Connecteam vs MangoApps
Eight of fourteen models named Connecteam first on the direct prompt; zero named MangoApps. Connecteam was named by fourteen of the fourteen models and MangoApps by seven and Connecteam carries 57 labels and MangoApps 15, so the shares are not directly comparable.
Named in eighteen 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
ConnecteamFirst 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 | | | | |
Connecteam MangoApps first choice named as an alternative argued againstblank: not namedEach cell is one answer, Connecteam on the left and MangoApps on the right.The direct prompt
Connecteam first, MangoApps an alternative
8 of 14 modelsMangoApps was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 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
Connecteam94%#1 of 11MangoApps—not namedConnecteam62%#1 of 13MangoApps2%#6 of 13MangoApps10%#3 of 13Connecteam2%#7 of 13What the models said about Connecteam
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 a mostly frontline workforce, start with Connecteam: schedules, time clock and updates in one mobile app, free with full features up to 10 users.” Claude Haiku 4.5 · budget prompt · first choice
“Connecteam stands out for its generous free tier and modular approach... Connecteam offers the most accessible entry point with its free tier” MiniMax M2.5 · comparative prompt · first choice
“The best frontline employee communication app for a company with a limited budget is Connecteam, as it offers a free plan with full features” Llama 4 Maverick · 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.