Feature

AI Change Analysis With Citations

RivalLens uses bounded, schema-validated AI analysis after deterministic evidence and quality checks.

Structured output

Analysis must match a versioned schema. Facts need exact citations; recommendations are labeled inference; malformed output is rejected rather than persisted.

Prompt-injection boundary

Captured pages are untrusted data. Instructions found in competitor content cannot change answer policy, request secrets, invoke tools, or override the system prompt.

Graceful degradation

Change detection retains a deterministic fallback when AI analysis is unavailable. Ask failures release quota reservations and return a support reference for temporary errors.

Start with one decision-relevant section.

Create a monitor, confirm the baseline, and let RivalLens surface evidence when a meaningful change appears.

Start monitoring competitors