{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "roy-tong-agentmeasure--build-dispute-pack-from-recount-findings",
 "repo": "roy-tong/AgentMeasure",
 "repo_url": "https://github.com/roy-tong/AgentMeasure",
 "repo_slug": "roy-tong-agentmeasure",
 "title": "Build a Dispute and Recovery Pack from a recount",
 "page_title": "How to build a Dispute and Recovery Pack from a recount with Agent Measure",
 "summary": "Turn recount findings into a Dispute and Recovery Pack, then record what the vendor actually conceded.",
 "who": "A procurement or finance owner who has already recounted a vendor invoice and now needs a structured dispute file.",
 "problem": "A recount shows a variance, but the claim is not yet organized for the vendor and the team needs to separate what was claimed from what the vendor accepted.",
 "outcome": "A Dispute and Recovery Pack built from the recount, plus a recorded result showing what the vendor conceded, kept separate from the original claim.",
 "steps": [
  "Run `pip install agentmeasure` and complete the recount from the first use case so you have findings to work from.",
  "Run `agentmeasure prepare` on a native Intercom or Zendesk export to map it onto the canonical columns, if your export is in that native format. (inferred, check the README)",
  "Run `agentmeasure dispute` to build the Dispute and Recovery Pack from the recount. (inferred, check the README)",
  "Send the pack to the vendor through your own channel. Agent Measure does not send it for you.",
  "Run `agentmeasure recovery` and record only what the vendor actually conceded, not the full claim. (inferred, check the README)"
 ],
 "agent_prompt": "Using the AgentMeasure repo, use the existing recount findings to run `agentmeasure dispute` and summarize the resulting pack. Then run `agentmeasure recovery` with the vendor concession, and verify that the recorded amount is kept separate from the original claim.",
 "agents": [
  "any"
 ],
 "difficulty": "Advanced",
 "time": "45 minutes",
 "basis": "readme",
 "caveat": "The README does not document flags for prepare, dispute or recovery, so confirm their exact syntax with `agentmeasure <command> --help` before running them, and a recovery is recorded only when the vendor actually concedes.",
 "category": "Money",
 "tags": [
  "Money"
 ],
 "lang": "python",
 "requirements": [
  "Python 3.9 or newer and pip",
  "A terminal on macOS, Linux or Windows",
  "A vendor billing export as CSV for the recount use case, or local Codex or Claude Code session logs for the log use cases",
  "Permission to read the session logs or export files you point the tool at"
 ],
 "risk": "sensitive",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [
  {
   "tag": "credentials",
   "notice": "The dispute pack and vendor correspondence contain billing and customer data, so limit who receives them."
  }
 ],
 "best": false,
 "score": 0.6,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/roy-tong-agentmeasure/build-dispute-pack-from-recount-findings/",
 "md": "https://dedupedai.com/use-cases/roy-tong-agentmeasure/build-dispute-pack-from-recount-findings/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/roy-tong-agentmeasure--build-dispute-pack-from-recount-findings.json",
 "api_version": "v1"
}