1. Establish the asset and intended path

Normalize the domain and acquisition terms, then state the intended buyer, use case, and monetization path. A flip, rebuild, and defensive acquisition have different evidence requirements. If the thesis cannot name a plausible user, the rest of the score has little meaning.

2. Collect independent evidence

The file combines name quality, auction pressure, comparable sales, DNS and HTTP posture, archive history, reputation signals, and manual research. Provider outputs remain attributable so reviewers can distinguish a source observation from a derived score or an AI-assisted summary.

3. Apply risk gates

Severe trademark, malware, deceptive-use, or reputation evidence can override commercial promise. Missing data lowers confidence; it does not silently become a clean result. Ambiguous legal questions require qualified advice.

4. Estimate a range and maximum bid

Valuation starts from conservative comparable evidence and plausible buyer demand. The maximum bid then accounts for fees, renewals, commissions, holding time, liquidity, and a margin of safety. It is intentionally lower than an optimistic retail appraisal.

5. Produce Buy, Watch, or Avoid

  • Buy: adequate evidence, acceptable risk, and price below the pre-committed ceiling.
  • Watch: promising economics with a material question still open or price too close to the ceiling.
  • Avoid: severe risk, weak buyer logic, or economics that do not compensate for uncertainty.

6. Validate against outcomes

Recommendations are not presented as certainty. DomainLensIQ stores pre-bid decisions and compares them with auction clearing prices, acquisitions, holding costs, and realized exits. Held-out backtests and paper trades are used to test whether the scoring adds value beyond a basic appraisal baseline.

Limitations

Domain markets are illiquid, private outcomes are incomplete, historical records contain gaps, and model inputs can be wrong. DomainLensIQ does not guarantee a sale, ranking, legal clearance, or investment return. Human review remains part of every material purchase.