AI Workflow Automation for Revenue Teams
LLM-powered tools and agents built into the stack you already run - not bolted on, not rip-and-replace.
The pitch is 'built into existing stacks.' Most AI tooling is parallel infrastructure that nobody uses. This is AI wired into HubSpot, your CRM, your ops workflows - so the output lands where the team already works.
What is AI workflow automation?
AI workflow automation is the integration of large language models (LLMs) and artificial intelligence agents directly into existing business processes and CRM systems. Unlike traditional automation which relies on rigid, rule-based triggers, AI-powered workflows can perform qualitative tasks like unstructured data classification, lead enrichment, activity summarisation, and decision-based routing, executing these complex operational tasks natively where your revenue teams already work every day.
Where AI Fits in RevOps
AI in RevOps goes beyond simple triggers. I implement LLMs directly inside your systems to handle lead enrichment, high-accuracy classification of companies, and real-time deal health assessments. By automating the summarisation of sales activity and applying routing logic that requires qualitative judgement rather than just rigid rules, you can eliminate operational bottlenecks and focus your team on high-leverage work.
What I Build
I develop HubSpot custom coded workflow actions that call LLMs directly during your existing automation sequences. My builds include dedicated enrichment and classification agents, internal copilots to query structured business data, and robust FastAPI backends that power custom HubSpot integrations. Every solution is custom-engineered to solve specific operational challenges.
Built on Your Stack
There is no need to purchase new software licenses or adopt unfamiliar platforms. Everything is built on top of your existing HubSpot setup using custom actions, FastAPI/Python, and official public APIs. The automation runs natively inside the HubSpot workflows your team already uses every day, minimising learning curves and overhead.
Proof
I have a proven track record of shipping production-grade HubSpot extensions. I built and operate the Business Days Calculator, a production HubSpot app. Beyond that, I have architected and deployed custom workflow action systems across 13+ client portals, ensuring reliable operation under heavy workloads.
Frequently Asked Questions
Can you add AI to HubSpot workflows?
Yes — via custom coded actions. LLMs can be called from inside HubSpot workflows to enrich, classify, score, summarise.
Do I need to replace my CRM or tech stack?
No — this is built on top of what you have. HubSpot stays central, AI extends it.
What does an AI automation engagement look like?
Start with a scoping call to identify the highest-value automation targets. We then build a working prototype, followed by full productionisation and documentation.