The Modern RFP Guide for B2B Commerce Search and AI

How to Evaluate Platforms for Search, Product Discovery, and AI Orchestration

Search is no longer just a feature in B2B commerce. It has become the decision engine powering product discovery, guided buying, and AI-driven experiences.

But many organizations still evaluate platforms using outdated RFP frameworks focused on UI features instead of data foundations, hybrid retrieval, and AI orchestration.

This practical guide helps enterprise teams modernize their evaluation criteria and identify the capabilities required to power accurate, governed, and scalable AI-driven commerce experiences.

What You’ll Learn

Inside this guide, you’ll discover how to evaluate vendors across the capabilities that matter most for modern B2B commerce:

• How to assess data readiness for AI-driven search and discovery
  
• What true hybrid search looks like (and why keyword-only or semantic-only approaches fail)
  
• How to evaluate explainable and governed AI systems
  
• Why multi-model AI orchestration matters for cost, performance, and flexibility
  
• What enterprise-grade security, permissions, and governance should look like
  
• How experimentation and continuous optimization improve relevance and conversion
  

Why This Guide Matters

Analyst research consistently shows that search initiatives fail not because platforms lack features, but because they lack:

• Clean, authoritative data foundations
• True hybrid retrieval across structured and unstructured content
• Explainable AI that business teams can trust
• System-level orchestration across models, security, and experimentation

This guide helps you build an RFP that prioritizes the foundational capabilities required for AI-driven commerce success.

Who Should Download This Guide

This resource is designed for enterprise teams responsible for:

• Digital commerce strategy
• Product discovery and merchandising
• Search and relevance optimization
• IT, data, and AI platform architecture
• Security and governance

Download the RFP Guide

Get the checklist, evaluation framework, and questions you need to confidently evaluate vendors and build the foundation for AI-powered B2B commerce.

Download the guide now.