An RFI for AI Agents: Questions Every RevOps Team Should Ask
The AI vendor landscape is moving so fast that traditional Procurement checklists are obsolete. If you use a standard software RFI for an AI agent, you will miss critical questions about data privacy, model hallucination, and workflow autonomy. This article provides the specific, hard-hitting questions every RevOps team must ask before signing an AI vendor contract.
What We'll Cover
- Why AI procurement requires a new approach
- Questions on Data Privacy and Model Training
- Questions on Accuracy and Hallucination Mitigation
- Questions on Workflow Integration and Maintenance
- How to interpret the vendor's answers
Understanding the Approach
An RFI for AI Agents focuses on the unique risks associated with Large Language Models (LLMs) and autonomous action. It seeks to uncover the vendor's underlying architecture and their approach to safety. Example: A critical question is, 'If your agent makes a factual error in an email to a prospect, what mechanisms are in place to detect that error, and how is the system updated to prevent it from happening again?'
Why This Matters
Asking the right questions protects your company from data breaches, brand damage, and wasted budget.
- Before: Assuming all AI vendors have robust security. After: Verifying data privacy protocols before sharing CRM access.
- Before: Being surprised when an AI hallucinates on a live call. After: Understanding the vendor's hallucination mitigation strategies upfront.
- Before: Buying a tool that requires a full-time engineer to manage. After: Clarifying the maintenance burden before purchase.
The Complete Guide
Category 1: Data Privacy & Training
Objective: Protect your proprietary data.
Actionable Advice: Ask: 'Do you use our customer data or prompt inputs to train your foundational models? If so, can we opt out?'
Category 2: Accuracy & Guardrails
Objective: Prevent brand damage from hallucinations.
Actionable Advice: Ask: 'Describe your 'human-in-the-loop' capabilities. How can our reps review and approve actions before the agent executes them?'
Category 3: Integration & Extensibility
Objective: Ensure the tool fits your stack.
Actionable Advice: Ask: 'How does your agent handle custom objects and non-standard fields within our Salesforce instance?'
How to Implement This
RevOps must lead this RFI process, partnering closely with IT Security and Legal. Sales leadership should be involved in evaluating the vendor's responses regarding usability and workflow impact.
Next Steps
Don't let the pressure to adopt AI cause you to skip critical due diligence. Use these specific questions to pressure-test any AI vendor you evaluate. Incorporate these three categories into your standard procurement process today to protect your team and your data.
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About the Author
Alex Margarit, Sales AI Expert, SaaS Sales Leader, BMC, ServiceNow, Docusign — 25+ years in SaaS sales.
