Methodology
Evidence first. Recommendations second.
Listnara audits only the information supplied to it. Each finding should connect a cited fact or customer signal to bounded reasoning and a practical next step.
The audit chain
1. Evidence
A specific title phrase, bullet, product fact, competitor claim, or supplied review.
2. Reasoning
A limited explanation of the buyer question or information gap that evidence supports.
3. Action
A prioritized recommendation describing what to add, clarify, verify, or move.
What the score covers
Buyer clarity
Can a shopper quickly understand what the product is, who it is for, and the primary benefit?
Information completeness
Are important dimensions, compatibility details, materials, use conditions, or limitations missing?
Differentiation
Does the listing explain why this offer is meaningfully different without inventing unsupported claims?
Conversion readiness
Does the supplied content resolve likely objections and make the next decision easier?
Search coverage
Does the listing text cover relevant product language supplied by the seller? This is not keyword-volume or ranking analysis.
The score is a structured diagnostic, not a forecast of sales, conversion rate, organic rank, or advertising performance.
What the audit does not know
Unless supplied or verified, Listnara does not know actual dimensions, performance, certifications, keyword demand, search rank, conversion data, inventory, price competitiveness, or whether a product claim is legally supportable. Missing information should be verified—not invented.