Audit-first GTM AI

Audit-ready AI systems for GTM, RevOps, and Marketing teams

Lead scoring, routing, and lifecycle orchestration with telemetry and guardrails your teams can trust.

Telemetry-firstGuardrail designDecision logsIntegrations: HubSpot/SFDC · Shopify · Stripe/Chargebee · Slack · SQL

Live System SnapshotStable

Lead Routing

Capacity-aware routing with reason codes

Healthy

Lifecycle Plays

Triggered orchestration with QA gates

Running

Data Quality

Validation + anomaly watch on core fields

Guarded

Guardrails active: reason codes, decision logs, anomaly alerts.

Case Studies

Proof without the chaos

Client names withheld by NDA. Real-world examples of AI operating inside revenue systems with governance and telemetry.

B2B SaaS (PLG + sales-led)

Fit + intent scoring, capacity-aware routing, and decision logs that reduce disputes and speed follow-up.

HubSpot/SFDCPostgres/SQLOpenAI tools

Enterprise services (multi-region)

A canonical data model + validated pipelines so leadership stops arguing about numbers and starts acting.

HubSpot/SFDCShopifyStripe/Chargebee

Regulated GTM (privacy/compliance constraints)

Automation that respects region/consent rules and adds AI leverage without polluting the CRM.

CRM workflowsRole-based accessLogging/telemetry

Browse all 12 anonymized case studies across routing, attribution, compliance, lifecycle, and agent workflows.

Engagement

Start with a sprint, scope a build, or run it as a managed service. Each option is designed for measurable GTM lift.

Sprint

2–3 week sprint to ship the first measurable win

Let’s design your scoring, routing, lifecycle, and agents with the governance and telemetry your team needs.