Grounded AI
AI Competitive Intelligence Grounded in Evidence
AI is valuable after evidence collection—not as a substitute for it. RivalLens constrains analysis to authorized captures and requires citations for factual statements.
Evidence first
The answer pipeline selects a competitor scope, checks source count and freshness, then invokes a model only when the question is answerable. Insufficient evidence returns an actionable state without consuming Ask allowance.
Facts and inferences stay distinct
Observed facts require exact supporting excerpts. Strategic meaning and recommended actions are labeled as inference so a reader can challenge the reasoning without losing the underlying record.
What AI cannot guarantee
Public evidence can be incomplete, delayed, localized, or intentionally ambiguous. RivalLens abstains when sources are missing or stale and does not claim access to private competitor plans or intent.
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