Connecteam vs MangoApps
Nine 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 ten and Connecteam carries 58 labels and MangoApps 21, so the shares are not directly comparable.
Named in nineteen 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 4.1 Fast | | | | |||
| 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
9 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
4 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
Connecteam79%#1 of 10MangoApps0%#– of 10Connecteam49%#1 of 12MangoApps2%#5 of 12MangoApps6%#3 of 11Connecteam4%#5 of 11What 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.
“Connecteam bundles everything—shift scheduling, GPS time-clock tracking, task checklists, HR files, and instant chat—into a single, highly intuitive mobile app” Gemini 3.5 Flash · comparative prompt · first choice
“Connecteam (free tier up to 10 users, then ~$29/month for up to 30) is widely cited as the best value for SMBs with large frontline teams.” GLM 4.7 FlashX · budget prompt · first choice
“If you need operations + communication: Connecteam offers the best value with its all-in-one approach and transparent pricing.” Kimi K2 · direct 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. One of one in this category shown.
“MangoApps | Enterprise mixed desk + frontline workforces | Unified super app with full workflow depth” GLM 4.7 FlashX · comparative 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.