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Get to Market

AI and GTM: Hype, Hope, and How to Actually Use It

Right now, every founder feels the pull of AI. Investors ask about it. Competitors claim it. LinkedIn floods your feed with it.

The risk? Founders either dismiss AI as a shiny distraction, or they swing the other way: buying tools, auto-writing emails, and automating before they’ve even nailed their first 10 customers.

The truth is in between. AI is not the GTM strategy, it’s a force-multiplier for the strategy you already have.

Used well, AI doesn’t replace the hard work of founder-led sales, ICP validation, or building trust. But it can make those steps faster, sharper, and less costly.


Meet MedOps360

One of the companies we worked with – let’s call them MedOps360 to protect their confidentiality – built a platform for hospitals to streamline scheduling for surgical teams.

Their market was clear: hospital operations leaders overwhelmed by staff shortages and overtime costs. Their challenge was equally clear: how to find those leaders, earn their attention, and learn fast enough to build credibility in a conservative industry.

Here’s how they used AI in their GTM journey: practically, carefully, and effectively.

Step 1: AI for Market Research (Not Market Definition)

At first, MedOps360 thought AI could define their Ideal Customer Profile. It couldn’t. That work still required founder judgment, customer interviews, and real-world validation.

But once they had a working hypothesis (i.e., “mid-sized hospitals with 200–500 beds, especially those reporting high overtime costs”), AI sped things up.

They used AI to:

  • Scan hospital press releases and job postings for signs of staff shortages
  • Summarize annual reports to spot financial pressures
  • Identify common language in hospital RFPs to tailor messaging

Action for you: Don’t ask AI who your ICP is. Decide that yourself. Then use AI to accelerate the grunt work of validating and refining your ICP.

(Need help with your ICP? Here’s a resource to help you get started today.)

Step 2: AI for Prospecting, Not Spamming

MedOps360 didn’t hand AI the keys to their outbound campaigns. Instead, they used it to personalize at scale:

  • Drafting first-pass emails based on prospect signals (then the founder edited every one)
  • Generating subject line variations for A/B testing
  • Creating LinkedIn messages that echoed the language prospects used in job postings

The key: AI drafted, but humans approved. That balance kept their outreach authentic.

Action for you: Use AI to speed up writing, but never to replace your voice. Every email should still sound like you, leveraging the market-verified language of your ICP buyer.

Step 3: AI for Conversation Prep

Before discovery calls, MedOps360 fed AI the prospect’s LinkedIn profile, recent press releases, and hospital financials. The output: a one-page “cheat sheet” with likely priorities and risks.

That gave the founder sharper opening questions, such as: “I saw your hospital added a new surgical wing last quarter. How is that impacting staff scheduling?”

Prospects noticed the relevance immediately.

Action for you: Use AI as your research assistant. Go into calls prepared, not generic.

Step 4: AI for Pattern Recognition

After 20 discovery calls, the MedOps360 founder uploaded anonymized call notes into AI and asked: “What objections keep repeating?”

Patterns jumped out:

  • Fear of IT complexity
  • Worry about union pushback
  • Budget tied to fiscal year cycles

That insight helped them refine both their market messaging and their sales forecast accuracy.

Action for you: Feed AI your raw notes and ask it to spot themes. It won’t replace your judgment, but it will surface patterns you might miss.

Step 5: Guardrails Against Over-Automation

AI is seductive. At one point, MedOps360 nearly set up a fully automated outbound sequence (e.g., AI writing, AI sending, AI responding). We pulled them back.

Because here’s the truth: AI can get you meetings, but only you can earn trust. Automating relationships too soon kills credibility.

Their best wins came when AI reduced admin work, freeing the founder to focus on listening, learning, and building trust.

Action for you: Use AI to eliminate busywork, not human work. Automate research and drafting; never automate empathy.

The Payoff of AI in GTM

MedOps360 didn’t treat AI as a silver bullet. They treated it as a scalpel – a precise tool to make specific GTM steps faster and sharper.

As a result, they doubled their discovery call volume without adding headcount. They cut research time in half. And they closed their first 12 customers with messaging that felt human, not robotic.

The lesson? AI won’t sell for you. But if you’ve done the hard work of defining your ICP, running founder-led sales, and building a learning culture, AI will help you do it smarter and faster.

Conclusion

The hype around AI is loud. But GTM fundamentals haven’t changed: clarity of customer, discipline in learning, and trust in relationships.

AI can help you get there quicker, but only if you use it as an assistant, not a replacement.

In other words: let AI draft, summarize, and analyze. But let humans listen, adapt, and build trust.

Because when it comes to early-stage selling, no algorithm can replace your conviction.

Want help using AI as a force-multiplier for your GTM? Let’s talk.

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