{"slug":"langgraph-compare-a-refund-request-to-the-policy","title":"Compare a refund request to the policy","summary":"LangGraph handles this as a draft: Approve-shaped or deny-shaped, with the policy sentence. I decide. Do not issue a refund.","agent":"LangGraph","agentSlug":"langgraph","category":"Support","categorySlug":"support","roles":["Support lead"],"roleSlugs":["support-lead"],"industries":["Retail"],"industrySlugs":["retail"],"jobs":["finance-ops"],"topic":"Support","topicSlug":"support","score":25,"difficulty":"easy","estCost":"No paid plan is required to attempt the playbook. Model or hosting fees can still apply.","costTier":"free","timeSaved":"Ten minutes","prompt":"You are working as LangGraph on one playbook.\n\nTask: Approve-shaped or deny-shaped, with the policy sentence. I decide.\n\nRules:\n- Use only sources I give you. If a file, page, or number is missing, write unknown.\n- Do not invent URLs, prices, or names.\n- Stop rule: Do not issue a refund.\n\nReturn the work product first, then a short list of what you did not do because of the stop rule, and the single decision I still have to make.","steps":[{"title":"Open LangGraph where the source material already lives","detail":"Use the account, repo, or folder that has the real files. If you cannot see them, stop."},{"title":"Paste the prompt and name the exact input","detail":"Approve-shaped or deny-shaped, with the policy sentence. I decide."},{"title":"Check three facts against the source","detail":"A wrong date, amount, or name means the draft is not ready."},{"title":"Keep the stop rule","detail":"Do not issue a refund."}],"sourceUrl":"https://docs.langchain.com/oss/javascript/langgraph/overview","sourceNote":"The LangGraph overview returned HTTP 200 on 16 Oct 2026. This playbook is an original unverified reconstruction of a graph that pauses for a person.","date":"2026-09-12","verified":false,"status":"unverified","sponsorUrl":"","metrics":[{"label":"Hands-on time","value":"Ten minutes"},{"label":"You still approve","value":"Do not issue a refund."}],"faq":[{"question":"Has this LangGraph playbook been re-run for the catalog?","answer":"No. It is an unverified reconstruction. The source URL was checked on 16 Oct 2026."},{"question":"What stays human?","answer":"Do not issue a refund."}],"url":"https://aiplaybookgems.com/usecases/langgraph-compare-a-refund-request-to-the-policy","jsonUrl":"https://aiplaybookgems.com/api/usecases/langgraph-compare-a-refund-request-to-the-policy"}