoApps by seven and Pebb carries 13 labels and MangoApps 15, 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 modelsMangoApps
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 MangoApps first choice named as an alternative argued againstblank: not namedEach cell is one answer, Pebb on the left and MangoApps on the right.The direct prompt
Neither was the first choice, one was named
2 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
Pebb2%#2 of 11MangoApps—not namedWhat 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 MangoApps
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“less frontline-focused but good for hybrid B2B” Grok 4.20 · direct prompt · soft negative
“Blink / MangoApps: Strong all-in-one platforms (HR + Comms + Scheduling). Good for replacing multiple silos.” Qwen 3.7 Flash · scale prompt · first choice
“Enterprise-grade frontline communication with full workflow depth across comms, operations, HR and learning on one platform.” Muse Glimmer 30B · comparative prompt · alternative
“Strong on backend integrations and avoiding "bolted-on" features; frequently shortlisted alongside WorkJam and Staffbase.” Grok 4.20 · comparative prompt · alternative
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.