Define the orientation job before choosing a product

Treat “skin texture ai free” as a broad orientation request, not as evidence that a feature exists. The action implied by the query is to clarify the term and choose the next production decision; the working object is still image. Write the intended audience or user, authorized input, desired change, review owner, and finished handoff. Also state what the task excludes. This brief keeps search wording from turning into an unsupported promise about SEELE, a named vendor, a model, or an automatic result. While evidence is current, preserve the test fixture, and ask the rights reviewer to record visible continuity before the editorial approval.

• Input: the named plan or product, region and account context, intended commercial use, current official terms, and an evaluation date While evidence is current, preserve the review copy, and ask the accessibility reviewer to record claim scope before the editorial approval.
• Success: a dated access decision that distinguishes trials, credits, exports, licenses, and commercial rights instead of treating the word free as a permanent promise While evidence is current, preserve the handoff draft, and ask the creative lead to record camera logic before the editorial approval.
• Stop condition: missing rights, consent, safety review, primary evidence, or delivery authority While evidence is current, preserve the decision history, and ask the model evaluator to record input provenance before the editorial approval.

Use the category discovery method

Start by defining the term or named product in neutral language, then separate the reader's likely production job from brand recognition, spelling variants, and search popularity. Build a shortlist of questions before opening any workspace or vendor page. For this query, clarify the intended meaning and production job before choosing a process or product. Keep notes about assumptions, source dates, failed checks, and human decisions beside the working asset. The category-discovery classification determines this learning sequence, while the authoritative taxonomy remains the only owner of the route. This page supplies editorial copy and cannot silently change the category, subhub, or URL. While evidence is current, preserve the rights memo, and ask the production lead to record control availability before the editorial approval.

Apply the price, access, and usage terms boundary

Search wording does not prove free access, a download, rolling credits, monetization, commercial rights, or any entitlement. Verify current first-party pricing, plan limits, license terms, and platform policy. Work from the named plan or product, region and account context, intended commercial use, current official terms, and an evaluation date. Review toward a dated access decision that distinguishes trials, credits, exports, licenses, and commercial rights instead of treating the word free as a permanent promise. A polished draft is not enough: the reviewer must be able to see which source supports each factual statement, who authorized each asset or identity, and which product behavior is still an unanswered test question. Topic selection alone never establishes safety, availability, quality, or permission. Before moving on, preserve the input snapshot, and ask the model evaluator to record control availability before the reversible handoff.

• Date the plan and region Before moving on, preserve the control log, and ask the creative lead to record failure conditions before the reversible handoff.
• Separate access from usage rights Before moving on, preserve the rights memo, and ask the policy reviewer to record format readiness before the reversible handoff.
• Record export and credit conditions Before moving on, preserve the evidence table, and ask the identity reviewer to record reversal cost before the reversible handoff.

Record evidence, review the handoff, and name the next check

The handoff should state what the reader now understands, which interpretation remains uncertain, and which official source would be needed before a product-specific conclusion is publishable. Run separate passes for craft, factual accuracy, identity and source rights, safety, accessibility, and destination requirements. Record the source and verification date for any changing platform, model, price, policy, privacy, export, or compatibility statement. If primary evidence is missing, publish the item only as a question or editorial planning step. The finished handoff must name the approver and preserve a path back to the authorized original. While evidence is current, preserve the failure note, and ask the identity reviewer to record input provenance before the rights check.