# Scaling AI without tool chaos: Think in roles Page: https://stenobird.com/podcast/bots-bosses-english-6903450/scaling-ai-without-tool-chaos-think-in-roles Text version: https://stenobird.com/podcast/bots-bosses-english-6903450/scaling-ai-without-tool-chaos-think-in-roles.md Podcast: [Bots & Bosses (english)](https://stenobird.com/podcast/bots-bosses-english-6903450) Published: 2026-04-26T04:00:00+00:00 Episode link: https://leadersofai.com Audio file: https://episodes.captivate.fm/episode/5e2ed4cf-25df-42bb-9775-1fe610f395ba.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/bots-bosses-english-6903450/episodes/scaling-ai-without-tool-chaos-think-in-roles Duration seconds: 280 ## Resource Many AI initiatives fail not because of models or licenses, but because key roles are missing in the organization. In this episode, we talk about why AI assistants are really organizational design, and how you can use a simple role framework to clearly set responsibilities, quality standards, and handovers. ### In this episode - Why AI becomes a meeting topic when there are no roles - Gartner forecast: Why many autonomous AI systems will be stopped by 2027 - The role framework: task, responsibility, handover, rules - Practical example Britney: Brand manager as an AI role ### Sources - Gartner Newsroom (2025): Forecast on the cancellation rate of agentic or autonomous AI projects by the end of 2027. (Please add the link in the editorial team with the exact Gartner Newsroom article.) More info at: Here is our April offer: [Spring Special](https://www.leadersofai.com/specials-multi/spring-special#offer) And here is our newsletter: [Newsletter Sign-up](https://www.leadersofai.com/newsletter) ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/bots-bosses-english-6903450/episodes/scaling-ai-without-tool-chaos-think-in-roles/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/bots-bosses-english-6903450/scaling-ai-without-tool-chaos-think-in-roles.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.