Systems / Blueprint 04
Stop paying your best reps to read junk.
An LLM qualification layer that reads every form fill, chat transcript and email reply the way your strongest SDR would, scores it against your ICP and routes real buyers in seconds. Junk gets filtered before it reaches anyone's calendar.
What it costs you today
SDRs spend most of their week researching, qualifying and disqualifying leads that should have been filtered before the pipeline. Rule-based scoring cannot fix this. A fixed system, +10 points for a whitepaper download and +5 for a C-level title, cannot interpret context, urgency, real budget or actual operational pain.
- Rigid scoring. Point systems cannot read the context of a form fill, a chat transcript or an email reply.
- False positives. Students, competitors and tire-kickers score high by downloading content.
- Missed nuance. A low-title contact inside a major account is often the perfect entry point. Point rules punish exactly that lead.
- SDR burnout. Expensive reps burn hours reviewing generic profiles instead of working real opportunities.
- Routing errors. Enterprise leads land in the wrong queue because the system cannot read intent. Speed-to-lead drops and the deal cools while someone reroutes it by hand.
The architecture
A deterministic enrichment layer feeding an LLM evaluation pipeline. It reads unstructured context like form notes, emails and chat transcripts alongside structured data: company size, revenue, source, industry, CRM history. Event-driven at every step and instrumented for failure recovery.
Data Aggregator
Pulls the lead payload, enrichment data and CRM history into one normalized context object. Everything known about the lead sits in one record before evaluation starts.
Intent Parser
An LLM agent reads form notes, chat transcripts and email replies to extract budget, authority, need and timeline. Unstructured text becomes decision-grade signal a point system could never parse.
Fit Evaluator
Compares firmographic data against your ICP matrix and flags bad-fit leads before they reach a rep's queue. Students and competitors get caught here, not on a discovery call.
Scoring Matrix
Combines intent, urgency and fit into one score with justification, confidence level and routing metadata attached. No black boxes: every number carries its reasoning.
Routing Dispatcher
Sends each lead to Enterprise AE, SMB SDR, nurture sequence, manual review or disqualification. The right queue gets the lead in seconds, not after the next pipeline review.
Feedback Loop
Ingests closed-won and closed-lost outcomes from your CRM and tunes the scoring rules against reality. Routing errors shrink quarter over quarter instead of accumulating.
What lands in your CRM
The output is not just a number. Every evaluated lead comes back with five things:
- A contextual score built on fit, intent, urgency, authority and buying signals.
- A routing decision: sales, nurture, manual review or disqualification.
- A qualification summary in plain English: why this lead deserves action today, or why it does not.
- Structured CRM updates written back into your fields for reporting and follow-up.
- An audit trail: input data, scoring reasoning, routing path and exceptions logged per lead. When a rep asks why a deal got routed cold, the answer is one query away.
Built to fail safely
Circuit breakers
Fallbacks on every external service. When an enrichment API degrades, leads route around it instead of piling up unnoticed.
Observability
Structured logs, metrics and alerting on queue depth and latency. You see throughput problems before sales does.
Scoped permissions
Role-based access at tool and data level. The engine writes only to the fields you handed it.
Deployment roadmap
Typical deployment runs 6 to 8 weeks from kickoff to production cutover. You see it working at every milestone.
Foundation
Instrumentation and the dedupe layer live against your real lead sources.
Enrichment and scoring
Enrichment pipeline connected, LLM scoring logic tuned against your ICP and historical wins.
Routing and sync
Routing automation and CRM writeback running end to end on live traffic.
Harden and cut over
Load testing, failure handling and production cutover. It runs without me before I call it done.
Want leads scored before a human ever sees them?
Paste your current qualification mess into the free diagnostic. I will tell you what fits, what does not and what it takes to ship.
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