Guarded-Cycle Demo
This is a frozen example drawn from a real birthdayinvites.app cycle run. No login required. Read the full output below to see what OutcomeRails produces before you connect your own repo.
Repo: gonzalomelov/birthdayinvites.app · Cycle 12 · Frozen snapshot
Inferred Objective
Prove that AI-native devs and small teams will pay for product guardrails that keep coding agents focused on the experiment most likely to produce their first paid user
Repo signals
- ▸Repository: gonzalomelov/birthdayinvites.app — Next.js 15 + NestJS worker, Vercel AI SDK, Lemon Squeezy payments
- ▸Recent PRs shipped name-overlay generation, ZIP download caching, cyclepack checkout, and OutcomeRails intake
- ▸Open issues: OutcomeRails demo surface, repo intake, OKR generation, guarded-cycle execution
- ▸README and CLAUDE.md describe a product factory model with KR-linked work issues and weekly OKR review
Drift assessment: Focused — every merged PR in the last 7 days maps to a Cycle 12 KR. No unlinked feature work detected.
Missing context: External repo adoption evidence, pain-confirmation records, and paid-intent signals are not present in the codebase; they must be gathered through outreach and logged in the validation log.
OKRs
Objective: Prove a dev or small team will connect a real GitHub repo to OutcomeRails and let it run a guarded product-experiment cycle
1 external GitHub repo connected and run through a usable guarded cycle workflow
Verdict threshold: KR = 1.0 when a qualified non-owner connects a repo, reads repo activity, receives OKRs + product brief + KR-linked work issues, and runs the output in Claude Code or Codex without material drift
3 qualified devs or small teams independently confirm the product-guardrails pain after seeing the pitch
Verdict threshold: KR = 1.0 when 3 qualified non-owners each confirm they are building with coding agents but lack guardrails, profitability path, or clear experiment direction
birthdayinvites.app reference run creates shareable full-cycle proof
Verdict threshold: KR = 1.0 when a one-week experiment is defined through OutcomeRails, executed, shipped with a $20–$50 paid ad, measured, and packaged as a before/after proof story with verdict and next-cycle input
1 qualified prospect gives paid-intent or payment signal for product-guardrails help
Verdict threshold: KR = 1.0 when a qualified non-owner clicks a payment CTA, asks for pricing, requests paid help, agrees to pay, or submits a free-cycle request tied to the product-guardrails offer
Product Brief
Positioning
Stop vibe coding features. Run the product experiment most likely to get your first paid user. OutcomeRails is a guardrails layer for devs and small teams using coding agents — it reads your repo, infers the objective, defines OKRs, creates KR-linked work issues, and produces a continue / kill verdict at the end of each cycle.
ICP
Devs and small teams without strong product-management knowledge who build digital products with Claude Code, Codex, Cursor, v0, or GitHub Copilot coding agent, feel they are vibe coding features without a clear path to profitability, and are willing to keep their existing repo and coding tools while adding product guardrails around them.
User Flows
- ▸Flow 1 — First Visit: broadcast post → open OutcomeRails URL → view authless demo → choose next step (connect repo or CTA)
- ▸Flow 2 — Repo Intake: connect repo or paste URL → confirm product context → approve guardrails → confirm cycle readiness
- ▸Flow 3 — Cycle Definition: define Objective and KRs → expand into product brief → create KR-linked work issues → run coding agents through guardrail checks → ship experiment → run distribution
- ▸Flow 4 — Measurement and Next Cycle: record evidence → run measurement checks → post sprint review → run retro → define next Objective/KRs → run kickoff hygiene → close weekly review
Shareability Bar
The founder can post the URL on X by Thursday. The page looks like a product, not a markdown export. The output shown is specific enough that a dev can imagine it running on their own repo. The page explains why OutcomeRails sits above Claude Code, Codex, Cursor, v0, and GitHub Copilot coding agent.
KR-linked Work Issues
feat(outcomerails): add authless frozen guarded-cycle demo
- ✓The frozen demo renders all six guarded-cycle sections with real birthdayinvites content
- ✓The demo route returns HTTP 200 with no authenticated session
- ✓pnpm --filter web build exits 0 with the demo route present
feat(outcomerails): build paste-URL repo intake endpoint
- ✓POST /api/outcomerails/intake accepts a GitHub repo URL and returns an inferred-objective payload
- ✓The endpoint returns REPO_NOT_FOUND for a nonexistent repo without crashing
- ✓The endpoint is authless and reachable without a session cookie
feat(outcomerails): generate OKRs and product brief from repo context
- ✓Given a connected repo context, the system produces an Objective, at least 2 KRs, and a product brief
- ✓Each KR includes a verdict threshold and a measurement-check contract
- ✓The output is structured for coding-agent consumption (typed JSON or markdown with stable headings)
feat(outcomerails): add connect-repo CTA and free-cycle request form
- ✓A qualified visitor can submit a free-cycle request with repo URL and contact from the authless demo page
- ✓Submissions are logged with repo, contact, and intent fields
- ✓A payment or pricing CTA is present and trackable
Measurement Checks
- ▸At least 1 qualified non-owner dev or small team connects a GitHub repo through the product flow during the cycle window
- ▸The workflow reads repo activity signals: issues, PRs, and commits
- ▸The connected repo is transformed into a guarded product-experiment cycle: OKRs, product brief, KR-linked work issues, measurement checks, guardrails, and verdict rule
- ▸The external owner runs the generated OKRs and work issues against the connected repo in Claude Code, Codex, or equivalent without material drift
- ▸At least 3 qualified non-owner devs or small teams are recorded in the validation log
- ▸Each sees the product-guardrails pitch or authless demo
- ▸Each explicitly confirms the pain: no guardrails, no profitability path, or no clear experiment direction
- ▸A birthdayinvites.app one-week experiment is defined through OutcomeRails before execution
- ▸Work issues run through Claude Code or the current coding-agent workflow with OutcomeRails guardrails
- ▸The experiment ships and runs a $20–$50 paid ad with target audience, landing path, and product metric recorded
- ▸A before/after proof package is produced: shipped work, ad result, metric result, weekly review outputs, verdict, and next-cycle input
- ▸At least 1 qualified non-owner prospect clicks a payment CTA, asks for pricing, requests paid help, agrees to pay, completes payment, or submits a free-cycle request with repo/contact/context
- ▸The signal is recorded with a linkable source or redacted evidence handle
- ▸The signal is tied to the product-guardrails offer, not generic interest in AI tools
Verdict Rule
Continue if at least 2 of the 4 KRs score 1.0 by end of Cycle 12. Kill (pause OutcomeRails product framing) if the cycle ships a polished demo-first surface, completes the birthdayinvites.app reference run, broadcasts the proof story, and still produces zero qualified repo candidates, zero paid-intent signals, and fewer than 3 clear pain confirmations. Pivot if one KR scores but not others — narrow the wedge rather than rebuilding the full platform.
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