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Workflow 03 — Pipeline Creation

Speed-to-Lead Qualification Agent

Inbound leads get enriched, qualified, routed, and offered a meeting inside an enforced SLA — with the agent escalating to a human the moment confidence drops, not after the lead has gone cold.

At a glance

The Speed-to-Lead Qualification Agent enriches, qualifies, routes and books inbound leads inside an enforced response SLA, and escalates to a human as soon as confidence drops rather than after the lead has gone cold. It is one of fifteen workflows in the Enterprise GTM Agent Stack, an Opsmarshal series on AI enablement and agentic workflows.

Owned by
Marketing Ops
Writes back to
CRM lead, Calendar, Audit log
Held to
< 5 min — Median first response
Gate
Permission → Evidence → Approval → Audit
SLA: sub-5-minute first responseWrites to: CRM lead + routing logEscalation: human on low confidence
Business Pain

Why this exists

The status quo

Median B2B inbound response is measured in hours; conversion decays in minutes. Routing rules break silently, leads sit in queues, and nobody owns the gap between form-fill and first touch.

What this workflow changes

Every lead gets a decision in minutes, and every path is logged. The SLA is enforced by the system — misses page a human instead of vanishing into a queue nobody watches.

Architecture

Reference architecture

Inputs
Form + chat + demo requestsall inbound surfaces, one queue
Enrichment vendorswaterfall, confidence-scored
Calendar availabilitylive, re-checked at booking
Agent Layer
Enricheridentity resolution + firmographic fill with per-field confidence
Qualifiersegment-level rubric — BANT-lite for velocity, full rubric for enterprise
Router + Bookerassigns owner; books only above confidence threshold
Governance
Gate: permission → evidence → approval → auditauto-book only for in-rubric, high-confidence leads · everything else routes to a human with the evidence assembled · declines are logged decisions
Systems of Record
CRM leadqualification, evidence, and routing outcome
Calendartransactional booking writes
Audit logSLA clock, decision, and any escalation
DecisionChoiceRationale
Framework is segment configBANT-lite for velocity motions; full rubric for enterpriseOne rubric can't serve a $99 self-serve signup and a 2,000-seat inquiry. Segment-level config with a shared extractor keeps it governable.
Confidence-gated automationThe bot books only what it's sure aboutA wrong auto-booked meeting costs an AE hour and buyer goodwill. Below threshold, the lead routes to a human — with the evidence already assembled.
Live Demo

Run a scenario through the gate

Three curated scenarios — one that passes, one that flags for a human, one that the gate blocks. Watch the verdict, the evidence rows, and the audit log.

Inbound Lead Router

Governance audit log

[ready] agent idle — pick a scenario
Operator Control Panel

Someone has to run this thing

Agents don't remove operators — they change what operators watch. Console spec: who owns it, what they check, what pages them, and how they pull the plug.

Speed-to-Lead Qualification Agent — Ops Console

Owner: Marketing Ops

Daily monitors

  • SLA attainment — response-time distribution, not just the median
  • Enrichment match rate and escalation queue depth

Weekly reviews

  • Qualification precision — 20-lead audit sample
  • Routing coverage — leads landing in fallback queues signal broken rules

Alert thresholds → who gets paged

  • SLA breach rate >5% in any hour → MOps immediately
  • Form/webhook feed silent 30 minutes → sev-1 — silence is an outage

Manual controls

  • Per-segment auto-book toggle — disable booking without disabling qualification
  • Business-hours override per region
  • Kill switch — all leads route to human queue; SLA timers keep running so visibility survives the halt
Eval Metrics

What this workflow is held to

< 5 min
Median first response
form-fill to meaningful first touch
≥ 90%
Routing accuracy
leads that never needed a re-route
≥ 85%
Qualification precision
audited against human judgment weekly
Failure Modes

How it breaks, and what catches it

Enrichment misfire

A wrong company match on a generic domain routes an enterprise lead into the SMB queue. Mitigation: Low-confidence enrichment downgrades to human routing — the system never guesses a tier.

Calendar collision

Auto-booking against stale availability double-books AEs and burns credibility on day one. Mitigation: Booking writes are transactional with a live availability re-check at confirm time.

Spam poisoning

Bot traffic floods qualification, pollutes SLA metrics, and buries real leads. Mitigation: A pre-qualification filter layer quarantines suspected bots and excludes them from SLA math.

Opsmarshal builds workflows like this one inside client stacks — see AI enablement and agentic workflows and revenue operations, or book a call to walk through your own.

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