Bring external evidence into the decision.
Connect site context and market signals to the work under consideration, with sources attached.
Show moreKeep the source conversation, the decision, and the resulting work together. You approve what starts and what ships.
Start with your public website. Bring a live delivery workflow when you are ready for a paid pilot.
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Connect delivery to the outcome that matters. The example below illustrates how that feedback loop works.
Illustrative workflow with staged figures and experiment history.
Conversation, evidence, approval, and outcome—in one connected record.
“We had demand from cultural institutions, but the public experience was not ready for those buyers until the story and controls caught up.”
Rupert, Setmaker
Read the Setmaker storyConnect site context and market signals to the work under consideration, with sources attached.
Show moreRank the next move using buyer evidence, expected impact, and current priorities.
Show moreKeep scope, code changes, and verification attached to the delivery—not just the original request.
Show moreCrawl preserves the evidence. Signal ranks the decision. Light Reach turns the approved move into verified work, then feeds the measured result back into what happens next.
Setmaker example: a PostHog funnel shows a 24% relative lift in public-tour completion, linked back to the original customer signal.
Evidence mapped
Decision ranked
Work verified
Follow the guided-import example from the walkthrough above: one request, a scoped engineering task, and a draft pull request you can inspect.
The recorded walkthrough starts with a request to recover a failed import without losing the workspace.
Retry the import. Keep the original workspace.
A task needs evidence of relevance and ownership. In this demo, supplied repository context identifies the saved import checkpoint.
Existing workspace + saved checkpoint
The scope makes the intended behavior reviewable: recover the import, preserve existing rows, and avoid duplicates on retry.
Preserve rows · retry safely · reject invalid checkpoints
After approval in the staged app sequence, the film shows a separately prepared draft PR with example code and tests—not an automatic merge.
Draft, unmerged · two recorded unit tests passed
Recorded product demo with staged app data. The real draft PR was prepared separately for filming; this is not a live autonomous run or a customer outcome.
Recorded September 7, 2026. Playback timing is condensed. No claim of autonomous end-to-end completion, production deployment, or measured time saved.
Separate development evaluations
Historical task scores use GPT-5.4; current-model validation is pending. These checks are not customer success rates or an end-to-end voice-to-PR score.
14/14 investigated cases passing all checks
Small, agent-authored fixtures—not real-world task accuracy.
24/24 correct readiness decisions
Readiness decisions—not independently reviewed plan quality.
64/113 full-cohort tasks passed (56.6%)
Separate external coding benchmark—not a customer PR success rate or leaderboard comparison.
Bring one active workflow with a clear approval owner. We scope the pilot around the evidence, decision, resulting work, and outcome that need to stay connected. Book a 20-minute pilot fit call.
Light Reach researches your public site and prepares context for your next conversation. Submitting a website does not connect private tools or approve any change.
A Product Decision: a living product document with scope, evidence, contradictions, and open questions pulled together from your site and conversations. You can approve, revise, reject, or defer it. Approval for specification does not authorize research outreach, code, merge, or deploy.
A prepared workspace starts under Light Reach control. After you verify the invited email and claim it, you become the client owner. The sources, transcripts, and Product Decisions already created stay in that same workspace.
The first preparation step uses only your public website. Calendar, analytics, or repository access is introduced later, in context, and requires an explicit connection or authorization.
No. Approving the Product Decision never silently authorizes research outreach, code changes, merge, or deploy. Each is a separate action.
You can still capture the conversation and review the Product Decision. A prototype or engineering path can be discussed later, but Actionairy does not promise to clone a private product from its public website.