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Frontline employee apps · September 2026 Edition

MangoApps vs Slack

Zero of twelve models named MangoApps first on the direct prompt; zero named Slack. MangoApps was named by nine of the twelve models and Slack by eight and both carry 11 labels, so the shares below are directly comparable.

MangoApps

accepted challenger

Named in two categories this edition.

Slack

criticized challenger

Named in five categories this edition.

First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%55%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#7A position in a field of 15; printed, not drawn.
Labels1111Equal, which is what makes the shares comparable.
The two percentage rows are drawn on one 0 to 100 track, MangoApps 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 MangoApps · Connecteam vs Slack · Blink vs MangoApps

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.
MangoAppsFirst choices, of twelve modelsSlack
Direct002 against Slack
Paraphrase10
Comparative00
Budget-constrained013 against Slack
Scale-constrained001 against Slack
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.

Every model, every framing

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

The direct prompt

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

Neither was the first choice, one was named

2 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
Qwen 3.7 FlashConnecteam alternatives: Alaya, Microsoft Teams, Slack

Neither was named

10 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
Grok 4.1 FastBlink alternatives: Beekeeper, Connecteam, Staffbase, Workvivo
Mistral SmallBeekeeper, Connecteam alternatives: Blink
DeepSeek V4 FlashBeekeeper alternatives: Blink, Connecteam
Llama 4 MaverickBeekeeper alternatives: Blink, Connecteam, Deputy
Kimi K2Connecteam alternatives: Beekeeper, Blink, Sociabble, Staffbase
GLM 4.7 FlashXBlink alternatives: Beekeeper, ChangeEngine, Connecteam, Staffbase, WorkJam, YOOBIC
MiniMax M2.5Beekeeper, Connecteam alternatives: Blink, Sociabble, Speakap

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.
MangoApps0%#– of 8
Slack0%#8 of 8
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
MangoApps2%#5 of 15
Slack2%#7 of 15
The full mid-market standing →
Enterprise
MangoApps leads by four points.
MangoApps4%#4 of 14
Slack0%#13 of 14
The full enterprise standing →

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

What the models said about Slack

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

“General tools to avoid for pure frontline: Slack/Teams ... low adoption among deskless workers” Grok 4.1 Fast · direct prompt · hard negative
“Slack / Teams are strong for messaging and collaboration but limited in employee engagement features, governance, and frontline‑specific workflows.” GLM 4.7 FlashX · direct prompt · soft negative
“Office tools like Slack or Microsoft Teams often fail on the frontline because they assume every worker has a laptop, corporate email” Gemini 3.5 Flash · scale prompt · soft negative
Also compared
Connecteam vs MangoAppsConnecteam vs SlackBlink vs MangoAppsBlink vs SlackBeekeeper vs MangoAppsBeekeeper vs SlackStaffbase vs MangoAppsStaffbase vs SlackMangoApps vs SlingSling vs SlackAll twenty-one head-to-head pages and the full frontline employee apps standing

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.