Most vendor relationships for AI are transactional. You buy a platform. You deploy models. You call support when something breaks. The vendor has no skin in your success.

A few enterprises have strategic vendor relationships. The vendor understands your use cases. Understands your governance requirements. Helps you think through the hard problems. Shares your upside and downside.

Most enterprises are in the first category and should be in the second. And they don’t know how to get there.

The Vendor Relationship Maturity Model

Level 1: Transactional. You have a vendor. You have a contract. You pay for the product. They provide support according to the SLA. Beyond that, you’re on your own.

Most vendor relationships sit here. The vendor doesn’t know anything about your governance requirements. Doesn’t know your risk tolerance. Doesn’t know which of their systems are critical to you. Their incentive is simple: sell more, support according to contract.

The problem: when something goes wrong (model breaks, new regulation comes, your use case changes), the vendor’s incentive isn’t to help you solve it. It’s to point to the contract and say “that’s not covered.”

Level 2: Advisory. The vendor has assigned someone to your account. They understand your use cases. They make suggestions about how to use their platform better. They might suggest new features. They help you think through architecture decisions.

Some enterprises get here. It’s better than transactional. The vendor has more context. But the relationship is still one-way. You come to them with problems. They respond. They’re not proactively partnering in your governance.

Level 3: Collaborative. The vendor understands your governance requirements. You have regular conversations about how their platform supports your governance needs. When regulations change, you talk about implications. When new use cases come up, you discuss architecture together.

The vendor has skin in your success. If you deploy poorly, they’ll hear about it. If there’s a problem with their product that affects your governance, they’ll help fix it.

Few enterprises get here. It requires the vendor to have deep people (someone senior enough to understand governance). It requires you to have openness (willing to share your governance challenges). It requires regular engagement (not just when there’s a problem).

Level 4: Strategic. The vendor is a partner in your governance strategy. They’re not just supporting what you’re doing; they’re helping you build it better. When you’re building a new governance capability (automated retraining, fairness monitoring, drift detection), they’re thinking through implications with you.

The vendor shares your risk and upside. If their platform helps you deploy faster and more safely, they share the benefit (through growth, through advocacy). If their platform causes problems, they share the cost (through support, through negotiation).

Almost no enterprises have strategic vendor relationships. It requires trust. It requires the vendor to be invested in your success over many years.

Why Most Are Transactional

Most enterprises stay transactional because:

1. Many transactional vendor relationships are structured around revenue optimization. In transactional relationships, vendors optimize for revenue and support cost. A transactional relationship is cheaper for them. They don’t want to invest in understanding your governance if it doesn’t lead to more revenue.

2. Enterprises don’t know what to ask for. You don’t articulate your governance requirements to the vendor. You just deploy. If it works, great. If not, you upgrade, reconfigure, or find a different vendor.

3. Switching costs are high. Because you’re not really integrated with the vendor (you haven’t designed your governance around their platform), switching is hard. So you have leverage but don’t use it.

4. Enterprises don’t know what strategic looks like. You might want a strategic relationship but don’t know how to ask for it or what to demand in return.

How to Move Up the Maturity Model

Start by getting clear on your governance requirements. What are your non-negotiables? What does the vendor’s platform need to support for you to govern well? (Audit trails, explainability, monitoring, integration with your data layer, API access, etc.)

Document these. Not as “nice to haves.” As requirements.

Assess the vendor against your requirements. Be honest. Does their platform support your governance needs? Does it support your scaling plans? Do they have the product roadmap you need?

If the answer is no, switching might be the right move. But at least you’re making the decision deliberately.

If you want to stay, propose a relationship upgrade. Tell the vendor: “We want to move from transactional to advisory.” What does that mean? – We want to have regular strategic conversations (quarterly, not just when there’s a problem) – We want to share our governance requirements and work through how your platform supports them – We want to understand your roadmap and give you input – We want you to understand our use cases deeply

In exchange: – We’ll stay with your platform as we scale – We’ll give you feedback and help you improve – We might advocate for you (reference customer, case study, recommendation)

As the relationship matures, push toward collaborative and strategic. This takes time and effort. You need: – Regular engagement (quarterly strategic reviews) – Shared goals (you want to govern better, they want to help) – Mutual investment (they invest in understanding your problem, you invest in learning their platform) – Trust (they share your roadmap, you share your constraints)

What to Negotiate

As you upgrade the relationship, here’s what to negotiate:

Uptime and response SLAs for critical systems. The SLA that works for a non-critical system doesn’t work for a system affecting millions of customers.

Integration rights. Can you integrate their system with your governance infrastructure? Can you access your data? Can you build on top of their APIs?

Custom development. If their platform doesn’t support something critical for your governance, can they build it? At what cost?

Roadmap influence. Can you influence their roadmap? If they’re not building something you need, can you work with them to prioritize it?

Support for scale. As you go from 1 to 100 systems, what changes? Do their support model scale? Do you get dedicated resources?

Governance collaboration. Can they help you think through governance? Do they have people who understand regulation, fairness, monitoring, incident response?

The Economic Reality

Strategic relationships are expensive. You’re asking the vendor to invest people and time. They’ll expect to be compensated.

Usually this happens through: – Higher contract values (you’re locked in, so you pay more) – Revenue sharing (you make money because of their platform, they share) – Longer commitments (3-5 years instead of 1) – Exclusive focus (they prioritize your needs)

You’ll also invest time. Regular meetings. Feedback cycles. Governance collaboration.

The payoff: you’ll deploy faster, safer, and with more confidence. You’ll have a vendor who understands your business. When you have problems, they’ll help solve them.

Most enterprises stay transactional because the upfront investment feels high. The enterprises that move to strategic relationships do so because they realize the long-term payoff is much higher.

Where You Should Be

If you have 1-5 systems, transactional is fine. You know the platform, you can solve problems yourself.

If you have 5-20 systems, you should be advisory. Someone at the vendor should understand your governance requirements.

If you have 20+ systems, you should be collaborative or strategic. You’re too invested in their platform not to have a relationship that’s mutually beneficial.

Most enterprises are one level below where they should be. Not because they’re doing something wrong. Because they haven’t negotiated the upgrade.

Do it. The vendors that are willing to upgrade the relationship are the vendors worth staying with.