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chatexport-need-miner
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Mines offline Telegram Desktop chat exports (result.json) for unmet market needs and product opportunities using chunked streaming and verbatim quote grounding. Trigger phrases: mine chat export, telegram result.json, find unmet needs, analyze telegram chat.
When to use
- The user provides an offline Telegram Desktop chat export (`result.json` or multi-file directory) and requests market research, customer problem analysis, or tool opportunity discovery.
- The user asks: "What are people in this chat struggling with?", "Find product ideas from this export", "What tools do users wish existed?", or "Mine complaints from this group".
- Analyzing multi-megabyte or gigabyte JSON dumps where standard in-memory deserialization (`json.load()`) risks out-of-memory (OOM) fatal crashes.
- Cross-referencing user complaints across multiple independent communities to eliminate echo-chamber noise.
- The user wants live channel scraping, continuous bot monitoring, or MTProto API automation (use dedicated online fetchers).
- Analyzing personal 1-on-1 romantic or private relationships.
- Processing generic SaaS helpdesk feeds (Zendesk, Intercom, Gong) with structured ticket schemas.
When not to use
- Use only exports you are authorized to analyze. Chat exports can contain personal or sensitive information; minimize copied excerpts, redact identifiers in reports, and follow applicable retention and privacy requirements.
- Keep raw exports local and offline as described above. Do not upload messages, quotes, or identifiers to external services or include them in public reports without explicit authorization.
- Keyword counts and clustered themes are exploratory signals, not representative market research. Validate conclusions with independent evidence and do not infer intent from isolated messages.
- Chunked text scanning is not a complete Telegram JSON parser; malformed exports, escaped content, nested schemas, or encoding issues can affect counts. Verify any quoted excerpt against the original export.
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