AI + Code: Building the GTM Systems I Used to Wish Existed.
Agentic workflows, attribution infrastructure, CRM automation, content systems, and experiments built with modern AI tooling.
note to readerI am not positioning myself as a pure software engineer. I am a GTM leader who builds enough to prototype systems, shape product direction, automate workflows, and work credibly with technical teams.
RAIL — Growth Intelligence + Attribution System
RAIL connects marketing activity, product usage, CRM stages, meetings, pipeline, and revenue into a clearer operating layer for GTM teams.
- Ad spend
- UTM
- Website
- Product usage
- CRM stage
- Sales opp
- Revenue
- Reporting
Feature surface
- UTM Builder
- Attribution chart
- Forecasting
- Marketing Pipeline
- Buying Committee
- CRM workflow integration
- Gmail / Calendar meeting signal capture
- Ad platform imports
- AI recommendations (future-state)
Stack
- React
- Tailwind
- Convex
- Twenty CRM
- Google Ads
- LinkedIn Ads import
- Reddit Ads (planned)
- Gmail / Calendar signal capture
- HubSpot / CRM concepts
- AI-assisted workflows
Agents on the Payroll.
Each workflow removes a manual GTM task, captures a signal a human would miss, or raises the quality floor of the output.
Signal Capture Agents
Content Quality Pipeline
CRM Workflow Automation
Research + Briefing Agents
Attribution + Reporting Agents
The Experiment Log.
❯ claude// wiring gmail + calendar signals → twenty crm✓ meeting detected: acme corp — technical eval✓ opportunity created: stage = discovery✓ attribution: linkedin ads → utm_campaign=q3-rag// next: score content draft against icp gatesquality score: 7.9 / 10 — revise hook, keep proof❯ _
Representative session — the lab notebook, in terminal form.
Claude Code builds
Agentic coding as a GTM prototyping tool
Local LLM experiments
Qwen · Ollama · Aider comparisons
Prompt systems
Reusable, ICP-aware prompt architecture
GitHub repos
Version-controlled GTM and automation builds
Marketing automation prototypes
Workflow + trigger design
LinkedIn/X workflow
Idea → quality gates → publish loop
Dripify → CRM signal capture
Outbound engagement into pipeline
Twenty CRM architecture
Open-source CRM as a GTM data spine
GitHub
Selected AI, GTM, and automation builds.