AI & Growth

AI is now your buyer. Your digital estate needs to work for humans and AI.

Graph transforms go-to-market for complex technical B2B companies — ensuring you lead the next decade and win the market share of AI-powered buyers.

The pressure to lead in the AI era is real

Technical B2B companies are under intense pressure to modernise their GTM. Boards want clarity. Competitors are moving faster. And the cost of standing still is no longer measured in quarters — it's existential.

Inside the business, funnels leak, content is invisible to AI, product knowledge is trapped in PDFs, and AI remains stuck in pilot mode while expectations accelerate.

Graph builds AI GTM systems that give technical B2B leaders the confidence to move faster, compete harder, and operate at an AI-ready standard.

Our work

Case Studies

AI content intelligence case study

AI at scale: How we helped a Fortune 500 turn 1.9 Petabytes of business data into competitive advantage

Victrex digital experience case study

Victrex: A 10-year partnership helping global marketing teams lead the high performance polymer market

Built for complex technical B2B

Built for complex technical B2B

Your buyers — engineers, specifiers, scientists, procurement — now use AI models to evaluate suppliers before talking to Sales.

If AI can't understand your product knowledge, specifications, or technical content, your company is excluded before the buying process even begins.

Graph solves this with Katelyn — our proprietary GTM engine built for technical B2B.

Katelyn transforms fragmented content, PDFs, and journeys into AI-readable assets that drive measurable revenue uplift within weeks.

Katelyn

Katelyn: Our AI engine

Katelyn is our proprietary GTM engine built for complex and technical B2B. Katelyn examines every aspect of your commercial surface to diagnose revenue leaks, improve conversion, and recomends how to structure your digital assets for AI visibility.

With forensic diagnosis, surgical rewrites, and fully explained edits that avoid creating new content — all under human oversight — Katelyn removes bottlenecks and drastically accelerates content approvals.

Katelyn in Action

Results in 30 days

Operating in sprints, we applied Katelyn's recommendations to a global company with deep technical content. Within 30 days:

  • 52% increase in AI visibility across key pages
  • 32% more new users reaching key pages
  • 440% increase in CTA conversions
  • 177% improvement in conversion rate per session

"This is not normal." — ChatGPT

This isn't just traffic. It's that new buyers are finding them — and converting when they do.

This was just a handful of pages.

This was just sprint one.

Ahrefs rankings showing keyword position improvements
What we solve

What we solve

Graph addresses the core GTM challenges facing technical B2B companies:

  • Technical content that AI cannot parse or evaluate
  • PDF-based knowledge invisible to answer engines
  • BOFU assets that fail machine scoring
  • Fragmented, inconsistent product narratives
  • Low-velocity content pipelines dependent on SMEs
  • AI-evaluation blind spots across journeys
  • Lack of visibility into revenue leaks
  • Confusion about what "AI readiness" actually means for GTM

Katelyn turns these weaknesses into competitive advantage.

How we fix it

How we fix it

Graph provides a systematic GTM architecture, not one-off projects.

Revenue Diagnostic

A complete AI-era GTM health check identifying your revenue leaks in 48 hours. Visibility gaps, answer-engine failures, broken journeys, BOFU issues, CRO friction, and content structures mapped precisely.

AI Strategy

Define an AI-ready GTM blueprint: capabilities, content architecture, evaluation pathways, competitive intelligence, and growth actions.

AI-Ready Digital Experience

Restructure your digital estate — pages, PDFs, product knowledge, and IA — to support AI systems, human evaluators, and technical buying committees.

Industry expertise

Industry expertise

Graph specialises in markets where precision, engineering, and technical clarity matter most:

  • Advanced Materials
  • Industrial & Manufacturing
  • Polymers & Chemicals
  • Energy & Process Industries
  • Engineering & Technical B2B
  • Capital Markets Infrastructure
  • Technical SaaS & Deep Tech

Our engines are purpose-built for sectors where product complexity is high and buyer evaluation is rigorous.

Who we are

Graph is an AI GTM company. We build the engines and capabilities that help technical B2B companies:

  • become AI-visible
  • accelerate content velocity
  • fix structural revenue leaks
  • and compete in the agentic era

Our team blends AI engineering, GTM architecture, semantic content systems, CRO, and industrial B2B experience — all focused on one goal:

Making your company visible, credible, and chosen by both humans and AI.

Fix revenue leaks in 48 hours

Trusted by digital leaders