# From Roadmaps to R&D: How AI Is Changing Product Development - with Richard White, Founder of Fathom AI Page: https://stenobird.com/podcast/beyond-the-prompt-how-to-use-ai-in-your-company-6722126/from-roadmaps-to-r-d-how-ai-is-changing-product-development-with-richard-white-founder-of-fathom-ai Text version: https://stenobird.com/podcast/beyond-the-prompt-how-to-use-ai-in-your-company-6722126/from-roadmaps-to-r-d-how-ai-is-changing-product-development-with-richard-white-founder-of-fathom-ai.md Podcast: [Beyond The Prompt - How to use AI in your company](https://stenobird.com/podcast/beyond-the-prompt-how-to-use-ai-in-your-company-6722126) Published: 2026-02-18T06:00:00+00:00 Episode link: https://podcast.beyondtheprompt.ai/episodes/from-roadmaps-to-rd-how-ai-is-changing-product-development-with-richard-white-founder-of-fathom-ai-we1pesjk-DneyNrdb Audio file: https://cdn.simplecast.com/audio/ae36839b-9cd0-412a-bb28-e78e6f7e43ce/episodes/9186fea6-0bd9-4054-91fe-d12376a4c3e6/audio/333fa84d-5508-4fcb-9475-ccdf36de9713/default_tc.mp3?aid=rss_feed&feed=CIt_otUg Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/beyond-the-prompt-how-to-use-ai-in-your-company-6722126/episodes/from-roadmaps-to-r-d-how-ai-is-changing-product-development-with-richard-white-founder-of-fathom-ai Duration seconds: 3418 ## Resource Richard White, founder and CEO of Fathom AI, joins Beyond the Prompt to discuss how generative AI is changing the way product teams plan and build. As model capabilities improve quickly, estimating effort and impact becomes harder, challenging traditional roadmap driven development. Richard explains why his team operates more like an R&D function, how they experiment with different models and use cases, and what it takes to build in a world where the underlying technology keeps evolving. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/beyond-the-prompt-how-to-use-ai-in-your-company-6722126/episodes/from-roadmaps-to-r-d-how-ai-is-changing-product-development-with-richard-white-founder-of-fathom-ai/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/beyond-the-prompt-how-to-use-ai-in-your-company-6722126/from-roadmaps-to-r-d-how-ai-is-changing-product-development-with-richard-white-founder-of-fathom-ai.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.