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AI Agents

Platform Stage | $40M+ ARR | 200+ headcount

Main challenge: Running a durable company. Org drag, governance.

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AI Agent Recommendations

Stage-appropriate approach: AI at Platform stage is embedded in processes, governed for compliance and quality, and deployed for both efficiency gains and strategic analysis. AI governance is essential.

AI Agent Use Cases

CategoryUse CasesBusiness Value
Sales AutomationEmail drafting, call prep, CRM updatesRep productivity +20-30%
Sales IntelligenceDeal scoring, next-best-action, risk detectionWin rate improvement
Marketing AutomationContent generation, personalization, A/B testingScale without headcount
CS AutomationHealth monitoring, intervention triggers, renewal prepCSM capacity +30-50%
RevOps AutomationData hygiene, reporting, forecasting assistOps efficiency
Executive IntelligenceBoard prep, competitive analysis, market trendsStrategic speed
M&A SupportDue diligence research, integration planningDeal velocity

AI Governance

ElementRequirement
Use Case ApprovalReview process for new AI deployments
Data AccessClear rules on what data AI can access
Quality AssuranceHuman review for customer-facing AI outputs
ComplianceAlignment with data privacy regs (GDPR, CCPA)
Vendor VettingSecurity review for AI tools and APIs
Model MonitoringTrack accuracy, drift, edge cases

Human-AI Handoff

ScenarioApproach
First DraftAI generates, human reviews and refines
EscalationAI handles routine, human handles complex
Quality GateAI assists, human approves before send
AnalysisAI synthesizes, human interprets and decides

Platform-Stage AI Stack

CategoryToolsPurpose
Conversation IntelligenceGong AI, ChorusCall analysis, coaching
Sales AssistantClari, People.aiActivity capture, forecasting
Writing AssistantJasper, WriterContent generation
CS AIGainsight AI, ChurnZero AIHealth prediction, intervention
General AIOpenAI, Anthropic APIsCustom use cases

What NOT to do at this stage:

  • AI without governance — ungoverned AI creates compliance and quality risk
  • AI replacing judgment — AI should augment, not replace, human decision-making
  • Ignoring AI security — customer data flowing to AI tools needs security review

Playbook Reference: See AI-powered prospecting tools, Enrichment tools