Most AI consulting engagements fail silently. Not with a dramatic blowup — just a 40-page strategy deck that gets emailed to the leadership team, opened twice, and never implemented. A year later, the client has the same operational problems they started with and a line item in their accounting system labeled "AI consulting."
This isn't because AI doesn't work. It works fine. It's because the AI consulting market is young, the demand is high, and that combination attracts a lot of people selling advice who've never shipped a system. If you hire one of them, you get a slide deck.
Here are the nine questions that separate real AI consultants from PowerPoint vendors — and the answers to look for.
1. "What did you ship in the last 90 days?"
This question gets answered in one of three ways:
- A specific answer with names and numbers: "We shipped a Retell voice agent for a Houston roofing contractor that's currently handling 80 calls/week. We built an estimate-generation workflow for an electrical contractor that cut quote time from 3 days to 4 hours." Hire this person.
- A vague answer about "strategy" or "frameworks": "We helped a Fortune 500 develop their AI transformation roadmap." Run away.
- "I can't discuss specific clients": Legitimate for large clients, but a full-time fraud sign for SMB consulting. At a minimum they should be able to describe the category of work.
If they've never shipped anything in the last 90 days, they're not an AI consultant. They're selling advice about AI, which is a different product.
2. "Can I see the deliverable from a recent engagement?"
A real AI consultant can share a redacted version of a recent deliverable — the actual report, the actual runbook, the actual integration diagram. If they can't produce any artifact (beyond a case-study PDF that reads like marketing copy), they probably don't produce artifacts.
Watch for the shape of the artifact: 40 pages of slides about "AI maturity" is a warning sign. 12 pages of tool recommendations with dollar amounts, ROI projections, and implementation order is a good sign.
3. "What's your pricing model, and can I see it?"
The AI consulting market has three common pricing models:
- Fixed fee per phase: "Our audit is $7,500, our implementation is scoped per project." Honest, predictable, creates accountability on both sides.
- Hourly: "We bill $300/hour against a retainer." Fine for large enterprise work, usually a trap for SMBs — the consultant is incentivized to go slow.
- "Contact us for a quote": The opaque model. Sometimes legitimate (custom enterprise builds), usually a sign they want to gauge your budget before quoting. Ask for a public price range — if they refuse, move on.
The good ones publish pricing. If every consultant in the market hides their prices, you can't comparison-shop, which is the whole point.
4. "What will I see in 30 days?"
The best predictor of whether an engagement will succeed: does the consultant commit to a measurable result in 30 days?
Real answers look like:
- "In 30 days, you'll have the AI phone agent live and handling at least 50 inbound calls, with a baseline for measuring conversion lift."
- "In 30 days, you'll have the estimate-generation workflow live, processing at least 10 real estimates, with a time-savings measurement we can compare to your baseline."
Weak answers look like:
- "In 30 days, you'll have a comprehensive understanding of the AI landscape as it applies to your business."
- "We'll have completed Phase 1 of our discovery framework."
If they can't name a working thing they'll ship in a month, they won't ship one in three months either.
5. "Who does the actual work — you or a junior?"
At big consulting firms, partners sell and junior consultants deliver. This model is fine for huge engagements where that scales. For SMB AI work, it's usually bad — a junior who's never touched a roofing company's CRM will produce slop.
Ask bluntly: "Who will be configuring my HubSpot? Who will be writing the Retell prompt? Who will be on the implementation calls?"
The best answer for a $7K–$30K engagement: "I am. This is a founder-led firm." The second-best: "I am, plus one trusted contractor I've worked with for 5 years, and you'll meet them." The worst: "Our delivery team will be assigned once we kick off."
6. "What's an example of when you told a prospect NOT to hire you?"
A good AI consultant loses some deals on purpose. They tell the wrong-fit prospects so — either "you don't need AI yet, you need a CRM" or "we're not the right size/vertical, you want firm X instead."
If a consultant has never turned down work, they're either very new (fine) or they have no filter (bad). Someone who will take any client will sell you things you don't need.
7. "What does your typical client look like 90 days after the engagement ends?"
This is the "stickiness" test. AI projects fail not at the delivery, but at the adoption. The software gets installed, the team doesn't use it, and six months later it's abandoned.
A good consultant answers with specifics: "Typically the team is running [system] as part of their daily workflow, measuring [metric], and we have a follow-up check-in scheduled at the 60-day mark to iterate on what we built."
A bad consultant answers vaguely: "Our clients see sustained value from our engagements." That means "we don't check."
8. "What tools do you work with?"
Watch for two extremes:
- "We're tool-agnostic — we build custom every time": This sounds good but usually means they over-engineer. For 90% of SMB use cases, Alivo, Rilla, HubSpot AI, or a combination will do the job for less than a custom build. A consultant who always builds custom is solving for their revenue, not yours.
- "We're a [specific tool] implementation partner": This is fine but know what it means. The tool company is paying them. They'll recommend their tool for every problem — even the ones where a different tool or a custom build is the right answer.
The best answer: "We know [list of 10+ common tools] intimately and can tell you when each is the right pick. For roughly 30% of our engagements, we end up building something custom because the off-the-shelf tools don't fit. We'll tell you upfront which bucket yours falls into." That's a real consultant.
9. "Can I talk to a recent client?"
Any consultant with real work should be able to connect you with a client within a few days. If they stall or offer "testimonials instead," the references don't exist or they're not clients who'll speak positively unprompted.
When you talk to the reference, don't ask "would you hire them again?" (nobody says no to that). Ask:
- "What did you spend on the engagement vs what you'd budgeted?"
- "What's the thing they built that you're still actively using?"
- "What's the thing they built that got abandoned?"
- "What would have gone differently if you'd known what you know now?"
Good consultants produce references who answer those questions specifically. Bad consultants produce references who give you vague praise.
Red Flags Summary
- Can't name a specific thing they shipped in the last 90 days
- Refuses to publish or quote pricing in writing
- Can't commit to a measurable outcome in 30 days
- "Strategy" or "framework" appears in the first paragraph of their proposal
- Proposal is a slide deck, not a working document
- Assigned delivery team you haven't met
- No redacted sample deliverable available
- No client references available within a week
- Push-back when you ask "what's an example of when you didn't take a client?"
Green Flags Summary
- Founder or senior practitioner is the one doing the work
- Published pricing and scope for standard engagements
- Specific, named case studies with dollar impact
- Committed 30-day milestones with measurement plan
- Will share redacted deliverables from past engagements
- Can explain when they've turned down prospects
- Discussion of tools AND custom builds — not dogmatic about either
- Check-in cadence post-engagement
- Client references willing to speak specifically, not vaguely
What to Do Next
Before you sign anything, try this:
- Shortlist 3–5 consultants
- Send each of them the 9 questions above
- Give them a 3-day deadline to answer in writing
- Notice who replies within 48 hours (high signal), who takes the full time, and who doesn't reply at all
- Pick from the ones who answered with specifics within 48 hours
The selection process you run tells you more than any pitch meeting will. A consultant who can answer 9 pointed questions in 48 hours with specifics is the same person who will ship your project on time. A consultant who takes a week to send a deck is not.
If you want a working example of what good answers look like, the free Riptide call is exactly this process — 30-minute conversation, written deliverable within 48 hours, specific tool recommendations with dollar impact. You can use it as a benchmark even if you end up hiring somebody else.