Ousios
AI Onboarding Sprint ยท Sample

Cadence โ€” four weeks to a team running AI without us

Not trained on AI โ€” running it, on their own work, with the guardrails built in.
PREPARED WITH CADENCE PRODUCT TEAM (SYNTHETIC) ยท 6 PEOPLE ยท 4-WEEK SPRINT + 30-DAY CHECK-IN ยท OUSIOS LLC
Day-30 adoption Stuck running unaided, guardrail live At risk used, but drifting โ€” tune-up Not yet installed, not adopted

Why a sprint, not a workshopThe gap this closes

Cadence's six-person product team didn't need another AI course. AI adoption fails for a behavioral reason, not a technical one: workshops teach features, the team learns to prompt, but how the work gets done never changes โ€” and the judgment guardrails (where AI quietly fails at each task) get skipped. So we didn't train. Over four weeks we installed four workflows into the team's real, recurring work, each with its guardrail as a team standard, and judged success by one thing: are they still running, unaided, at day 30?

The outcome โ€” judged at day 30, up top by designWhat actually stuck

Day-30 verdict

Three of four workflows are running unaided with their guardrails live as team norms. One is at risk: the weekly landscape scan is being run, but shortcuts around its source-verification guardrail โ€” flagged, with a tune-up booked, not called a win.

The honest read: the team no longer needs us for three of these; the fourth needs one more nudge before we can say it's a habit.

Adoption: 3 STUCK ยท 1 AT-RISK ยท 0 NOT-YET โ€” we report what stuck, not what we hoped would.

What we installedFour workflows on real weekly work โ€” with the guardrail as the standard

WorkflowOn whose real workThe guardrail, now a team standardDay 30
Research SynthesisPM's weekly user-interview digestEvery claim tagged known / assumed โ€” no synthesis ships as fact unverified.Stuck
Decision BriefEng lead's recurring build-vs-defer callsโ‰ฅ3 options incl. do-nothing, plus the strongest case against โ€” no one-answer memos.Stuck
Weekly Status ReportTeam lead's Monday leadership updateAuto-draft, but a human names the one thing that isn't moving โ€” the signal the draft flattens.Stuck
Landscape ScanPMM's competitor watchEvery factual claim carries a VERIFY tag until a human opens the source.At risk

We capped it at four (the range is 3โ€“5). A fifth was on the shortlist โ€” the vision-artifact workflow โ€” and cut: the team doesn't do that work weekly, so it wouldn't have stuck. Impressive-but-unused is the failure mode.

The four weeksAssess โ†’ install โ†’ hand off & sustain

  1. Week 1 ยท Assess & selectComposa profiles + pick the right 3โ€“5 Working-style profiles set who leads which workflow and where adoption friction sits. We chose workflows the team does weekly โ€” not impressive ones they'd never reuse. (Profiles guide fit; never a competence ranking.)
  2. Weeks 2โ€“3 ยท Install with the teamRun it on real work, build the runbook as we go Each workflow installed on live, recurring work โ€” the team runs it, we coach โ€” with a one-page runbook per workflow and its guardrail baked in as the standard.
  3. Week 4 ยท Hand off & sustainSustainability plan + schedule the 30-day check-in Owners, triggers, guardrails, and a "when this breaks, here's what to check" page. The engagement isn't closed until the day-30 check-in is on the calendar.
  4. Day 30 ยท Check-in & tune-upJudge adoption honestly, fix what's drifting Return to measure what stuck. Three running unaided; one tuned up. Outcome judged here, not at week 4.

The sustainability planWhat keeps these running after we leave

  • An owner per workflow โ€” the person whose real work it lives on, named, not a shared "the team."
  • A trigger per workflow โ€” the recurring moment it fires (Monday update, every user-interview batch), so it's a habit, not a decision.
  • The guardrail as the standard โ€” each Composa caveat written into the team's norms, not left as a footnote.
  • A "when this breaks" page โ€” the two failure modes per workflow and what to check first. (The Anchor's reliability layer.)
  • The 30-day check-in โ€” on the calendar before we left. The loop only closes if drift gets caught.

The honest part โ€” flagged, not hiddenWhat could still make this not stick

At risk at day 30 โ€” named, with a fix, not called a win

A vendor optimizing for usage would report "4 workflows adopted!" We won't โ€” one is drifting, and hiding it would cost the team the trust the whole sprint is built on.

  • Landscape Scan is skipping its source-verification guardrail: the PMM runs it, but pastes unverified claims into competitor briefs. Adoption without the judgment guardrail is the failure mode. Tune-up booked: re-anchor the VERIFY habit and make it a review-gate, not a suggestion.
  • Owner-dependence risk on the Decision Brief: only the eng lead runs it. If they're out, does it survive? Flagged to cross-train a second owner before it's called a durable habit.

The at-risk flags are part of the deliverable. "Adoption that survives our exit" is the product โ€” and you can't manage drift you pretend isn't there.

The discipline, made visibleWhy this isn't an AI training workshop

AI training workshop / courseThis sprint
Teaches features and promptingInstalls workflows into real, recurring work
Judgment guardrails skippedEach guardrail becomes a team standard
Knowledge fades within a monthOwners, triggers, and a "when it breaks" page
Success = attendanceSuccess = adoption measured at day 30
Confidently-wrong output, eroded trustDrift flagged honestly, then tuned

Adoption without judgment is the failure mode. The product is a team that doesn't need us anymore.

SAMPLE / SYNTHETIC ยท The Cadence sprint is invented to demonstrate the method; no real person, company, or number is referenced. Adoption states are illustrative of the discipline (report what stuck, flag what drifted). ยท Method: Ousios AI Onboarding Sprint (spec 18 + SOP-08) ยท The Catalyst (lead) ยท The Architect ยท The Anchor ยท Aspen Grove brand ยท Ousios LLC ยท 2026-07-13