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CRM · Use Case Study
Customer Relationships
Enrich, route, and action every customer signal in real time.
An agent layer over Salesforce and HubSpot that turns inbound noise into governed sales motion — research, account scoring, next-best-action, and personalized outbound on the same loop.
01 · Baseline
The coordination tax, measured.
Pre-agent metrics captured across customer relationships workflows during the Phase 01 read-only observation window.
Lead response time
0h 38m
Inbound MQL → first human touch
Account research / rep
0.0 hrs/wk
Pre-call prep, manual
Pipeline hygiene score
0%
Stale or mis-staged opps
02 · Architecture
How the agent core integrates.
Bounded actuation framework wraps every tool. No raw access — typed surfaces, scoped credentials, policy-bound writes.
- 01
Salesforce + warehouse join
Agent reads warehouse + product telemetry + CRM in one typed surface, enriches accounts on signal.
- 02
Next-best-action policy
Sales playbooks codified as bounded actions; agent drafts outbound, books meetings, updates stages.
- 03
Pipeline reviewer
Nightly hygiene sweep — stage validation, close-date reality check, MEDDIC field enforcement.
03 · Outcomes
Steady-state, after Day 60.
Measured against the Phase 01 baseline. Every number is reconciled by the same audit fabric your CISO already trusts.
Lead response
< 0s
Inbound to qualified outreach
Rep prep saved
0.0 hrs/wk
Per quota-carrying rep
Pipeline accuracy
0%
Forecast vs. actual, rolling 90d
04 · Rollout
60 days. Three milestones.
Reversible at every step — rollback in < 60s.
Phase 01
Days 1–20
Read-only observation
Agent senses, plans, and shadows live traffic. Zero write surface. Baseline metrics captured.
Phase 02
Days 21–45
Supervised execution
Every action drafted by the agent, 1-click human approval, immutable audit trail signed off.
Phase 03
Day 46+
Bounded autonomy
Full Observe → Decide → Execute → Verify loop. HITL retained only on high-risk thresholds.
Governance
Controls shipped with this workflow.
Aligned to OWASP Agentic Top 10 (2026) and ISO 42001.
- Brand-voice policy
- Outbound rate limits
- PII redaction at tool boundary
- Full conversation audit
90-minute discovery workshop
Map this study to your CRM stack.
We baseline your workflows, walk the 60-day staircase, and leave you with a deployment plan — not a pitch deck.