With great changecomes great opportunity.

Your teams built a dozen agents this year. None of them moved the forecast.

GTM product thinking is how you find the bigger bet and get your org behind it.

You need to lead the transformation.

GTM product thinking

AI your teams use, because we change the work around it.

  1. Start from the revenue plan

    We start from next year's plan and find where AI changes your buyer's experience enough to set you apart.

  2. Line up the org

    Marketing, sales, ops, IT and finance agree on what changes, who owns it and what data it touches, before anything is built.

  3. Build it

    We build the AI on your context and your stack, and measure it on your own work until quality goes up and cost per task comes down.

  4. Make it stick

    We rework the workflows, train the field in them, and hand each system to an owner who runs it without us.

You don't need the whole roadmap to start. Choose how you want to approach the change.

Build an AI Buyer Experience

Your buyers live in an AI world. Meet each one with what they need, without a form or a wait.

  1. A tour of what AI makes possible for your buyers, with your leaders.
  2. A roadmap for engaging each buyer differently, from first touch through service.
  3. The build, live on your stack and measured on pipeline.

Moves conversion from first touch to closed deal.

Program plan

Build AI GTM Orchestration

Map the market, design the motion, and run it from one shared system of execution.

  1. Your account data enriched and kept current.
  2. Segments and fit scored by machine learning, sharpened by every touch.
  3. Marketing, sales, success and ops working the same accounts, in step.

Moves win rate on best-fit accounts.

Program plan
Accountsscored bymachine learninglow to high scoreProbe 1Signals readProbe 2Outreach testedProbe 3Replies, silenceNot a fitNot enough evidence yetExample accountConfidence 41%67%88%Brand contextGTM contextSystems of recordShared contextMarketingAudience and briefSalesPriority and reasonCustomer successAccount contextOperationsRouting and syncBest-fit accountsfit, confidence, evidence

Build an AI Campaign Factory

Start where your team is blocked. Clear the production bottlenecks to radically improve GTM coverage, speed and cost.

Radically more pipeline per program dollar next year.

Program plan
  1. AI-accelerated briefs, BOMs and builds.
  2. Self-serve creative.
  3. Click-to-deploy marketing.

Your GTM org is waiting for someone to lead the change.

Every GTM team will rebuild how it sells and markets around AI. The ones that pull ahead will have a leader who picked the bigger bet and got the org behind it. We work beside that leader through the plan, the politics and the build, until your team runs it without us.

Work with usRead about GTM product thinking

Go deeper

Two quarters each. By the last month your team runs it on your stack, without us.

All of our work

Understanding AI for GTM

Latest researchThe Jagged GTM FrontierWhy AI underdelivers in go-to-market and what to do about itAugust 2026 · 8 minutes

Field Notes

All research