Sales & Outreach
Autonomous AI Lead Generation & Sales Outreach Automation Platform
Phase 1–3 gates Passed
NL briefs, multi-source discovery, research/scoring, HITL outreach packages, and CRM sync with DLQ.
M0–M10 complete · API 1.0.0 · Closeout 2026-09-11
The problem
SDRs drown in manual prospecting, ungated cold email, and messy CRM sync.
Manual prospecting
Lists live in sheets; ICP is tribal knowledge.
Ungated cold email
SDRs send without approval packages or domain health checks.
Fabricated seller claims
LLMs invent logos, metrics, and pricing.
Weak CRM hygiene
Duplicates, missed replies, no idempotent sync.
Silent failures
Sequences die; no DLQ; no operator inbox.
The solution
FastAPI owns ICP/score/HITL/RAG; n8n owns sequence/send wrappers — no fabricated seller claims.
Production lead-gen automation: ICP from natural-language briefs, discovery/enrichment, gated sandbox sends, reply classification, and CRM hygiene — not ungated cold email.
NL brief → ICP
Structured ICP from natural-language sales briefs.
Discover + score
Multi-source discovery, research, and ranked scoring.
HITL outreach packages
Approve before sandbox or live send.
Reply → CRM
Classify inbound, sync CRM, honor unsubscribe.
ABM queue
Ranked filters and manual boost for high-value accounts.
Brief → ICP/discover/enrich → score → HITL → sandbox send → reply agent → HubSpot/Pipedrive/SF → DLQ/dashboard
Before → After
Architecture
Delivery
Milestone narrative from kickoff through closeout — all gates met.
| ID | Theme | Unlocked |
|---|---|---|
| M0–M1 | Architecture + skeleton | Compose stack, schema, FastAPI, n8n, health |
| M2–M3 | Core intelligence | Orchestrator/agents, RAG, primary integrations |
| M4–M5 | Reliability + HITL | Approvals, DLQ, audit, Phase 1 gate |
| M6–M7 | Depth + Phase 2 | Secondary channels/agents, Phase 2 regression |
| M8–M9 | Dashboard + scale | Ops UI RBAC, eval, observability, adapters |
| M10 | Closeout | Docs, UAT/smoke, KT pack, deliverables |
Proof
Verified on local Docker dry-run — no invented client metrics.
Phase gates
1–3 Passed
Lead-gen journeys evidenced
Milestones
M0–M10
Complete
API
1.0.0
Lead-gen platform
Sends
HITL gated
No ungated cold email path
Stack
- FastAPI
- n8n
- Postgres
- Redis
- Qdrant
- OpenAI
- HubSpot / Pipedrive / SF
- Caddy
Want a system like this?
We build production AI ops platforms — multi-agent orchestration, RAG, CRM, and reliable automation — not one-off chatbot demos.