GTM Engineering. The Storaitelling Way
Yes, we live in interesting times.
And if you’re in IT, marketing or sales, you’ve probably seen the headlines. Stanford’s Digital Economy Lab reports AI is a responsible for a 20% decrease in employment for younger coders and an 8% drop for sellers marketers of a similar age. Meanwhile, McKinsey notes that 78% of organizations now use AI in at least one business function, up from 55% the year before. The message seems clear: AI is eating jobs. Will it eat yours?
Woah there! That took a turn for the worse. Let’s grab some fresh persepctive: while AI is impacting some junior roles, employment for experienced professionals (30+ years) is actually increasing. AI isn’t replacing expertise, it’s amplifying it. And nowhere is this opportunity more profound than in Go-To-Market strategy.
The question isn’t whether AI will change your role. It will. It’s can you change the way you view, and use AI?
The Problem: Marketing’s Gordian Knot
Let’s be honest about what’s happened to B2B marketing over the past decade.
We were promised a single view of the customer. Clairvoyant awareness of intent. The ability to deliver the right message to the right person at the right time, while maximizing order value, reducing churn, and minimizing acquisition costs.
So we built the MarTech stack. Customer Relationship Management (CRM). Marketing automation. Analytics platforms. Account-based marketing tools. Sales intelligence. Conversation intelligence. A towering, OpEx consuming monument of integrated technology that was supposed to deliver one thing: certainty.
Certainty of demand generation. Certainty of pipeline. Certainty of conversion. Certainty of value creation.
Did it work? Sometimes, but not consistently enough. As a result, we did what everyone does when the system fails, you chased volume. More awareness campaigns. More contacts. More prospects. More leads. More activity. More budget. More noise.
And our teams? Well, let’s just say that this was not why they got intoB2B marketing. They are drowning. Not in leads, but in process. CRM updates. Stack management. Pipeline hygiene. Reporting. They’re so busy trying to manufacture certainty that they’ve stopped actually marketing.
We built a Gordian Knot when what we needed was a sword.
Why This Time Is Different
Here’s the critical insight that most AI discussions miss:
When the printing press replaced the quill, the output remained the same; written material. When steam replaced water power, the product remained the same—energy. These innovations made existing processes faster or cheaper, but the fundamental goal stayed constant.
AI doesn’t just make your current goals easier to achieve. It makes previously impossible goals suddenly attainable.
Consider what you’ve been trying to do: analyse thousands of variables across customers, contexts, and outcomes. Identify meaningful patterns in noise. Research prospects at depth. Tailor messaging to individual circumstances. Do this at scale. Do it consistently. Do it while your team is buried in operational tasks.
That wasn’t a marketing challenge. It was a mathematical impossibility dressed up as a quarterly target and a board report.
Until now.
Introducing GTM Engineering
GTM Engineering is the practice of reverse-engineering your best customer wins and using AI to systematically replicate those success conditions at scale.
Notice what we’re not doing: chasing future certainty based on assumptions. Instead, we’re starting with past success. As Stephen Covey aside, we “start with the end in mind”, that way we have the solidity of knowing what actually worked.
Here’s how it works:
1. Start With Success
What does a good customer actually look like? Not a hypothetical profile, but your real wins. What were the circumstances, actions, and events that contributed to success?
Yes, we’re talking about Ideal Customer Profiles. But we’re also talking about sales process, pricing, positioning, timing, market context, economic factors, competitive behaviour, and dozens of other variables. Too many, in fact, for any human team to analyse meaningfully while also managing that complex MarTech stack and filling in all of those custom CRM fields.
This is where traditional marketing created shortcuts to try and keep up with the work load. Shortcuts like segments, proxies, rules of thumb. Correlation and causation got tangled. Cargo cults emerged on the backs of misinterpreted optimisation experiments and playbooks became dogma, never to be challenged.
4. Free Your Team to Actually Go To Market
Here’s the real payoff: your sales and marketing teams stop being administrators of complexity and start being what you hired them to be.
Imagine your sales team spending zero time on CRM hygiene and 100% of their time having conversations that truly matter. Picture your marketing team crafting compelling stories instead of chasing vanity metrics. How about campaigns that are built on evidence, rather than hope and next month’s EBITDA.
That’s not a future state. That’s what GTM Engineering makes possible today.
3. Craft Tailored Stories
Now comes the human magic: commercial storytelling, amplified by AI.
You craft crisp, compelling narratives shaped by the success elements you’ve identified. The story isn’t generic—it’s curated specifically for each prospect based on what you know actually drives conversion in similar contexts.
This is where the 5 Ps of commercial marketing Product, Pricing, Position, Promotion, People (hey, if it ain’t broke, don’t fix it) get applied with rigor at industrial scale. Not as theory, but as practice informed by your actual success patterns.
4. Free Your Team to Actually Go To Market
Here’s the real payoff: your sales and marketing teams stop being administrators of complexity and start being what you hired them to be.
Imagine your sales team spending zero time on CRM hygiene and 100% of their time having conversations that truly matter. Picture your marketing team crafting compelling stories instead of chasing vanity metrics. How about campaigns that are built on evidence, rather than hope and next month’s EBITDA.
That’s not a future state. That’s what GTM Engineering makes possible today.
The Opportunity in ‘Interesting Times…”
Yes, AI is changing everything. Boston Consulting Group notes that currently, only 13% of surveyed employees say AI agents are deeply integrated into their daily workflows. That gap between adoption and mastery? That’s your competitive advantage if you can make the change.
The choice isn’t between AI and humans. It’s between AI-amplified humans and humans drowning in process.
GTM Engineering represents a fundamental shift: from hope-based volume strategies to precision-based success replication. From drowning in too many tools to wielding them strategically. From manufacturing activity to engineering outcomes.
The teams that master this approach won’t just survive the AI revolution—they’ll be the ones leading their markets, reaping the benefits of being AI-augmented professionals.
What This Means for You
If you’re a marketing or sales leader reading this, ask yourself:
What percentage of your team’s time is spent on process versus strategy?
When was the last time you systematically analysed what made your best customers choose you?
Are you building campaigns based on evidence, “we did it this way last time”, or educated guesses?
Could you describe, in detail, the common denominators of you 3 most successful deals?
The Gordian Knot won’t untie itself. But with the right approach, you don’t need to untie it.
You just need the right sword.