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Domain Intelligence / Investing Operations · Archived

Domain Scout

Knowing when not to buy.

Completed research into evidence-driven domain discovery and guarded purchasing. The experiment found no candidates that justified buying under its policy, and scheduled scans were stopped.

WebSource record · October 2026

Built around a specific job.

Domain Scout collected live technical signals, generated candidate names, checked availability and prior history, and evaluated modeled expected value behind deterministic spend gates. The completed experiment is documented as a negative result: available candidates did not justify buying under the standing assumptions. The repository is not maintained as a product for outside use, and scheduled scans were switched off on August 22. Historical screenshots show the research interface, not an active investment service. The result highlights uncertain lookup states, unvalidated sale-probability assumptions and the need to stop automation when its premise fails.

A completed research experiment in domain discovery, modeled value and spending controls.

  • Failed availability and history lookups retain an unknown state
  • Server-side spending policy remains authoritative
  • The outcome and model limitations are documented
  • Scheduled scans were stopped when the experiment ended
Ways people use it
  • Study a completed negative research result
  • Inspect uncertainty handling in external lookups
  • Review deterministic gates around automated spending

The working scope.

  • Scout boardReview live-scored domain candidates and record approve / watch / reject decisions.archived
  • WatchlistHold promising names for a seven-day watch before deciding.archived
  • Live Porkbun availabilityCheck live Porkbun availability and price without blind retries.archived
  • Sources control planeMonitor live signal connectors: no invented data for failed sources.archived
  • Prediction engine & hard gatesA four-stage prediction engine with hard spend gates.archived
  • Paper-trade labCalibrate on production decisions before unlocking live spend.archived
  • Acquisitions & resale pipelineTrack resale drafts and outcomes after confirmed live acquisitions.archived
  • Launch / production controlSee at a glance whether production is LOCKED or LIVE GATED.archived
  • Private admin authenticationAdministrator token gate for the private operations portal.archived
Feature details and benefits

Scout board

Pending candidates with theme, rationale, quality score, trademark-risk band, availability context, and source tags. Decision brief shows confidence and purchase panel controls without enabling autobuy.

  • Fast triage of live-signal shortlists
  • Auditable decision ledger

Watchlist

Watch status filtered into its own tab so operators can park names without approving spend intent prematurely.

  • Holding period without premature approval

Live Porkbun availability

On-demand registrar checks with database-backed rate limiting and clear unavailable / retry states.

  • Fresh registrar truth before intent
  • Respectful rate-limit handling

Sources control plane

Connector cards for live, needs_auth, needs_key, permission_required, and disabled states with last-checked times.

  • Visible connector health
  • Honest partial results

Prediction engine & hard gates

Detect → Generate → Challenge → Learn stages plus checklist gates for availability, price, sources, trademark risk, natural speech, and confidence. Autobuy eligibility shown as currently disabled.

  • Shared rejection vocabulary
  • Policy before enthusiasm

Paper-trade lab

Aggregates scan runs, candidates, availability checks, and paper spend with calibration requirements. No simulated rows are inserted by the app.

  • Prove edge before cash risk

Acquisitions & resale pipeline

Idempotent porkbun-manual draft after confirmed live purchase; operators paste marketplace URL and record inquiries, offers, sale price, fees, and drops. Marketplace listing creation remains manual.

  • Close the loop from purchase to outcome

Launch / production control

Readiness checklist for database, live sources, registrar credentials, LLM gateway, live purchase capability, and autobuy-disabled confirmation, plus server-enforced money limits.

  • Unambiguous safety posture

Private admin authentication

Token login issuing an HttpOnly session cookie; APIs also accept bearer admin token. Not a public self-serve product.

  • Portal stays private to authorized operators

Project details.

Domain Scout specifications
PlatformWeb
AvailabilityArchived
Source recordOctober 2026Synchronization date, not a capture or launch date
Who it is forBuilders evaluating automated research systems · Teams studying evidence quality and spend controls
Tools behind the buildNext.js · React · TypeScript · Tailwind CSS · Neon Postgres · Vercel · Vercel AI Gateway · Porkbun · Zod

Public update log.

Recorded update · 2026-08-22

Experiment concluded; scheduled scans stopped

Domain Scout is now documented as a completed negative result rather than a product for outside use. Its expected-value policy did not justify buying the available candidates, and scheduled scans and quote sweeps were switched off.

  • Repository postmortem documents the result and corrected hypotheses
  • Sale-probability assumptions remain unvalidated
  • Scheduled scanning and availability sweeps are disabled
  • Historical interface captures remain available as research evidence
Domain Scout updates
August 2026Experiment concluded; scheduled scans stoppedDomain Scout is now documented as a completed negative result rather than a product for outside use. Its expected-value policy did not justify buying the available candidates, and scheduled scans and quote sweeps were switched off.
August 2026Domain Scout published, with the spend gates documentedThe scout board, live source connectors, prediction engine, paper-trade lab, acquisitions pipeline and launch control are now documented publicly. Live purchasing stays off by default behind paper mode, a kill switch, budget and price ceilings, and exact confirmation.

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