AI Vendor References for Owner-Operators: What to Ask

AI Vendor References for Owner-Operators: What to Ask

Last Updated: June 2026

An AI vendor reference for owner-operators is a short call with a current customer of an AI vendor, done before you sign a contract. The call shows what the product does in real use, not what the vendor wants you to see in the demo. Asking 3 customers the same 10 questions gives you a pattern, not just one view.

AI Smart Ventures has helped owner-operated teams select AI vendors for over a decade. Teams that speak to at least 3 references before signing get fewer surprises in the first 90 days. AI advisory work for owner-operated teams includes vendor review and reference call support.

Key Takeaways

  1. Ask for Three – Always ask the vendor for 3 references, not 1. One reference may be hand-picked. Three give you enough to spot a pattern and notice if two of three say the same thing.
  2. Use a Script – Ask the same 10 questions on every call. This makes it easy to compare answers across references and notice when one answer stands out.
  3. Match Your Profile – Ask the vendor for references from firms your size and in your type of work. A reference from a 500-person firm tells you little about how the product works for a team of 8.
  4. Listen for Gaps – The most useful answers come from what the reference says was hard, not what worked. Ask follow-up questions when a reference is vague about a problem.
  5. Decide Before You Call – Write down your top 3 concerns before the first reference call. If none of the 3 references address those concerns, ask directly.

What Is an AI Vendor Reference Check?

An AI vendor reference check is a short call with a current customer of the vendor, done before you sign. The vendor gives you the names and you call each one with a set list of questions. The goal is to find out if the product works for a team like yours.

A 2024 Gartner survey found that 56% of AI buyers reported buyer regret within 12 months. Unmet promises from the sales process were the top cause. Reference calls reset those promises before you sign. A real customer has no reason to oversell the product. Three calls of 20 minutes each cost only 1 hour total and can save you months of rework.

How Do You Ask a Vendor for References?

Asking a vendor for references is a two-step process. Send a request email after the demo and state the type of firm you want to speak with. Ask for references from firms under 25 staff and in your type of work. AI Smart Ventures gives owner-operated teams a reference request email and a call script as part of AI advisory work.

Most vendors will send you one reference unless you ask for three. If a vendor says they do not have 3 references willing to speak, that is a signal worth noting. For vetted AI tools and reviews for owner-operated teams, see AI tools and apps on the AI Smart Ventures hub.

What to Ask Before the CallWhy It Matters
Can you give me 3 references?One is hand-picked; three reveal patterns
Can you match my firm size?Large-firm results differ from owner-op results
Can you match my industry?Fit issues vary by type of work
Are these current customers?Recent use reflects current product quality
Can I call this week?Delays may mean the vendor needs to find willing names

What Questions Do You Ask Three Customers?

The most useful questions focus on the gap between what the vendor promised and what the product delivered. Feature questions are less useful than questions about setup time, support quality, and what the client would do differently. A 2024 McKinsey survey found that 61% of AI tool buyers said vendor support had a bigger impact than product features.

The 10 questions below cover setup time, support quality, team usage, pricing changes, and what the client would do if they could start over. Ask each question on all 3 calls every time. The pattern across 3 calls shows up only when you ask the same questions each time.

Ten questions to ask on every reference call are:

  • How long did the setup take? – Ask for a number in weeks or months. Compare across all 3 references. If one says 2 weeks and two say 3 months, that is worth knowing.
  • What did the vendor promise that did not happen? – The most honest answers come from this question. Give the reference time to think before you follow up.
  • How fast does support respond? – Ask for a real time range: hours, days, or “you have to email and wait.”
  • What does your team use it for most? – The most-used feature is rarely the one featured in the demo. This tells you what the product is best at in real use.
  • What does your team NOT use it for? – This question shows the limits that never come up in sales calls.
  • How many people on your team use it daily? – A product used by 2 of 10 people is different from one used by 9 of 10.
  • What would you change if you could? – Listen for themes across all 3 calls. Themes that repeat are real gaps.
  • Did pricing change after you signed? – Pricing changes are common and rarely mentioned during the sales process.
  • Would you sign again knowing what you know now? – A yes with caveats is still useful. A no with reasons is very useful.
  • Who else uses it like we would? – This can surface a fourth reference if the 3 given names are all large firms.

Run through all 10 on every call and take notes within 10 minutes of hanging up.

What Red Flags Should You Watch For?

Red flags in a reference call are answers that show a gap between what the vendor sold and what the product does in use. The most common flag is when a reference pauses or gives a vague answer when asked what they would change. A 2024 Deloitte workforce study found that 48% of workers using poor-fit AI tools spent more time on workarounds than they saved.

Patterns matter more than one-off answers. One reference with a gap is worth noting, but two of three with the same gap means the issue is real.

Four red flags to watch for in AI vendor reference calls are:

  • Same Problem Twice – Two of three references describe the same gap. This means the gap is structural and will likely show up for your team too.
  • Vague Support Answers – A reference pauses or hedges when asked about support. Ask a follow-up: “How long does a typical support reply take?”
  • Falling Usage – A reference says their team uses the product less now than in the first month. Ask them why and what changed.
  • Wrong Size Fit – A reference says the product works best for larger teams or a different type of work. Ask the vendor for a closer match.

Two or more flags across your three calls is a clear signal to keep looking before you sign.

How Do You Compare What You Hear?

After each call, write down 3 things within 10 minutes: the biggest strength, the biggest gap, and whether the reference would sign again. Three calls give you 9 data points. Patterns show up clearly when you lay them side by side.

AI Smart Ventures uses a reference review sheet to map all findings before making a final vendor decision. Our AI advisory service covers the full vendor review process, from demo prep to reference calls to contract terms. If your reference calls raise new concerns, bring them back to the vendor before you sign.

Frequently Asked Questions

What is an AI vendor reference check?

An AI vendor reference check is a short call with a current customer of an AI vendor, done before you sign, to learn how the product works in real use for a team like yours. References differ from demos because the customer has no reason to oversell the product. Three calls with the same 10 questions give you a pattern that one call or a case study cannot give.

How many references should you request from an AI vendor?

Request 3 references every time, even if the vendor only offers one. One reference is hand-picked and may not reflect the average experience. Three references give you enough data to spot a pattern and notice when two or three say the same thing about a gap or a strength. If a vendor cannot or will not provide three, ask why and factor that into your review.

What questions give the most useful answers in a reference call?

The most useful questions ask about gaps and surprises, not features. Ask what the vendor promised that did not happen, what the reference would do differently, whether they would sign again, and how support responded when something went wrong. These questions give you data the demo will never show, and they are the ones most likely to surface the problems that affect owner-operated teams.

How do you handle a reference who only says positive things?

Ask follow-up questions that need specific answers: “What took longer than you expected?”, “What did your team stop using after the first month?”, “What would you tell a new customer to do on day one?”. Most references who start with only positive answers will share real gaps once the questions get specific. If a reference still has no gaps after five specific follow-ups, note that and compare with the other two calls.

What if all three references are from large firms?

Ask the vendor to provide a reference from a firm closer to your size before you commit. A reference from a 500-person firm is not the same as one from a team of 8. If the vendor has no small-team references, that may mean the product is built for larger firms and has not been tested at your scale. Ask directly how their smallest active client uses the product and request a call with that person.

How do you compare findings across three reference calls?

Write down the biggest strength, the biggest gap, and the would-they-sign-again answer from each call within 10 minutes of hanging up. Then lay all three rows side by side. Look for any item that appears in two or more rows. Two references saying the same thing about a gap means that gap is real, not a one-off. Two references saying the same strength means that strength is real, not just the best case shown in the demo.

When should you walk away after reference calls?

Walk away when two or more of three references describe the same gap and that gap directly affects how your team would use the product. One negative reference is not enough on its own, because every product has at least one unhappy client. Two negative references on the same point is a pattern. If the vendor cannot address the gap with a clear answer, the gap is likely permanent.

How do you get help with AI vendor review?

Schedule a consultation with AI Smart Ventures to get a reference call script, a vendor review sheet, and a process for turning reference findings into a final decision. AI advisory work covers the full review process from the first vendor demo through to contract terms, so you have a clear second set of eyes at each step before you sign your first contract.

Executive Summary

An AI vendor reference check is 3 short calls with current customers of the vendor, done before you sign, using the same 10 questions on each call. Owner-operators who make these calls before signing report fewer surprises in the first 90 days than those who rely on demos alone. Ask for 3 references that match your firm size, record gaps and strengths from each call, and compare the findings side by side before you decide.

What Should You Do Next?

Pick the AI vendor you are closest to signing with and send a reference request email asking for 3 names from firms your size. Use the 10 questions in this article as your call script and take notes on each call within 10 minutes of hanging up.

AI Smart Ventures offers AI advisory and AI consulting for owner-operated teams that want a clear process for reviewing AI vendors. Schedule a consultation to get a reference call script and a vendor review sheet for your next AI decision.

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About the Author

Nicole A. Donnelly is the Founder of AI Smart Ventures and an AI Adoption Specialist with 20 years of experience as a founder and CEO and over a decade leading AI adoption initiatives. She helps businesses integrate artificial intelligence with clarity and confidence, driving innovation and sustainable growth. Nicole has trained over 20,217 professionals in Applied AI, delivered 624 workshops, and worked with close to 1,000 organizations across diverse industries.

Expertise: AI Transformation, AI Strategy, AI Implementation, AI Adoption, Applied AI, Marketing, Business Operations

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Disclaimer: This content is for informational purposes only and does not constitute professional business or technology advice. Results vary based on industry, existing systems and implementation commitment. Contact AI Smart Ventures for a consultation regarding your specific situation.