Operating Cadence for AI Builders
If AI makes it possible to ship faster, cadence is what keeps the work coherent. This playbook distills Tom Spencer’s conversations on The Build into a weekly rhythm any AI-native team can adopt—whether you’re three people in a shared Notion or a cross-functional crew spanning product, design, and GTM.
Foundations Before You Accelerate
- Set a narrative north star. Document the change you’re trying to create for customers. Every experiment should tie back to that story.
- Instrument your loops. Capture the minimum viable metrics for product (activation, retention), GTM (pipeline velocity, win rate), and customer success (time-to-value).
- Assign experiment owners. Give each initiative a single accountable lead—even if AI agents handle part of the workflow.
Tom’s Weekly Flow
Monday — Align on Intent
- 20-minute async Loom recapping last week’s experiments and decisions.
- Publish an updated “bets board” that pairs qualitative customer insights with the metrics you expect to move.
- Share a short list of live experiments, each tagged with owner, metric, and next check-in date.
Tuesday/Wednesday — Ship and Instrument
- Engineers and design partners ship in small slices, with AI agents handling QA scripts or content scaffolding.
- GTM squads run targeted outbound informed by agent-surfaced signals (ICP coverage gaps, buying-window triggers).
- Capture customer language in a shared repository (actual quotes, not paraphrases).
Thursday — Narrative Sync
- 30-minute “show & tell” with product + GTM in the same room.
- Each team answers: What did we learn? What changed because of it? What’s next?
- AI summarises the call, but a human editor highlights the implications for next week’s plan.
Friday — Retro & Renewal
- 45-minute retro split into three blocks: Metrics Check, Customer Story, Decision Log.
- Identify which rituals felt heavy and decide whether to kill, keep, or evolve them.
- Celebrate small, undeniable wins. Tom always calls this out as the fuel that keeps velocity sustainable.
Tooling Stack That Keeps Pace
- Async video (Loom, Claap): Keeps meetings tight; everyone preps with context.
- Shared dashboards (Equals, Metabase): Translate data into first-order language the whole company understands.
- Agent transcripts (Custom GPTs, Cohere): Provide searchable context and flag anomalies (“Why did churn spike for plan X?”).
- Decision doc (Notion, Coda): A single rolling document with the date, decision, and owner for every material change.
Cadence Checklist
- [ ] Every experiment has an owner, metric, and end date.
- [ ] Weekly recap shipped before 9am Monday.
- [ ] Narrative sync scheduled at the same time each week.
- [ ] Retro documents one new insight and one ritual to adjust.
- [ ] Customer quotes captured and tagged for future storytelling.
“Velocity without narrative discipline is noise. The cadence forces us to connect the dots for customers and for the team.” — Tom Spencer
From The Build Podcast
- Revisit the broader context in The Build Podcast: Field Notes for AI-Native Teams.
- Pair this cadence with the Human-Centered Automation Playbook.
- Subscribe on YouTube to hear the operators living this rhythm.