Define the procedure job before choosing a product

Treat “how to make ai generated images more realistic” 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 this checkpoint, preserve the handoff draft, and ask the rights reviewer to record claim scope before the delivery pass.

• Input: the highest-quality available source, provenance metadata, edit history, context, and an explicit review question For this checkpoint, preserve the decision history, and ask the accessibility reviewer to record reversal cost before the controlled revision.
• Success: a cautious evidence record that distinguishes observable signals from a verified origin and preserves uncertainty For this checkpoint, preserve the test fixture, and ask the production lead to record format readiness before the controlled revision.
• Stop condition: missing rights, consent, safety review, primary evidence, or delivery authority For this checkpoint, preserve the review copy, and ask the source custodian to record failure conditions before the controlled revision.

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 this checkpoint, preserve the delivery checklist, and ask the delivery owner to record reversal cost 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. Before revision, preserve the decision history, and ask the release approver to record human approval before the delivery pass.

• Preserve the original and metadata Before revision, preserve the handoff draft, and ask the brand reviewer to record source fidelity before the evidence refresh.
• Separate observation from attribution Before revision, preserve the failure note, and ask the channel editor to record disclosure clarity before the evidence refresh.
• Escalate consequential decisions to expert review Before revision, preserve the authorization record, and ask the rights reviewer to record control availability before the evidence refresh.

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. While evidence is current, preserve the claim inventory, and ask the accessibility reviewer to record claim scope before the controlled revision.