The operating pattern
The intake and the decision should share a trustworthy record.
Matching products collect context from one side, transform it, let people or systems decide, and explain the result to another side. The company layer around that journey repeats even when the match logic is unique.
- Customer lifecycleUse one bounded contract for companies, users, delegated authority, usage, suspension, and offboarding.
- Source-backed profilesKeep approved statements and supporting material connected rather than turning them into untraceable summaries.
- Governed workGive a worker an exact intake, profile, document, repository, or review job with a budget and owner.
- Decision evidencePreserve the original request, the material used, the review, the usage, and the accepted result.
What the product team owns
The substrate does not decide who belongs together.
Wrk.Dog provides company systems. It does not supply the market's trust model, verify a person's identity, rank one side against another, or move money between them.
- Identity + eligibilityLicenses, background checks, right-to-work, sanctions, fraud, and credential validity require specialist services and policies.
- Matching logicRanking, fairness, eligibility, explainability, and the market-specific definition of a good match remain product IP.
- Market experienceIntake, profiles, search, messaging, availability, booking, and support stay in the customer-facing product.
- TransactionsEscrow, payouts, commissions, refunds, taxes, and payment disputes stay with regulated payment systems.
A useful first proof
Start with one intake-to-review loop.
Choose one owned intake or profile workflow with approved material, a named reviewer, and a known result. Keep the first proof read-only or decision-supporting rather than allowing it to make the match.
- Source testCan each accepted profile claim point back to what the person or approved record actually said?
- Boundary testCan each side see only the material and company context it is entitled to receive?
- Decision testDoes the named owner remain responsible for what crosses from suggestion to accepted result?
- Value testMeasure intake, research, and review time removed without claiming automated selection or transaction.