Choosing an AI development partner is a big decision. Get it right, and you'll have a competitive advantage that compounds over time. Get it wrong, and you've wasted months and significant budget on something that doesn't work.
After years in this industry, here's what I think matters most:
Look for Business Understanding, Not Just Technical Skills
The best AI engineers in the world can't help you if they don't understand your business. Technical skills are table stakes. What separates great partners is their ability to translate business problems into technical solutions.
Ask potential partners: 'How would you approach our specific challenge?' Their answer should be about your business outcomes, not just the technology.
Demand Transparency
Red flags: 'Our proprietary algorithm', 'Trust us, it works', 'It's too complex to explain.'
Green flags: Clear explanation of approach, willingness to share technical details, no black boxes.
You should understand, at least conceptually, how the AI system works. If they can't explain it, they might not understand it themselves.
Check Their Track Record
Case studies matter. References matter more. Ask to talk to previous clients. Ask specific questions: Did the project deliver promised results? Was it on time and budget? How is the ongoing relationship?
Be wary of partners who can only show you demos. Demos are easy. Production systems are hard.
Evaluate Their Team
Who will actually work on your project? Meet the engineers, not just the salespeople. Ask about their experience with similar projects.
Also ask: What happens if the lead engineer leaves? Is there backup? Good partners have teams, not just individuals.
Understand the Pricing Model
Fixed price? Time and materials? Outcome-based? Each has pros and cons.
Fixed price gives you certainty but may lead to corner-cutting. T&M is flexible but can spiral. Outcome-based aligns incentives but requires trust.
Whatever the model, make sure you understand exactly what you're paying for and what's not included.
Look for Long-Term Partnership Potential
AI isn't a one-time project. It requires ongoing maintenance, optimization, and expansion. Choose a partner you can work with for years, not just months.
Do they seem interested in your long-term success? Or are they just trying to close a deal?
Trust Your Gut
After all the due diligence, trust your instincts. If something feels off, it probably is. The best partnerships start with mutual respect and genuine excitement about solving problems together.