Define the procedure job before choosing a product

Treat “how to make ai images look real” as a step-by-step learning request, not as evidence that a feature exists. The action implied by the query is to create a planned asset or draft; the working object is editorial topic. 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. For the working record, preserve the delivery checklist, and ask the brand reviewer to record input provenance before the evidence refresh.

• Input: the highest-quality available source, provenance metadata, edit history, context, and an explicit review question For the working record, preserve the reference set, and ask the factual editor to record camera logic before the evidence refresh.
• Success: a cautious evidence record that distinguishes observable signals from a verified origin and preserves uncertainty For the working record, preserve the rights memo, and ask the factual editor to record evidence freshness before the delivery pass.
• Stop condition: missing rights, consent, safety review, primary evidence, or delivery authority For the working record, preserve the evidence table, and ask the workflow owner to record failure conditions before the delivery pass.

Use the how-to method method

Translate the request into an input, a reversible action, a checkpoint, and a finished handoff. Practice on a duplicate or non-sensitive sample, preserve the original, and stop when authorization, account access, safety, or factual uncertainty appears. For this query, sequence the work into reversible decisions and observable review points. Keep notes about assumptions, source dates, failed checks, and human decisions beside the working asset. The how-to-guides 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. For the working record, preserve the handoff draft, and ask the source custodian to record camera logic before the delivery pass.

Apply the authenticity and provenance signals boundary

Visual appearance alone cannot prove whether media is AI-generated, real, edited, legitimate, or attributable to a named system. Avoid definitive labels without reliable provenance. Work from the highest-quality available source, provenance metadata, edit history, context, and an explicit review question. Review toward a cautious evidence record that distinguishes observable signals from a verified origin and preserves uncertainty. 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. For this decision, preserve the brief version, and ask the claims reviewer to record revision intent before the reversible handoff.

• Preserve the original and metadata For this decision, preserve the source ledger, and ask the identity reviewer to record input provenance before the reversible handoff.
• Separate observation from attribution For this decision, preserve the reference set, and ask the claims reviewer to record evidence freshness before the dated decision.
• Escalate consequential decisions to expert review For this decision, preserve the delivery checklist, and ask the identity reviewer to record control availability before the dated decision.

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

The result should be reproducible from the written decisions while leaving product-specific buttons, limits, and account behavior to current official documentation rather than invented steps. 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. For the working record, preserve the evidence table, and ask the delivery owner to record reversal cost before the dated decision.