- 01
Define the workflow learning job
Treat “photo grading” as a search job to investigate, not as proof that a SEELE feature exists. First turn the query into a repeatable sequence with explicit inputs, review points, and a reversible handoff. Write the intended audience, source owner, desired change, protected details, reviewer, and delivery condition before selecting any interface or model. That brief keeps the evaluation specific and makes an unsupported assumption visible early. For a reversible workflow, preserve the handoff draft, and ask the production lead to record format readiness before the reversible handoff.
- 02
Prepare inputs for visual creation tools
For this topic, assemble a clear creative job, authorized references, required controls, reviewer expectations, budget context, and delivery format. Record where each source came from, who may use it, and what must remain unchanged. Use a small representative asset for the first pass, keep the original untouched, and define a fallback route so experimentation cannot silently become the production master. For a reversible workflow, preserve the delivery checklist, and ask the factual editor to record failure conditions before the dated decision.
- Confirm ownership, consent, and allowed reuse For a reversible workflow, preserve the review copy, and ask the delivery owner to record revision intent before the workflow transfer.
- Preserve an untouched source and version history For a reversible workflow, preserve the test fixture, and ask the continuity editor to record camera logic before the workflow transfer.
- Name the reviewer and acceptance condition For a reversible workflow, preserve the source ledger, and ask the factual editor to record identity consent before the workflow transfer.
- 03
Test observable controls for photo grading
A bounded evaluation should inspect input support, controllability, source fidelity, revision behavior, governance, collaboration, and handoff readiness. Change one meaningful variable at a time and record the date, workspace, account context, input, setting, result, and failure. Topic selection can prioritize the question, but it does not establish availability, quality, speed, licensing, or a supported SEELE workflow. For a reversible workflow, preserve the decision history, and ask the source custodian to record disclosure clarity before the workflow transfer.
- 04
Review evidence, safety, and policy boundaries
Third-party names, pricing, features, access, and specifications require current dated first-party verification. Use only authorized media, separate observed behavior from marketing language, and check current first-party documentation for any product-specific claim. For third-party products, competitors, plans, models, and platform rules, attach a verification date and primary source; an absent statement is an evidence gap rather than proof of a limitation. For the named reviewer, preserve the claim inventory, and ask the source custodian to record claim scope before the fallback decision.
- 05
Approve a reversible production handoff
Before advancing “photo grading”, use a matched test asset, record the date and account context, separate observations from claims, and document tradeoffs. Document remaining manual work, unresolved evidence, destination requirements, and the person accepting the result. The handoff should preserve sources and test notes, allow correction, and avoid promises about output quality, turnaround, business performance, publishing, or access that the evidence does not support. At handoff, preserve the claim inventory, and ask the rights reviewer to record human approval before the delivery pass.