AI for your role

AI for CTO / VP Engs

Lead engineering with AI doing the heavy lifting, not the thinking.

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The shift

How AI is changing the CTO / VP Eng role

In 2026, AI handles much of the first-draft work that used to fill an engineering leader's week: drafting architecture decision records, reviewing pull requests for risk, summarizing incident postmortems, and turning roadmap notes into structured tickets. The role shifts toward reviewing AI-generated technical proposals and catching the failure modes a model misses. Capacity planning, vendor evaluations, and hiring scorecards now start as AI drafts that you correct rather than write from scratch.

What AI can take off your plate

  • First drafts of architecture decision records, RFCs, and postmortems
  • Pull request triage and routine code review for style and obvious bugs
  • Converting roadmap and meeting notes into scoped, estimated tickets
  • Summarizing engineering metrics and incident trends for stakeholder updates
  • Drafting job descriptions, interview scorecards, and onboarding documentation

What stays distinctly human

  • Deciding which technical bets are worth the risk and when to say no
  • Reading the team and knowing who is burning out or ready to grow
  • Making the final call on architecture tradeoffs that have no clean answer
  • Building trust with peers in product, sales, and finance
  • Owning the consequences when a system or a hire does not work out
Tools

Five AI tools for CTO / VP Engs

GitHub Copilot
Use it to review pull requests across repos, generate test coverage for legacy modules, and spot security issues before they reach a human reviewer.
Claude
Paste long incident timelines, RFCs, or vendor contracts and get structured summaries, risk assessments, and architecture critiques you can edit and circulate.
Linear
Use its AI features to turn loose roadmap notes into scoped issues, auto-triage incoming bugs, and generate sprint summaries for stakeholders.
Cursor
Pair with it directly in the codebase when you need to prototype a technical spike or validate a refactor approach before assigning it to a team.
Notion AI
Draft engineering strategy docs, team OKRs, and onboarding guides from bullet points, then refine them for your specific org structure.
Prompts

Five prompts to try today

Paste these into Claude or ChatGPT and replace the bracketed parts with your own details.

1. Architecture review
Review this proposed architecture for [system/feature]. Here are the requirements: [requirements]. Here is the design: [design]. List the top 5 failure modes, scaling limits, and operational risks, ranked by likelihood and impact.
2. Postmortem draft
Here is the incident timeline: [timeline]. Write a blameless postmortem with sections for impact, root cause, detection, and 3 concrete remediation items with suggested owners and priority.
3. Hiring scorecard
Create an interview scorecard for a [level] [role] on a team that owns [domain]. Include 5 competency areas, what strong vs weak looks like for each, and 2 sample questions per area.
4. Roadmap to tickets
Turn these roadmap notes into structured engineering tickets: [notes]. For each, give a title, acceptance criteria, rough effort estimate, and dependencies. Flag anything that needs a design doc first.
5. Build vs buy
We need [capability]. Compare building it in-house vs adopting [vendor options]. Estimate engineering cost, maintenance burden, and time to value for each, and give a recommendation with the main risk of each path.

A day in your inbox

This is the kind of brief a CTO / VP Eng gets, every weekday morning.
Weekday morning
✦ Personalized for: CTO / VP Eng
Today's Tool
Try Claude for a vendor contract review
Paste a SaaS or infrastructure contract and ask for the renewal terms, liability caps, data handling clauses, and anything unusual. It catches the buried clauses you would otherwise skim past at 9pm.
Today's Prompt
Pressure-test a scaling plan
Ask: Here is our current architecture and projected traffic growth: [details]. At what point does each component break, and what is the cheapest change that buys us 12 months of headroom?
Today's Trick
Make AI argue against your decision
After drafting a technical proposal, ask the model to write the strongest case for the opposite choice. The counterargument surfaces assumptions you stopped questioning.

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