Executive Summary

Section 1: How LLMs Select Recommendations

Section 2: The Five Core Signals

Section 3: Engineering Each Signal

Section 4: 90-Day Implementation Roadmap

Section 5: Measurement Framework and Feedback Loops

Section 6: Risk Factors and Common Mistakes

This guide provides a framework for increasing the probability that LLMs recommend your SaaS product. Results depend on your starting position, competitive landscape, category dynamics, and execution quality. LLM behavior is non-deterministic and subject to change with model updates. Treat all recommendations in this guide as probability-improving actions, not guaranteed outcomes.