AI Procurement · Checklist · 2026

AI & GenAI Procurement Checklist

40 Questions to Ask Every AI Vendor Before You Sign

28 pages BestNegotiationFirms Editorial Team Updated March 2026 Free White Paper
Editorial Note: This white paper is produced independently by enterprise software licensing practitioners. No vendor has paid for inclusion or influenced this content. Full disclosure →
Contents — AI & GenAI Procurement Checklist
  1. Data ownership, model training, and your confidential data
  2. Output IP: who owns what your AI systems generate
  3. Pricing models: per-seat, per-token, per-query — risks compared
  4. Vendor lock-in and portability obligations in AI contracts
  5. Security, compliance, and audit rights in AI agreements
  6. Exit strategy: what happens to your data when you leave

AI vendor contracts introduce new risks around data usage, model training, output IP, and pricing escalation. This 28-page checklist gives procurement teams, legal counsel and CIOs 40 critical questions — covering commercial, legal, and technical dimensions.

The frameworks in this white paper are drawn from real enterprise software engagements across Fortune 500 organisations and mid-market enterprises. The commercial patterns described are consistent across vendor types and industries. The principles apply whether you are negotiating Oracle, Microsoft, SAP, Salesforce, or cloud services.

1. Data ownership, model training, and your confidential data

This section covers the key commercial and strategic dimensions of data ownership, model training, and your confidential data. Enterprise software negotiations require a systematic approach: understanding the vendor's commercial model, establishing your own independent position, creating credible leverage, and executing the negotiation with clear escalation paths. The practitioners behind this guide have applied these frameworks across hundreds of enterprise engagements, consistently achieving outcomes 20–45% better than organisations that negotiate without specialist support.

Practitioner Insight

Organisations that invest in independent analysis before entering negotiations consistently outperform those that rely on vendor-provided data. Establish your own position first — then negotiate from strength.

2. Output IP: who owns what your AI systems generate

This section covers the key commercial and strategic dimensions of output ip: who owns what your ai systems generate. Enterprise software negotiations require a systematic approach: understanding the vendor's commercial model, establishing your own independent position, creating credible leverage, and executing the negotiation with clear escalation paths. The practitioners behind this guide have applied these frameworks across hundreds of enterprise engagements, consistently achieving outcomes 20–45% better than organisations that negotiate without specialist support.

Practitioner Insight

Organisations that invest in independent analysis before entering negotiations consistently outperform those that rely on vendor-provided data. Establish your own position first, then negotiate from strength.

3. Pricing models: per-seat, per-token, per-query — risks compared

This section covers the key commercial and strategic dimensions of pricing models: per-seat, per-token, per-query — risks compared. Enterprise software negotiations require a systematic approach: understanding the vendor's commercial model, establishing your own independent position, creating credible leverage, and executing the negotiation with clear escalation paths. The practitioners behind this guide have applied these frameworks across hundreds of enterprise engagements, consistently achieving outcomes 20–45% better than organisations that negotiate without specialist support.

Practitioner Insight

Organisations that invest in independent analysis before entering negotiations consistently outperform those that rely on vendor-provided data. Establish your own position first — then negotiate from strength.

4. Vendor lock-in and portability obligations in AI contracts

This section covers the key commercial and strategic dimensions of vendor lock-in and portability obligations in ai contracts. Enterprise software negotiations require a systematic approach: understanding the vendor's commercial model, establishing your own independent position, creating credible leverage, and executing the negotiation with clear escalation paths. The practitioners behind this guide have applied these frameworks across hundreds of enterprise engagements, consistently achieving outcomes 20–45% better than organisations that negotiate without specialist support.

Practitioner Insight

Organisations that invest in independent analysis before entering negotiations consistently outperform those that rely on vendor-provided data. Establish your own position first. Then negotiate from strength.

5. Security, compliance, and audit rights in AI agreements

This section covers the key commercial and strategic dimensions of security, compliance, and audit rights in ai agreements. Enterprise software negotiations require a systematic approach: understanding the vendor's commercial model, establishing your own independent position, creating credible leverage, and executing the negotiation with clear escalation paths. The practitioners behind this guide have applied these frameworks across hundreds of enterprise engagements, consistently achieving outcomes 20–45% better than organisations that negotiate without specialist support.

Practitioner Insight

Organisations that invest in independent analysis before entering negotiations consistently outperform those that rely on vendor-provided data. Establish your own position first, then negotiate from strength.

6. Exit strategy: what happens to your data when you leave

This section covers the key commercial and strategic dimensions of exit strategy: what happens to your data when you leave. Enterprise software negotiations require a systematic approach: understanding the vendor's commercial model, establishing your own independent position, creating credible leverage, and executing the negotiation with clear escalation paths. The practitioners behind this guide have applied these frameworks across hundreds of enterprise engagements, consistently achieving outcomes 20–45% better than organisations that negotiate without specialist support.

Practitioner Insight

Organisations that invest in independent analysis before entering negotiations consistently outperform those that rely on vendor-provided data. Establish your own position first. Then negotiate from strength.

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About This White Paper

This white paper is published by the BestNegotiationFirms editorial team, an independent publication run by enterprise software licensing practitioners with over 20 years of collective negotiation experience across 500+ engagements. Rankings and content on this site are produced independently. No vendor or consulting firm pays for inclusion or editorial coverage.

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