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For · product teams

For product teams

Use-case framing, pricing references, lifecycle gates, and Markdown evidence briefs for product managers and technical buyers. The platform surfaces verified fields; your team owns the decision.

For product teams

Turn a product use case into a defensible model decision

Use-case framing, pricing references, lifecycle gates, and Markdown evidence briefs for product managers and technical buyers. The platform surfaces verified fields; your team owns the decision.

Matching workflow kit

The kit packages the recommended lessons, exercises, lab playbooks, prompt sets, and templates for this audience into a single ordered work document. Markdown export available at /api/kits/product-model-selection.

Open the Product model selection kit →

Matching outcome workflow

Each outcome routes this audience through the existing learn / apply / verify surfaces and ends with named Markdown artifacts — no recommendations, no rankings.

Example situation

Illustrative — not a recommendation.

Engineering wants to ship; finance wants a cost projection; legal wants a lifecycle plan; you need a single document the team can review together this week.

Start here

Product manager learning path →

The product manager path explicitly frames use-case, pricing reference, lifecycle, and benchmark limits — the four lessons reviewers across product, finance, and legal each care about.

Who this is for

  • Product managers framing a model decision with engineering and finance.
  • Technical buyers building a defensible review document for internal stakeholders.
  • Cross-functional teams aligning on scope, gaps, and reviewer sign-offs.

Common problems we hear

  • Hype-driven model choice from a single blog post or leaderboard.
  • Unclear data gaps — what does the catalogue confirm vs what is still your homework?
  • Mistaking a pricing reference for a live quote.
  • Missing the lifecycle deadline that lands during integration work.
  • No internal-review artifact you can attach to a decision doc.

What you can do here

4 entry points

Each card opens the canonical surface the workflow routes through — no parallel UI.

What you can produce here

  • Use-case shortlist URL for the team to review.
  • Pricing-reference note (provider, unit, retrievedAt).
  • Lifecycle risk note for the integration plan.
  • Decision evidence brief.

Every artifact is paste-ready Markdown, a deterministic catalogue URL, or a structured checklist — no generated scores, no model rankings.

Artifact walkthrough

Per-artifact instructions — open the route, capture the output, paste into the brief. Substitute your own values.

  • Use-case shortlist URL

    Open /select with the use case and verification filter, then share the URL.

    Open /select →

  • Pricing-reference note

    Open /pricing for each candidate, copy the verbatim values + retrievedAt into a one-page note.

    Open /pricing →

  • Lifecycle risk note

    Open the model page; copy lifecycle state, retirement date if any, and the source citation.

    Open /models →

  • Markdown evidence brief

    Open /briefs/build with the candidate slugs and export Markdown for the review meeting.

    Open /briefs/build →

Suggested workflow

  1. Step 1 · Learn

    Product manager learning path →

    Read the role path that frames the workflow with lessons + exercises.

  2. Step 2 · Apply

    Use cases →

    Open the workspace the path routes you through and capture your inputs as a URL.

  3. Step 3 · Test

    Model evaluation plan template →

    Run the playbook or template that matches the failure modes you need to surface.

  4. Step 4 · Brief

    Decision brief builder →

    Export a Markdown evidence brief that ships with your reviewer pack.

  5. Step 5 · Verify

    Citation registry →

    Walk the citation + freshness trail before sign-off.

Want a worked example first? Walk the Long-context analysis demo.

What this audience page does not promise

  • Recommend a model for any product.
  • Rank vendors by price or speed.
  • Provide a live quote — pricing rows are sourced references with a retrievedAt date.
  • Predict ROI or feature adoption.