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Frontline employee apps · September 2026 Edition

Connecteam vs MangoApps

Five of twelve models named Connecteam first on the direct prompt; zero named MangoApps. Connecteam was named by twelve of the twelve models and MangoApps by nine and Connecteam carries 48 labels and MangoApps 11, so the shares are not directly comparable.

Connecteam

endorsed leader

Named in seventeen categories this edition.

MangoApps

accepted challenger

Named in two categories this edition.

First-choice share56%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate2%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#5A position in a field of 15; printed, not drawn.
Labels4811A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Connecteam reading right to left. Rank and label count are printed, not drawn.Blink was named alongside these two in nine of the twelve direct answers. Connecteam vs Blink · Connecteam vs Beekeeper · Connecteam vs Staffbase

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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

How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
ConnecteamFirst choices, of twelve modelsMangoApps
Direct50
Paraphrase101
Comparative50
Budget-constrained70
Scale-constrained20
Negative001 against Connecteam
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.

Every model, every framing

The seventy-two answers behind the chart above, one cell each: where Connecteam and MangoApps stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
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

The plain question, one answer per model, grouped by where Connecteam and MangoApps stood in it.

Connecteam first, MangoApps not the choice

5 of 12 modelsMangoApps was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Connecteam alternatives: HUB, Speakap
Mistral SmallBeekeeper, Connecteam alternatives: Blink
Qwen 3.7 FlashConnecteam alternatives: Alaya, Microsoft Teams, Slack
Kimi K2Connecteam alternatives: Beekeeper, Blink, Sociabble, Staffbase
MiniMax M2.5Beekeeper, Connecteam alternatives: Blink, Sociabble, Speakap

Neither was the first choice, one was named

6 of 12 modelsThe answer put something else first and named one of the two as an alternative.
Gemini 3.5 FlashBlink alternatives: Beekeeper, Connecteam, MangoApps
Perplexity SonarBlink alternatives: Connecteam, Oak Engage, Speakap, Staffbase, WorkJam
Grok 4.1 FastBlink alternatives: Beekeeper, Connecteam, Staffbase, Workvivo
DeepSeek V4 FlashBeekeeper alternatives: Blink, Connecteam
Llama 4 MaverickBeekeeper alternatives: Blink, Connecteam, Deputy
GLM 4.7 FlashXBlink alternatives: Beekeeper, ChangeEngine, Connecteam, Staffbase, WorkJam, YOOBIC

Neither was named

1 of 12 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniWorkvivo alternatives: Staffbase, WorkJam

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
Connecteam leads by eighty-five points.
Connecteam85%#1 of 8
MangoApps0%#– of 8
The full small business standing →
Mid-marketThe figures above
Connecteam leads by fifty-three points.
Connecteam56%#1 of 15
MangoApps2%#5 of 15
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Connecteam4%#6 of 14
MangoApps4%#4 of 14
The full enterprise standing →

What the models said about Connecteam

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

“For most companies with a limited budget and a frontline workforce, Connecteam is the strongest all‑in‑one choice (free up to 10 users).” GLM 4.7 FlashX · 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. Two of two in this category shown.

“My Top Recommendation: MangoApps or Skedulo” MiniMax M2.5 · paraphrase prompt · first choice
“Unified platform for mixed desk + frontline staff with HR/learning integration | MangoApps” GLM 4.7 FlashX · comparative 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.