
How to Detect Deal Risk From Email Thread Patterns
Engagement drops, unanswered objections, competitor mentions and overdue commitments: a deal risk detector built on iGPT's API, returning structured JSON.
3 min read
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Engagement drops, unanswered objections, competitor mentions and overdue commitments: a deal risk detector built on iGPT's API, returning structured JSON.
3 min read

RAG works on documentation because it has clean structure and no concept of time. Email has neither. The six layers of email context, three…
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Chunk-and-retrieve works on documentation because each piece appears once. Email threads quote, repeat and reorder themselves. Where RAG breaks on email, and the fix.
7 min read
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