Reimagine the newsroom, ad sales, and circulation.
Three roles in a publishing operation, where people and AI work together
Copy desk and edition production
Responsibilities to review
- Scan agency wires against filed copy, list gaps
- Run the first-pass copy edit for grammar and house style
- Draft headline, strap, and caption variants
- Final read and page judgment
Illustrative workflow responsibilities. Confirm the tools, data, human decisions and review criteria for your work.
AI cowork layer scans the agency wires against what reporters have filed and lists the stories nobody is covering, runs the first-pass copy edit for grammar and house style, and drafts headline, strap, and caption variants for the editor to pick from. The copyeditor keeps news sense, page judgment, and the final read.
Advertising sales planning
Responsibilities to review
- Assemble the client brief: category trends, spends, media mix
- Draft the opportunity basket
- Draft the proposal skeleton in the client's frame
- Build the weekly sales-review pack
Illustrative workflow responsibilities. Confirm the tools, data, human decisions and review criteria for your work.
AI assembles the client brief: category trends, competition spends, media mix, share of wallet, print share. Drafts the opportunity basket and the proposal skeleton in the client's communication frame. Builds the weekly sales-review pack from booked orders and call logs. The seller keeps the relationship, the pitch, and the close.
Circulation and depot operations
Responsibilities to review
- Reconcile dispatch counts against vendor and agent returns
- Process unsold-copy claims
- Draft vendor statements
- Flag collection exceptions with history attached
Illustrative workflow responsibilities. Confirm the tools, data, human decisions and review criteria for your work.
AI reconciles dispatch counts against vendor and agent returns, processes unsold-copy claims, drafts vendor statements, and flags collection exceptions with the history attached. The depot executive keeps the vendor relationships, route decisions, and the exceptions that need a phone call.
Reference workflows to adapt to your organization
Explore these reference workflows and adapt one to your organization. See a proposed division of work between people and agents, with decisions, responsibilities and handoffs. Task Intelligence provides the detail behind the redesign.
Order-to-Cash
Ad billing and subscription revenue run through the same order-to-cash spine as any enterprise. Watch which invoicing and collection tasks collapse into agent steps while credit judgment stays human.
Customer Success
Subscriber retention and advertiser servicing share one shape: monitor the account, spot the risk, reach out before the churn. See where agents watch and people talk.
Reverse Logistics / Returns
Unsold-copy returns are a reverse-logistics workflow: collect, count, credit, dispose. The redesign shows the reconciliation tasks agents absorb and the vendor-facing steps that stay human.
Incident Management
When the e-paper or the CMS goes down at edition time, your incident workflow runs under the hardest deadline in the building. See how agent-native ops compresses the response.
Prepare your workforce for the redesigned work.
Your workforce brings people and AI agents together. Workflows define how they share the work. Define what agents do, who reviews their output, and when they hand work back. Use Task Intelligence to understand the tasks within each step, then prepare your people to build and run the new version through simulations, hands-on projects and skill validation. Revisit affected responsibilities and readiness when the work changes.
Task evidence within media workflows
Selected source workflows for newsletter preparation, content review, advertising suitability and news distribution. These research inputs include vendor and source-reported software capabilities, product features and descriptions of work. The stored classifications in this selection contain 12 source examples for AI support and 8 for automation. They are not validated workflow outcomes or proof of agent performance. Task Intelligence helps examine the work in context; review each example against your responsibilities, controls and exceptions before using it in a redesign. The first 5 AI-support examples are below.
8 source examples classified for automation›
How we work with media and publishing companies
Co-sponsored model. Functional head (Editor, Head of Response, Head of Circulation, CTO) plus your transformation office in the room together. The 6 to 8 week AI Bootcamp prepares people for agreed workflow responsibilities through simulations and assessments. Agree broader rollout separately, with your business and IT owners. Preserve editorial standards and review the responsibilities that change.
Want a media-specific walkthrough?
20 minutes. We pull your top three task patterns from the dataset and show you the redesign live, with your desks and your edition schedule in the frame.
Book a time