The Untapped Opportunity in AI Services

8 min read

·

Jul 30, 2025

AI headlines focus on frontier models. Bigger benchmarks. Faster performance. But the real opportunity sits elsewhere. The gap is not in the models. It is in helping organizations use them.

A Tier 1 VC recently shared their thesis on the “AI services” market. Their perspective reflected what many of us see daily. AI models are advancing, but the talent to integrate them is scarce.


The Talent Bottleneck

Models are improving fast. The people who can deploy them inside companies are limited.

  • Many top engineers work in YC startups, labs, or large tech firms.

  • Few professionals combine technical depth with the human skills needed to guide adoption.

This mix is rare. You need someone who can build trust, map workflows, and then automate them.

Even OpenAI launched a consulting arm. That move alone shows how large the gap has become.


Why Traditional Firms Struggle

Large consultancies look like natural players. But their structure holds them back.

  • Long procurement cycles slow their own adoption of AI tools.

  • Bloated teams force inefficient delivery.

  • Inflated pricing is needed to sustain margins.

The outcome is predictable. Enterprises pay more and get less.

A Leaner Model Works Better

Smaller AI service firms operate differently.

  • They adopt tools fast.

  • They deliver with smaller, focused teams.

  • They price 30 to 50 percent lower while holding healthy margins.

This model delivers exactly what enterprises have been missing. Efficient outcomes at fair cost.


Validation From Both Sides

Customers have already validated the need. Enterprises are choosing leaner teams because they deliver.

Now institutional investors are pointing to the same conclusion. Dozens of experiments across the market tell a consistent story. The opportunity in services is growing fast.


Closing Thought

The AI story is not only about new models. It is about whether companies can adopt them.

Right now, demand for integration is greater than the supply of talent. The firms that win will combine technical skill with human-centered consulting. They will operate lean and align with enterprise needs.

The models are ready. The gap is in services. That is where the next wave of value will be created.