ai use cases” — answered hereai product ideas” — answered hereai workflows in construction” — answered hererestaurant pain points” — answered hereai in hospitality” — answered herewhat should i build with ai” — answered hereai in health and wellness” — answered herem&a ai use cases” — answered hereai use cases” — answered hereai product ideas” — answered hereai workflows in construction” — answered hererestaurant pain points” — answered hereai in hospitality” — answered herewhat should i build with ai” — answered hereai in health and wellness” — answered herem&a ai use cases” — answered here
Public Relations

AI Journalist Intelligence and Media-List Copilot

A PR-specific AI copilot that builds and critiques media lists using current journalist activity, outlet/beat changes, adjacent coverage, peer-company signals, and an agency's internal judgment. It should argue for or against targeting a journalist rather than merely matching keywords to past articles.

Described on the record by a senior operator who runs this workflow every day.

Persona
PR agency media strategist, communications lead, or startup PR practitioner
Pain point
Current LLM workflows are poor at identifying which journalists are likely to cover a story next. Teams still manually build media lists because existing outputs are outdated and do not handle the contextual, tangential judgment involved in beat matching.
First customer
Sam Polstein (HAUS) — they named the pain in their own workflow, so they are the likely first customer.
Tools mentioned
Claude, ChatGPT, MuckRack, Cision, Slack
Industry
Public Relations
Also raised in

Named workflow

Shown because the operator described this sequence step by step.

  1. 01Start with a competitive landscape or adjacent peer companies.
  2. 02Review reporters' recent stories and infer themes they may cover next.
  3. 03Account for whether a reporter has covered the topic too recently.
  4. 04Check outlet changes, new beats, and editorial direction.
  5. 05Debate journalist fit internally with the PR team.
  6. 06Use tools such as MuckRack and Cision, but supplement them with manual research.

Evidence log

"I find, at least in all the workflows that I've tried, that finding the so building a media list, right? If we take a step back, building a media list in comms is incredibly important."
Sam Polstein · Director, HAUS · He Runs PR for Deep Tech Startups. If Your Agency Isn't Using AI, They're Robbing You.
"You would think that they would be very powerful. No, there would be super powerful tools and I wouldn't be manually or my team wouldn't be manually creating media lists. We find that's just not true."
Sam Polstein · Director, HAUS · He Runs PR for Deep Tech Startups. If Your Agency Isn't Using AI, They're Robbing You.
"I think there's room for for a really powerful a powerful tool that I can prompt and just ask a simple question, you know, hey, what did you know, Ashley Vance at Core Memory, you know, do you think he'll cover this topic? And it can kind of argue with me as a coworker would."
Sam Polstein · Director, HAUS · He Runs PR for Deep Tech Startups. If Your Agency Isn't Using AI, They're Robbing You.

Short spec

Maintain a continuously updated profile for each journalist, combining recent articles, beat history, outlet changes, adjacent-company coverage, internal agency notes, and news context. Given a client announcement, recommend targets with a rationale, identify reasons not to pitch, surface freshness/conflict risks, and support an interactive debate mode that pushes back on the user.

FAQ

Product manager · scoped to this opportunity

AR Product Manager

I have 3 sourced passages on "AI Journalist Intelligence and Media-List Copilot" from 1 operator. Ask me for scope, user stories, failure modes, or a full PRD — I answer from the transcripts first, and label anything that isn't sourced.

3 sourced · 1 AR analysis