See what ChatGPT and Gemini answer—and what they cite.
CrowScout builds a weekly, product-only report from indexed AI mentions and five fixed unaided buyer questions observed in both ChatGPT and Gemini. Review the evidence without turning a volatile sample into a ranking claim.
What it changes
Observe the actual answer
Keep each fixed buyer question beside the returned answer, platform, model, and observation time.
Trace cited sources
Review sources the answer actually cited and see when Reddit or your Product domain appears.
Keep the measurement bounded
Use one fixed US-English market, ten weekly answer observations, and monthly enrichment.
A bounded, repeatable Product report.
AI Visibility is a measurement view. It does not require competitor input, generate content, change your Reddit SEO plan, or promise future inclusion.
Fix five unaided buyer questions
CrowScout derives one Problem, Category, Comparison, Alternative, and Workflow question from the confirmed Product Profile without naming the Product.
Collect indexed and observed evidence
Measure indexed ChatGPT and Google AI Overview mentions, then observe all five questions in both ChatGPT and Gemini.
Review answers and citations
Inspect the successful denominator, monthly trends, estimated demand, answer text, model, time, and cited sources in one report.
Measure evidence you can inspect.
Each snapshot preserves the exact query context and cited URLs needed to review what was observed.
- Answer text is displayed as returned, without provider HTML
- Cited sources stay linked to the exact query response
- Reddit and Product-domain citations are counted separately
Treat snapshots as observations.
AI answers can vary by time, model, market, and provider behavior. A snapshot is useful evidence, not deterministic rank tracking.
- No proprietary visibility score hides the underlying evidence
- No citation is promised when the platform returns none
- Weekly limits keep cost and interpretation proportionate
Keep the signal moving.
Reddit SEO
Measure which Reddit discussions appear for your buyer-research queries.
Explore featureLead discovery
Score Reddit conversations by intent, fit, timing, and evidence.
Explore featureInsights
Review evidence-backed themes and clearly scoped community, keyword, feedback, and health data.
Explore featureAdd inspectable AI answers to your research view.
See what two major answer platforms return for the buyer questions you already track.