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In the midst of chaos, there is also an AI onboarding agent.

— not Sun Tzu

Donutdonut.com
Silver II, 20 LP
73/100
(1 = Best, 100 = Cooked)
Share on X
Challenger0–9
Grandmaster10–19
Master20–29
Diamond30–39
Emerald40–49
Platinum50–59
Gold60–69
Silver70–79
Bronze80–89
Iron90–100

🔥The Cooking

  • Spent 8 years building Slack bots for 'water cooler moments' — now GPT-4 can build your entire product in an afternoon.
  • Your AI Onboarding Agent converts docs into Slack workflows. So does every intern with Claude and 20 minutes.
  • $119/month to randomly pair employees for coffee. That's $1,428/year per feature that Slack will ship natively.
  • Acquired Gatheround while competitors were acquiring ML teams. Bold strategy.
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🍳Doomsday Forecast

12-18 months until Slack/Teams ship native AI-powered employee engagement as a checkbox feature. Your premium tier becomes their footnote.

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😬Cringy Content

  • 'Team Pulse (AI Beta)' — slapping 'AI' on sentiment analysis that HR platforms have had since 2019.
  • 'Automatic Milestone Points tied to HRIS systems' — congratulations on discovering webhooks in 2024.
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🧑Human Form

If Donut was a person, it'd be someone who just discovered ChatGPT at Thanksgiving dinner and won't stop telling everyone about the 'AI revolution' they're now leading.

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💪Saving Graces

  • Slack/Teams integrations create genuine switching friction — migration pain is real inertia.
  • 12+ competitors means the category is validated, and you've got years of workflow polish.
  • Enterprise tier likely has compliance/security work that AI-native startups will need to replicate.
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😂The Joke

The difference between your 'AI Onboarding Agent' and a junior PM with access to GPT-4? The PM costs less and doesn't need a Series B.

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🔧Survive the Apocalypse

  • Ship one feature in 60 days that ONLY works because you have live Slack graph data — make AI the moat, not the marketing.
  • Kill Standard tier ($74/mo). That's where free AI alternatives will land first. Force buyers up or out.
  • Hire two ML engineers from Anthropic/OpenAI before your 12 competitors do. Pay 20% above market.
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Your clock is ticking — we'll check again in 90 days

Get your updated score, what changed, and whether you moved up or down.

How this AI disruption score was built

The analysis above was generated by Notte browser agents navigating donut.com in real time, combined with Linkup web search market intelligence. Each “Cooked Score” is a 0–100 measure of how exposed a company is to AI disruption — 1 being safest, 100 being fully cooked.

Want to build your own browser-agent product? Start with Notte’s browser agent platform — the open-source-friendly infrastructure that powers this tool.