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For anyone buying AI work · 18 August 2026

How to tell a real MIP from a rebranded homepage.

The category is real. The label, on its own, tells you almost nothing.

If you have taken a call from an IT provider in the last year, you have probably heard the phrase Managed Intelligence Provider. It is a genuine shift and it describes something worth buying. It is also, right now, a term that can be acquired faster than the ability it is supposed to describe.

Where it came from

Pax8, the marketplace most MSPs buy through, introduced the idea at its Beyond conference in June 2025 and published a Managed Intelligence Provider Playbook that October. At Beyond 2026 it launched the thing that matters here: an MIP Program to help partners build the capability, and Managed Intelligence Services, a white-label delivery arm for partners who would rather Pax8 executed the work.

Both are reasonable products. The second one is the reason this article exists.

Why the label stopped being a signal

A provider can now call itself a Managed Intelligence Provider and have the actual building done by someone else entirely. That is not fraud, and it is not even a bad model. Plenty of good firms subcontract specialist work and manage it well. But it means the words on the homepage no longer tell you who will design your system, who will be accountable when it says something wrong, or whether anyone in the building has done it before.

The demand pressure is real too. A global survey of more than a thousand MSPs in late 2025 found 92 percent seeing growth driven by AI interest, and only about half feeling prepared to guide their clients through adopting it. That gap is exactly where a label gets adopted ahead of the ability.

So stop reading the homepage. Ask six questions.

The six

Question one

Show me something you built, not something you resold.

Not a marketplace product deployed under your logo. Something designed for one client's specific problem, where you chose what it does and what it refuses to do.

A good answer describes a particular business, a particular problem, and a decision they made about scope. A weak answer names a platform.

Question two

Where would my data live, and can I have that in writing before I sign?

Whoever builds it should be able to tell you which provider processes your data, in which country, under what retention terms, and whether anything is used for training. Before the contract, not after.

A good answer is specific and offered in writing without hesitation. A weak answer is "enterprise-grade security" and a change of subject.

Question three

How do you know it will not make something up?

This is the question most likely to separate people who have shipped one of these from people who have not. An AI system that talks to your customers will eventually be asked something it does not know. What happens then is a design decision, not an accident.

A good answer describes guardrails, an approved source of facts, and a handoff to a person. Better still, they attacked it deliberately before launch and can show you what they tried. A weak answer is "the model is very accurate now".

Question four

What will you not do?

Any provider who has done this work has a list. Things AI should not be put in front of, problems better solved with software you can already buy, jobs where the cost outweighs the gain.

A good answer comes immediately and includes something they turned down. A weak answer is that they can do anything you need.

Question five

What does it cost, roughly, before we go further?

You are not asking for a quote. You are asking whether they know the shape of the number. Someone who has priced this work ten times can give you a range in a sentence.

A good answer is a range with the variables named. A weak answer requires a discovery call before any figure exists.

Question six

Could my own team run this, and would you teach them?

Some businesses want it managed. Some want the lowest possible ongoing cost. The answer tells you whether the recurring fee is a service or a dependency.

A good answer prices both, honestly, and says which suits you. A weak answer explains why you would never want to.

What to do with the answers

None of these are trick questions and none of them require you to understand the technology. They test whether the person in front of you has done the work, thought about the failure cases, and is willing to be pinned down before you have paid anything.

If a provider answers all six well, the label on their homepage was earned. If they answer three well, you have learned something useful and you can ask who is actually doing the building. If the answers are all adjectives, you now know what you are buying.

We answer all six ourselves →  Written for IT providers →

One thing worth saying plainly

The category is not hype. Businesses genuinely are moving from buying software to buying outcomes, and someone has to design, guard and maintain the systems that produce them. That work is real, it is skilled, and it is worth paying for.

The label just is not a qualification. It is a word, and words are cheap this year.

Our answers

We publish ours, so you can check.

It would be poor form to write this and not answer it. Our prices are on the site, what we refuse to build is on the site, and where data lives by service is on the security page. The free scan will tell you what we would find on your own business before you speak to anyone.

Talk to us

Ask us the six.

We would rather answer them than have you take our word for it. If an answer is unsatisfying, that is worth knowing before either of us spends any money.

[email protected]

Or call (941) 499-7558.