For PMs, marketers, designers, and consultants

AI tool reviews and workflow guides for non-engineering knowledge work. Same editorial promise as the dev section: we only write about tools we've actually used.

• Automations Worth Building First

  A sort key for your automation backlog from running scheduled agents in production: script it, agent it, or leave it a checklist -- plus three failure modes.

  2026-08-13 · ai-knowledge-work

• Writing an AI Usage Policy Your Team Will Actually Follow

  Ban lists fail. Classify data instead: three tiers, a fast approval path, one accountability rule, and a versioned doc with an exceptions log.

  2026-08-13 · ai-knowledge-work

• The AI Pilot That Never Ships

  AI pilots rarely fail outright; they stall in an extension loop with no exit criteria. What production asks that a demo never does, and how to pass it.

  2026-08-13 · ai-knowledge-work

• AI Adoption Without a Mandate: Rolling Out AI Tools

  No budget, no policy, no executive email. Pick one workflow, keep honest receipts, and handle the three ways adoption stalls.

  2026-08-13 · ai-knowledge-work

• AI Translation and Localization QA: A 3-Tier Pipeline

  Deterministic CI checks, an LLM review pass, and sampled human review, with a scoring model that survives an argument. Staffable by real teams in 2026.

  2026-08-12 · ai-knowledge-work

• Claude Skills for Product Teams: Packaging a Workflow

  Turn a workflow only one person can run into a shared Skill: folder structure, writing the description, review process, and the failure modes.

  2026-08-12 · ai-knowledge-work

• AI for Stakeholder Updates: A One-Page Sprint Summary

  Sort the sprint into four buckets, constrain the prompt, then check the draft for invented causality, status inflation, and flattened severity.

  2026-08-12 · ai-knowledge-work

• AI Agents for Code Review and Knowledge Sharing

  AI coding agents can act as a first-pass code reviewer and knowledge capture tool. Here is how teams are using them without replacing human judgment.

  2026-07-16 · ai-knowledge-work

• AI Coding Agents for Data Analysis Workflows

  OpenCode and similar agents can write scripts, clean data, and build charts. Where they help analysts, and where human judgment is still required.

  2026-07-16 · ai-knowledge-work

• OpenCode for Documentation and Technical Writing Teams

  Technical writers and documentation teams can use OpenCode to extract API changes, update code examples, and keep docs in sync with the codebase.

  2026-07-16 · ai-knowledge-work

• OpenCode for Technical PMs: Review Code Without Writing It

  OpenCode's terminal agent explains diffs, traces changes, and answers codebase questions without replacing your engineers' workflow.

  2026-07-16 · ai-knowledge-work

• Terminal AI Agents for Non-Coding Technical Tasks

  AI coding agents are not just for writing code. They can write scripts, query logs, and automate terminal tasks that technical workers deal with every day.

  2026-07-16 · ai-knowledge-work

• Using AI to Synthesize User Research Interviews

  A 2026 workflow for turning transcripts into themes: where it saves hours, where it hallucinates, and how to keep findings traceable.

  2026-06-08 · ai-knowledge-work

• Notion AI for PMs in 2026: What Actually Saves Time

  A PM's honest review: where Notion AI replaces real work, where it produces convincing-but-useless output, and what turns $10/month into hours saved.

  2026-05-28 · ai-knowledge-work