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Frontline employee apps · September 2026 Edition

Beekeeper vs MangoApps

Four of twelve models named Beekeeper first on the direct prompt; zero named MangoApps. Beekeeper was named by nine of the twelve models and MangoApps by nine and Beekeeper carries 24 labels and MangoApps 11, so the shares are not directly comparable.

Beekeeper

accepted challenger

Named in two categories this edition.

MangoApps

accepted challenger

Named in two categories this edition.

First-choice share9%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate4%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 15; printed, not drawn.
Labels2411A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Beekeeper reading right to left. Rank and label count are printed, not drawn.Connecteam was named alongside these two in eleven of the twelve direct answers. Connecteam vs Beekeeper · Connecteam vs MangoApps · Blink vs Beekeeper

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.
BeekeeperFirst choices, of twelve modelsMangoApps
Direct40
Paraphrase01
Comparative10
Budget-constrained001 against Beekeeper
Scale-constrained00
Negative00
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.

Across every category in the September 2026 Edition, Beekeeper and MangoApps were named in the same answer twenty-one times, of the 67 answers naming Beekeeper and the 79 naming MangoApps. In those answers MangoApps took the first choice three times and Beekeeper three.

Every model, every framing

The seventy-two answers behind the chart above, one cell each: where Beekeeper 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
Beekeeper MangoApps first choice named as an alternative argued againstblank: not namedEach cell is one answer, Beekeeper on the left and MangoApps on the right.

The direct prompt

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

Beekeeper first, MangoApps not the choice

4 of 12 modelsMangoApps was named in the answer but not as the choice, or not at all.
Mistral SmallBeekeeper, Connecteam alternatives: Blink
DeepSeek V4 FlashBeekeeper alternatives: Blink, Connecteam
Llama 4 MaverickBeekeeper alternatives: Blink, Connecteam, Deputy
MiniMax M2.5Beekeeper, Connecteam alternatives: Blink, Sociabble, Speakap

Neither was the first choice, one was named

4 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
Grok 4.1 FastBlink alternatives: Beekeeper, Connecteam, Staffbase, Workvivo
Kimi K2Connecteam alternatives: Beekeeper, Blink, Sociabble, Staffbase
GLM 4.7 FlashXBlink alternatives: Beekeeper, ChangeEngine, Connecteam, Staffbase, WorkJam, YOOBIC

Neither was named

4 of 12 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Connecteam alternatives: HUB, Speakap
GPT-5.4 miniWorkvivo alternatives: Staffbase, WorkJam
Perplexity SonarBlink alternatives: Connecteam, Oak Engage, Speakap, Staffbase, WorkJam
Qwen 3.7 FlashConnecteam alternatives: Alaya, Microsoft Teams, Slack

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
Level: the same share of first choices.
Beekeeper0%#5 of 8
MangoApps0%#– of 8
The full small business standing →
Mid-marketThe figures above
Beekeeper leads by seven points.
Beekeeper9%#3 of 15
MangoApps2%#5 of 15
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Beekeeper4%#7 of 14
MangoApps4%#4 of 14
The full enterprise standing →

What the models said about Beekeeper

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

“giants like Beekeeper or Staffbase often require five-figure annual minimums and custom quotes” Gemini 3.5 Flash · budget prompt · soft negative
“1. Beekeeper - a frontline-specific communications platform designed to connect non-desk workers” Llama 4 Maverick · direct prompt · first choice
“Choose Blink or Beekeeper if your main problem is frontline communication.” Perplexity Sonar · comparative prompt · first choice
“Beekeeper excels in multilingual support and operational communications” MiniMax M2.5 · 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. 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.