Inside Contextual AI’s Playbook: How to Let Enterprise Customers Pull You Into the Right Market

Most enterprise startups exhaust themselves pushing into Fortune 500 accounts. Contextual AI found a different path: letting the right enterprises come to them. In a recent episode of Category Visionaries, CEO Douwe Kiela revealed how they’ve turned the traditional enterprise sales model on its head.

The Power of Market Pull

“We’re in a very fortunate position where we’re basically not doing any outreach and folks are coming to us with their problems,” Douwe explains. This isn’t just luck – it’s the result of a carefully crafted market position built on deep technical credibility and a clear understanding of enterprise AI challenges.

The Demo Disease

The key to their approach lies in identifying a fundamental problem in enterprise AI adoption. “There’s this kind of demo disease almost going on where a lot of companies are building cool demos that kind of show the potential of the technology. But then they have a hard time bridging the gap to a production deployment,” Douwe notes.

This insight has become their filter for qualifying prospects. Companies struggling with the demo-to-production gap are actively seeking solutions, creating natural market pull rather than requiring aggressive outbound efforts.

Separating the Tech-Forward from the Tech-Curious

Not all enterprise interest is equal. Douwe describes two distinct types of potential customers they encounter:

The Tech-Forward: “The most tech forward companies who already know exactly these are the top ten use cases that we’re most interested in. We’re not going to put all of our eggs in one basket… and really have a strategy in place for what they’re trying to achieve.”

The Tech-Curious: Companies that “haven’t really thought about what they want to use AI for or what a production use case looks like. They don’t understand success criteria… asking a company like us, can you please figure out how we should be using AI, because we have no idea what we’re doing.”

This distinction helps them focus resources on companies ready for real deployment rather than those still in the exploration phase.

Building Credibility Through Innovation

Their pull strategy is anchored in technical credibility. “We wrote the first paper on retrieval augmented generation,” Douwe shares. This foundation in pioneering research gives them instant credibility with technically sophisticated enterprises.

Rather than trying to educate the market about AI’s potential, they focus on enterprises that already understand the technology and are grappling with implementation challenges. This approach naturally filters for companies ready to move beyond demos to real deployment.

The Culture Connection

Their market pull strategy extends to their company culture. “We have a very flat hierarchy, and everybody is trying to make this a success,” Douwe explains. This stands in contrast to the politics of large organizations where “everybody’s kind of trying to promote their own career, maybe sometimes at the expense of others.”

This cultural alignment helps them resonate with tech-forward enterprises that value innovation and direct problem-solving over bureaucracy.

Looking Beyond the Hype

Their selective approach to customer acquisition positions them well for the eventual market correction. “This hype train is going to stop at some point and so the tide is going to run out and a bunch of people are going to get caught swimming naked,” Douwe predicts.

By focusing on enterprises with clear use cases and implementation strategies, they’re building relationships that will survive beyond the current AI hype cycle.

For B2B founders, Contextual AI’s approach offers a compelling alternative to traditional enterprise sales. Instead of pushing solutions into the market, they’ve created a powerful filter that attracts technically sophisticated customers while naturally screening out those not ready for deployment.

The key is to build enough technical credibility that your target customers seek you out, then having clear criteria to identify which opportunities are worth pursuing. In a market full of hype and demo-driven sales, sometimes the best strategy is to let your customers tell you they’re ready.