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

Lead scoring/routing, lifecycle orchestration, and managed agents—built with reasons, telemetry, and guardrails so ops, sales, and marketing can trust the outcomes.

Integrations: HubSpot/SFDC · Shopify · Stripe/Chargebee · Slack · SQL

CASE STUDIES

Leverage without chaos

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

B2B SaaS (PLG + sales-led)

Lead intelligence + routing that Sales trusts

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

HubSpot/SFDCPostgres/SQLOpenAI toolsSlack
Read case study
Enterprise services (multi-region)

Attribution Finance can reconcile (spend → pipeline → revenue)

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

HubSpot/SFDCShopifyStripe/ChargebeeWarehouse/SQL
Read case study
Regulated GTM (privacy/compliance constraints)

Compliance-aware routing + safe AI summaries

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

CRM workflowsRole-based accessLogging/telemetryLLM guardrails
Read case study
High-volume inbound (messy CRM data)

CRM enrichment that improves data (without making it messy)

Normalization + validation gates so enrichment makes routing/segmentation better—not worse.

HubSpot/SFDCEnrichment APIsRules + agentsMonitoring
Read case study
AI ADVANTAGES

Built for AI GTM outcomes

Systems, agents, and governance designed for revenue teams that need AI they can audit and iterate quickly.

Audit-Ready AI

Reason codes and logs for every score, route, and trigger so Ops and Security can trust the system.

Agents-as-a-Service

Custom agents for enrichment, routing, sales-assist, and ops automation with monitoring included.

Full-Funnel Orchestration

Lead intelligence, lifecycle journeys, and expansion signals across channels with measurable lift.

Data Reliability

HubSpot/SFDC + SQL pipelines with validation, attribution, and cohort insights.

Fast Delivery

Ship AI improvements in weeks, not quarters, with telemetry to prove impact.

Enterprise Friendly

Controls, documentation, and governance that satisfy SMB and enterprise requirements.

SYSTEMS

What I build (and own) end-to-end

Production AI for revenue teams: scoring, routing, orchestration, and agents wired into your stack with clear telemetry.

Lead Intelligence & Routing

Fit + intent scoring, PLG vs. sales-led separation, and capacity-aware routing inside your CRM.

  • Reason codes for every decision
  • Routing exceptions + guardrails
  • Feedback loops with Sales
Lifecycle Orchestration

Adaptive journeys that trigger nurture and sales-assist plays from milestones and intent spikes.

  • Email + in-app + sales-assist plays
  • Expansion + churn risk signals
  • Measurable lift with telemetry
Agents-as-a-Service

Managed agents that enrich, summarize, route, and automate RevOps work with monitoring included.

  • Slack readouts + handoffs
  • Automate routing exceptions
  • Continuous tuning + safety checks
Data Reliability & Attribution

Signal pipelines across HubSpot/SFDC + SQL so teams trust what the AI is acting on.

  • Validation + lineage
  • Cohort + attribution views
  • One source of truth for GTM
Telemetry & Dashboards

Decision logs, KPI tracking, and outcome reporting that RevOps and Finance can audit.

  • Score distributions + drift
  • Routing SLA + speed-to-lead
  • Meeting rate + pipeline quality
Search Visibility (SEO + AEO/GEO)

Technical SEO + Answer/Generative Engine Optimization (AEO/GEO) so your content ranks and gets cited in AI answers.

  • Schema + answer-first page structure
  • Content architecture + internal linking
  • Measure impact across search + AI Overviews

Want deeper examples of the systems and deliverables? Explore the AI services page.

Explore AI Services
Engagement

Engagement models that ship outcomes

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
  • Signal + funnel audit
  • Scoring/routing v1 in HubSpot/SFDC
  • Telemetry + decision logs
  • Documentation + handoff
  • Next sprint roadmap
Most Popular
Build
Project-based build for a full GTM AI system
  • Lead intelligence + routing engine
  • Lifecycle orchestration across channels
  • Agents for enrichment + ops automation
  • Data pipelines + validation
  • Governance + security review support
  • Executive-ready reporting
Managed
Ongoing Agents-as-a-Service and optimization
  • Monitoring + alerting
  • Continuous tuning + drift checks
  • New agents/plays shipped monthly
  • Ops readouts + KPI reporting
  • Priority support
  • Quarterly roadmap planning

Ready to wire AI into your GTM?

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

AI systems, agents, and GTM FAQs

How we build, deploy, and govern AI scoring, routing, lifecycle, and agents for revenue teams.

AI STACK

Platforms I wire into production

From AI providers to your CRM, billing, and data layer, I ship systems that your RevOps, Security, and Finance teams can trust.

OpenAI
Google Gemini
Anthropic Claude
LangChain & function calling
Pinecone / Weaviate
HubSpot
Shopify
Salesforce
Stripe
Chargebee
Supabase
Postgres & SQL
Next.js / Node.js
Python
AWS / GCP