Autonomous Outreach & Triage
Reach thousands of buyers without spending all day in your inbox.
Looking for a way to reach thousands of buyers through cold email without spending your whole day in an inbox?
How the system runs
- Reply capture
- SQLite job
- Build & review
- Authorized delivery
Under the hood
Python adapters and a SQLite-backed state machine record handoffs, claims, leases, and receipts. Models receive bounded interpretation or review tasks. File hashes tie quality-review evidence to the artifact being sent. The documented test required manual recovery; durable records expose those gaps rather than hiding them.
The problem
Outreach at scale breaks when emails hit spam folders, or your team gets buried under hundreds of out-of-office replies and misses the actual interested buyer.
What we built
Connected inbox listeners, primary-inbox deliverability infrastructure, automated reply sorting, and instant calendar routing on a durable queue.
Results & proof
Sends 100k+ emails a month, clears 85-90% of routine inbox traffic automatically, and routes qualified buyer inquiries straight to sales reps in minutes.