How to Spot 'We'll Make You Money With AI' Pitches

If you got a pitch that says “we’ll transform your business with AI, guaranteed extra revenue of X per month,” you’re right to be cautious. There are five concrete signs that separate a trustworthy AI consulting pitch from a shady one: a guaranteed numerical return, an outsized transformation promised in an implausibly short time, jargon-heavy but content-free sales language, a large upfront payment demanded before the scope is even defined, and an inability to show references. In this piece I explain how to spot each one.

A Guaranteed Numerical Return Promise

If an AI consulting pitch includes a numerical commitment like “guaranteed extra revenue of $X per month” or “we’ll double your revenue in three months,” that’s the clearest red flag. An honest consultant cannot make a guarantee like this, because the outcome depends on your business’s own data, your industry, your current digital infrastructure, and the state of the market at that moment. Nobody can know these variables in advance and commit to a fixed number.

A realistic pitch instead offers a process and a measurement framework: what data will be examined, what metric will be tracked, and in what range results will start to show. It’s a conversation about method and timeline, not a number.

“A Revolution in Two Days”: An Unrealistically Fast, Sweeping Transformation Promise

Promises like “we’ll move your entire business to AI in two days” or “we’ll automate your whole team in a week” are the second red flag. A real AI integration requires reviewing existing processes, cleaning up data, choosing the right tool, and a testing period. None of these steps finish in a matter of hours.

A small, focused task — automating a single reporting process, for example — genuinely can be finished in a few hours. But a promise of a “few-day” timeline for a transformation at the scale of “your entire business” means either the scope is quietly being shrunk, or an unrealistic expectation is being set.

Praise Without Numbers, Heavy on Jargon

Phrases like “revolutionary,” “unlimited potential,” “the technology of the future” sound impressive but carry no concrete information. This kind of jargon-heavy, number-free praise is usually a sign there’s no clear plan behind the pitch.

The question to ask is simple: “If we removed this sentence, what concrete step is left?” A real pitch spells out clearly which tool will be used, which process will change, what data will be processed, and how the result will be measured.

Upfront Payment Before Scope Is Defined, and References That Can’t Be Shown

Demanding a large upfront payment at the first meeting, before the scope — what work will actually be done — is defined in writing, is the fourth red flag. A large upfront payment taken while the size and duration of the work are still unclear shifts the entire risk of the job onto you.

The fifth sign is an inability to show a reference or example project. “We have an NDA” can sometimes be a genuine reason, but even without naming names, an anonymous example should be describable — the method used, a measurable result achieved. If no concrete example can be given at all, that can be a sign of a lack of experience.

An Observation From the Field

In my own work I’ve made the exact opposite of these five signs the standard. I don’t ask for a large upfront payment at the first meeting; I first clarify the scope, estimate how many hours the work will take, and proceed on an hourly rate. Jobs are generally tasks completed remotely in 2 hours to 2 weeks — I won’t make a promise like “we’ll transform your whole business in a week,” because something like that isn’t possible.

Saying this doesn’t mean every fast or low-budget pitch is malicious. There are plenty of honest consultants with modest budgets and a clearly defined scope. But if one or more of the signs above show up together in a single pitch, it’s worth asking extra questions before signing: “How did you calculate this number?”, “Can I get the scope in writing?”, “Can you show me an example project?”

You Can Ask Me to Do This

Work like this trust-check, along with other AI consulting tasks, generally runs 2 hours to 2 weeks, remote, hourly. If you’d like to evaluate a pitch you received together, you can reach me through my AI consulting service.

Frequently Asked Questions

Does every cheap or fast AI offer mean fraud?

No. There are plenty of honest consultants with modest budgets and short timelines; a low price or a short duration isn’t a problem on its own. The problem is when several of the signs listed in this article show up together in the same pitch. One sign warrants caution; several stacked together warrant extra questions.

If the price in the pitch is well below market average, is that also a red flag?

The price alone isn’t a red flag, but it should raise a flag if it doesn’t match the scope. Promising a very wide scope at a very low price usually means one of the two isn’t realistic. For a realistic price range, see my AI consulting pricing article.

What questions should I ask an AI consultant in the first meeting?

The healthiest approach is to ask questions that clarify scope, timeline, measurement method, and payment plan. I’ll cover exactly which questions to ask and what a good answer looks like in a future article.

If I ask for a reference and get “we have an NDA” as the answer, what should I do?

An NDA can be a genuine obstacle — that’s a reasonable answer. But confidentiality doesn’t prevent describing an anonymous example without naming names: what kind of problem it started with, what method was applied, and how the result was measured can all be shared without a name. If you don’t get even that level of description, be cautious.