What AI tools do you use?

We build on top of the tools you already have - HubSpot, Salesforce, n8n, Make - and layer in AI from OpenAI, Anthropic, and others where it makes sense. No proprietary platform, no new vendor to manage.

Is this actual AI or just rule-based automation?

Both, depending on the job. Simple routing and alerts are rule-based - that's the right tool for that. Scoring, summarization, intent detection, and research use real LLMs. We match the approach to the problem.

Do I need to replace my CRM?

No. We build on top of what you have. Whether that's HubSpot, Salesforce, or something else, we connect to it - we don't replace it.

Do I need a technical team to manage this?

No. The automations run on their own. We build it, hand it off, and your team uses the outputs - alerts, scores, summaries - without touching the infrastructure.

How do you handle our data?

Your data stays in your stack. We don't store it, sell it, or route it through proprietary systems. The pipelines we build connect your existing tools directly.

What does onboarding actually look like?

A 30-minute discovery call, then we scope the work and send a proposal. Once you're in, we go heads-down - no lengthy kickoffs or status meetings. You see working software fast.

What if the AI gets it wrong?

It will sometimes, especially early. That's why we build human review steps where it matters and tune based on your data. Accuracy improves over time - it's not set-and-forget.

How is this different from HubSpot's or Salesforce's native AI?

Native AI works within the walls of that one tool. We connect your entire stack and build logic that runs across it - enrichment, scoring, alerts, and summaries that pull from multiple sources and trigger actions anywhere.

Do You Need a GTM Architect Role?

A GTM architect is the person who decides how your CRM, your AI agents, your data flows, and your automation layer fit together — and then builds it. Not designs a slide deck about it. Builds it.

The title didn’t exist three years ago because the job didn’t exist. Now it’s the highest-leverage role in a modern revenue organization.

Why is “GTM architect” a new job title?

RevOps owned process and reporting. Engineers owned systems. There was no role for someone who sits at the intersection of both — who understands the HubSpot data model AND can wire an AI agent into it.

That intersection is now where the most important work in GTM gets done. Someone has to own it.

Every company buying AI tools is running into the same problem: the tools don’t work the way the vendor said they would. Not because the tools are bad. Because nobody designed the system those tools were supposed to operate inside. That’s the gap the GTM architect fills.

What does a GTM architect actually do?

Not manage dashboards. Not write SQL reports.

The GTM architect designs the data flows, intelligence layers, and execution workflows that let a revenue team run on better information with less manual work. In practice, that means:

Mapping which systems need to talk to each other and how - CRM, call recorder, enrichment tools, data warehouse, Slack
Designing the AI agents that sit on top of that connected data - what signals they watch for, what actions they take
Building the workflows that execute automatically when those signals fire
Making sure outputs land where reps actually work, not in a dashboard nobody opens

The GTM architect doesn’t just spec this out. They ship it. A build takes 3-5 days, not 6 months.

How is a GTM architect different from a RevOps analyst?

RevOps analysts operate the system. GTM architects build it.

A RevOps analyst pulls the pipeline report. A GTM architect builds the agent that monitors pipeline continuously and alerts the rep when a deal goes sideways — without anyone pulling a report.

A RevOps analyst manages the CRM workflow that sends a follow-up email. A GTM architect designs the intelligence layer that decides when the follow-up should send, what context it should include, and whether it routes to a human or fires automatically.

Both roles matter. But they’re solving different problems at different layers of the stack. If your company only has RevOps analysts, you have people operating a system that nobody architected for AI.

What skills does a GTM architect need?

Deep CRM fluency is non-negotiable. If you don’t know HubSpot or Salesforce well enough to design a data model from scratch, you’re not ready for this role.

On top of that: API literacy. Not necessarily full-stack engineering — but enough to understand how systems connect. How an AI model reads from a CRM record. How a webhook fires into an automation platform. How MCP connectors work. They don’t need to write production code. They need to know what’s possible and how to wire it.

The third skill is harder to teach: knowing what to build. Which workflows actually move the needle? Which signals are worth monitoring? Which automations will get used versus ignored? That comes from having spent time in RevOps or sales ops — close enough to the pain to know which problems are real.

Who needs a GTM architect?

Any B2B company with 50+ employees and a real GTM motion that’s tried to “add AI” and found it didn’t stick.

The tell is usually this: you’ve bought two or three AI tools. They generate insights nobody acts on. Your reps still spend hours on admin. Your CRM data is still unreliable. You didn’t have a tool problem. You had an architecture problem — and the tools couldn’t fix it because nobody designed the system they were supposed to operate inside.

That’s what a GTM architect diagnoses and builds.

Is this a full-time hire or a project engagement?

For most companies at the 50-250 employee stage, it’s a project engagement. You don’t need a full-time GTM architect permanently. You need one intensively for 2-4 weeks to design and ship the architecture, then periodic involvement as the stack evolves.

The mistake is treating it like a tool purchase — something you buy once and walk away from. The architecture needs someone who understands what it’s trying to do. Whether they’re full-time or engaged on a project basis, that’s the GTM architect’s job.

The GTM teams that pull ahead over the next two years won’t be the ones with the most tools. They’ll be the ones with someone who actually designed how those tools work together.