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Marlowe · Research Retriever

Marlowe pulls the one passage that answers a question out of a business's own HubSpot deals, Drive proposals, and Gmail threads, cites where he found it, and says so plainly when nothing in the record backs the question asked. Before a renewal call, someone digs through HubSpot notes, Drive folders, and old email threads for twenty or thirty minutes to find what was promised eight months ago, and often gives up and asks around. Marlowe searches all three sources at once and answers in under a minute with the deal name, the amount, and the document it came from, cited inline. When the record has nothing, he says so. The team decides what to do with the answer.

SpeedNew Capability
PythonVoyage AI embeddings (voyage-3)PineconeAnthropic SDK (tool use, prompt caching, streaming)HubSpot + Google APIs (Drive, Gmail)
1
minute per question, versus about 30 minutes searching three systems by hand (est.)
3
sources in one index: HubSpot, Drive, Gmail
1
citation on every answer, by deal name, document title, or thread
0
guesses. When nothing relevant comes back, he says nothing was found.
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