Quick answer

A buyer-side RFP checklist for AI sales training platforms covering 25 questions across technical (scoring rubric, voice quality, integrations), commercial (pricing, contracts, free tier), operational (implementation, ramp), and risk (data handling, exit). Best paired with a 3-vendor shortlist before discovery calls.

By Vozah Editorial·Last updated May 10, 2026

AI Sales Training RFP Checklist: 25 Questions to Ask Vendors Before You Sign

This is the buyer-side checklist for AI sales training procurement. It is not a comparison list (use the best AI sales training comparison for that) and it is not a generic software RFP template. It is the 25 questions to ask AI sales training vendors before signing, organized by category and annotated with the red-flag answers to watch for.

Quick answer: A strong AI sales training RFP covers four categories: technical (scoring rubric, voice quality, integrations), commercial (pricing, contracts, free tier), operational (implementation, ramp expectations), and risk (data handling, exit clauses). The biggest red flag is any refusal to score one of your real call recordings on a live demo. Three shortlisted vendors and 25 specific questions gives you a 90-day decision cycle with high confidence.

How to Use This Checklist

Three rules before you start sending questions:

Shortlist three vendors max. Two is too few for leverage, five is too many to evaluate. Use the AI sales training comparison to narrow.
Score on a 1-5 scale per question. Numerical scoring forces an answer where prose hides ambiguity.
Reserve 30% of weight for one question. Pick the most decision-critical question for your situation and weight it heavily. For most teams that question is the scoring rubric demo.

The 25 questions below fall into four categories. Run them in this order: technical first (kills weak vendors fast), then operational, then commercial, then risk.

Category 1: Technical Questions (8 questions)

Technical questions separate vendors with real AI from vendors who wrap GPT in a UI.

1. Show me your scoring rubric scoring one of my real call recordings. The number-one diagnostic. A vendor with a robust scoring engine will accept a call you upload and produce per-dimension scores in under 5 minutes. Red flag: requires a "calibration period" or only scores their own demo calls.

2. What dimensions does your AI score, and how is each weighted? Strong answers list 6-9 specific dimensions with stable weightings, like Vozah's 9-dimension scorecard: Opening Hook, Discovery, Qualification, Value Prop, Objection Handling, Talk Ratio, Pacing, Closing, Next-Step Clarity. Red flag: vague answers like "we score the whole call holistically."

3. How does your voice synthesis handle interruptions and objections? Live test it. Strong voice models handle mid-sentence interruptions naturally and maintain persona across a 5-minute call. Red flag: voice cuts off candidate speech or breaks character.

4. What is your model architecture and which model versions do you use? You do not need a dissertation, but vendors should know whether they use a foundation model directly, fine-tuned models, or a custom architecture. Red flag: cannot name the underlying model family.

5. How does scoring drift over model upgrades? This catches vendors who silently change scoring when they upgrade models. Strong vendors lock scoring rubrics across upgrades and run regression tests. Red flag: "we just use the latest model" without versioning.

6. What integrations are native, and which require professional services? Native CRM (Salesforce, HubSpot), CI (Gong, Chorus), LMS (Workday, Cornerstone), and SSO (Okta, Azure AD) should be in the box for any serious vendor. Red flag: anything other than Salesforce requires custom work.

7. What is your API surface, and what is rate-limited? You will eventually want to push scores into your dashboards. Ask for the API docs URL in the response. Red flag: no public API or undocumented rate limits.

8. How do you measure and report scoring accuracy? Honest vendors quote agreement-with-human-rater scores (typically 75-90% on observable dimensions). Red flag: "100% accurate" or no accuracy metric at all.

Category 2: Operational Questions (6 questions)

Operational questions reveal whether implementation will land in 30 days or 9 months.

9. What is the typical implementation timeline for a team our size? Honest answers: 2-4 weeks for under 50 seats, 4-8 weeks for 50-250, 2-4 months for enterprise. Red flag: "depends" without follow-up specifics, or 6+ months for a 100-seat team.

10. What does the first 90 days look like for a new admin? You want a week-by-week milestone plan. Strong vendors deliver content build, manager training, rep rollout, and first-cohort review across 12 weeks. Red flag: "we will figure it out together."

11. Who builds the practice scenarios: us or you? Best-in-class vendors provide a starter library plus tools for admins to build custom scenarios in 30-60 minutes each. Red flag: every custom scenario requires a vendor services engagement.

12. What is the expected weekly cadence per rep? This sets your ROI expectation. Vendors quoting 3+ sessions per rep per week align with the research-supported cadence. Red flag: vague engagement expectations or "as much as they want."

13. How do you support our managers, not just our reps? Ask for the manager dashboard demo and the manager-onboarding plan. Manager adoption is the leading indicator of program success. Red flag: rep-focused product with no manager workflow.

14. What is your customer success structure at our spend level? Above $50K ACV, a named CSM is the baseline. Below that, expect pooled or self-service support. Red flag: $100K+ deals with no named CSM.

Category 3: Commercial Questions (6 questions)

Commercial questions reveal the real cost across a 3-year horizon.

15. What does pricing look like at our seat count over a 3-year contract? You want the line item per seat per month at year 1, 2, and 3, not a blended ACV. Red flag: pricing only available "after we talk to our team."

16. Is there a free tier or self-serve plan for evaluation? Vendors with a free tier (like Vozah's Solo plan at $29 or trial access) show confidence in their product. Red flag: cannot evaluate the product without a signed MSA.

17. What is included in the base seat versus add-on modules? Common gotchas: integrations as add-on, analytics dashboards as add-on, custom scoring rubric as add-on. Red flag: list pricing that quietly excludes 30%+ of what you assumed was included.

18. What is the renewal uplift cap? Standard is 5-7% per year. Strong vendors will commit to a cap in writing. Red flag: no cap, or 15%+ uplift assumptions.

19. What are your payment terms and discount structure for annual prepay? Annual prepay typically earns 10-15% off monthly rates. Multi-year prepay earns 15-25% off. Red flag: no discount for annual commitment.

20. What happens to my seats and data if we downgrade mid-contract? You want flexibility on seat reductions of 10-20% mid-contract. Red flag: locked seat count with no flex band.

Category 4: Risk Questions (5 questions)

Risk questions surface what you will regret in year two.

21. Where is our call audio and transcript data stored, and for how long? You want named regions (US, EU), retention periods you can set, and per-customer encryption keys at enterprise tier. Red flag: vague storage location or no deletion SLA.

22. Do you train your models on our data? The honest answer: most vendors offer opt-out, and enterprise deals can require contractual opt-out. Red flag: cannot opt out of model training, or no clear answer.

23. What is your SOC 2 Type II status and most recent audit date? Type II report should be under 12 months old. Red flag: Type I only, or audit older than 18 months.

24. What is your termination-for-convenience clause? You want a 30-90 day exit option with data export. Red flag: no exit option, or 12+ month notice required.

25. What happens to recordings, scores, and dashboards if we churn? Strong vendors provide 30-90 days of data export access post-termination. Red flag: data deleted immediately or charged for export.

Scoring Framework: How to Weight Responses

Score each question 1-5 across all three shortlisted vendors. Suggested weightings:

| Category | Weight | Why | |---|---|---| | Technical (8 questions) | 35% | Scoring quality determines outcomes | | Operational (6 questions) | 25% | Implementation success drives adoption | | Commercial (6 questions) | 25% | 3-year TCO often varies 40%+ across vendors | | Risk (5 questions) | 15% | Lower probability, high-impact issues |

The vendor that wins on technical and operational but loses on commercial is still the right pick if the commercial gap is under 20%. The vendor that wins on commercial but loses on technical will haunt you in year two.

Red Flag Patterns to Watch For

A few cross-cutting red flags that no single question catches:

The "trust us" vendor. Refuses to score your call, refuses pricing in writing, refuses references who churned. Walk away.
The "we are too big to negotiate" vendor. Enterprise vendors will negotiate. Refusal to negotiate is a culture signal.
The pilot trap. A discounted 6-month pilot that auto-converts to a 3-year contract at full price. Read every renewal clause.
The integration mirage. Marketing site shows 30 logos, sales call reveals only 4 are native. Ask which are native, which are partner-built, and which require professional services.

Reference Question Set for Customer Calls

When you talk to a vendor's customer references, ask these five questions verbatim:

What did you wish you knew before signing?
What is one feature in the demo that did not match the production reality?
How long did implementation actually take versus what was promised?
What is your manager-to-rep adoption ratio? (Manager adoption under 60% is a warning sign.)
If you were starting over, what would you do differently?

Customers who give you specific, slightly-uncomfortable answers are the most useful references. Customers who give universally positive reviews are coached, not honest.

After the RFP: The 30-Day Decision Window

Once responses are in:

Week 1: Score responses against the rubric, build a 3-column comparison.
Week 2: Run the scoring-demo live test with your own recordings on all three.
Week 3: Customer reference calls (2-3 per vendor) and procurement review of commercials.
Week 4: Final negotiation and signature.

A 30-day RFP cycle is achievable with the checklist above. The trap to avoid is a 6-month evaluation that exhausts your champion and lets the incumbent vendor win by default.

Frequently asked questions

Do I need a full RFP for AI sales training?

Full RFP is appropriate above 100 seats or $100K annual contract value. Below that, a structured discovery-call checklist with the same 25 questions gives you 90% of the benefit without the document overhead. Use the checklist for vendor calls; reserve the RFP format for procurement-required deals.

How many vendors should I shortlist for an AI sales training RFP?

Three is the right number. Two is too few to negotiate; five is too many to evaluate in depth. Build the shortlist from a 5-7 vendor comparison list, then narrow to three for deep diligence using this checklist.

What is the biggest red flag in AI sales training RFP responses?

Refusal to demo their scoring rubric on a recording you provide. Vendors who only show curated demo calls or refuse to score a real recording often have a scoring engine that breaks on edge cases. Always insist on a live scoring demo with one of your own call recordings.

Should I ask for references in an AI sales training RFP?

Yes, but ask for at least one reference customer who churned or downgraded, not just happy logos. Most vendors will refuse, which itself is signal. Vendors who do provide a balanced reference set have more confidence in their product.