4 min read

Selling AI to enterprise: what technical founders get wrong

Closed pilots with LVMH, Lego, Moncler, Puma, and Hugo Boss. What we got wrong before we got it right.

We've closed pilots with LVMH, Lego, Moncler, Puma, and Hugo Boss over the past year. Here's what we got wrong before we got it right.

The demo problem

Technical founders demo the technology. Enterprise buyers evaluate the business case.

These are different conversations and they require different preparation. The technology demo answers: does this work? The business case conversation answers: is the ROI sufficient to justify the procurement process, the integration cost, the change management, and the ongoing vendor relationship?

We spent the first several months optimizing for demo quality. The demos were good. The conversion to pilots was slower than it should have been because we were winning the technology conversation without adequately addressing the business case conversation.

The fix was building a ROI model for each category of client before the first meeting. Not a generic ROI story. A specific model with their numbers: their annual counterfeit loss rate (available from industry reports), their current inspection cost per unit, their throughput volume. Before the demo, we walked through the model. The demo was the proof point for the numbers in the model, not the main event.

The wrong buyer

We were talking to brand protection managers. They felt the problem. They didn't control the budget.

In enterprise organizations, brand protection is often part of a legal, compliance, or operations function. The budget authority sits elsewhere. The brand protection manager was our champion but couldn't close without approval from someone we hadn't spoken to.

The question we should have asked in the first conversation: who else needs to be involved in a decision like this? We started asking it and it shortened the sales cycle significantly. You can't close deals with people who don't have the authority to say yes.

Procurement is not a formality

Enterprise procurement processes are long, specific, and designed to slow things down. This is a feature, not a bug, from the buyer's perspective. They're making a long-term vendor commitment and they're cautious.

The procurement requirements that we encountered: security questionnaires (some of them 200+ questions), data processing agreements under GDPR, insurance certificates, financial statements, reference checks. Each of these takes time and some of them require preparation we didn't have ready.

We now have a procurement package maintained and current. Every document that any enterprise buyer might ask for is ready to send. The first time we went through a full procurement process it took six weeks. The last one took two.

What they actually cared about

Reliability, not accuracy. Accuracy was table stakes. Every vendor claims accuracy. The questions were about uptime, failover behavior, support response times, and what happens when the system flags something incorrectly. Enterprise buyers have been burned by vendors with impressive demos and poor production reliability. The trust gap takes time to close.

Integration. Not API documentation. Actual integration. What warehouse management systems do we integrate with? What does the data export look like? Who handles the integration project? Answers to these questions were more important than the model's benchmark numbers.

Reference customers. The first enterprise client was the hardest to close because we couldn't answer "who else is using this." By the third client, the previous clients were the most effective sales asset we had.

The pattern

Enterprise sales is not a faster version of consumer sales. It's a different process with different stakeholders, different evaluation criteria, and different timelines. Optimizing for demo quality is the wrong thing to optimize for. Optimizing for business case clarity and procurement readiness is where the leverage is.

We're still learning. But the conversion rate from pilot to contract has improved consistently as we've addressed each of these.

With gusto, Fatih.