AI Insights Feed — Sentiment Analysis, Source Tracing, and Strategic Intelligence
The AI Insights Feed synthesizes visibility data, sentiment analysis, and source attribution into actionable strategic intelligence. Learn how to read and act on each insight type.
AI Insights Feed: Strategic Intelligence for Your Brand
The AI Insights Feed synthesizes your Visibility check data, Rankings results, and scan findings into actionable strategic intelligence — not just "what is happening" but "why it's happening" and "what to do about it."
Insight Types
High Priority — Significant findings that directly impact your AI visibility or reputation. Example: "Your brand is consistently recommended for enterprise-grade workflows — strong documentation clarity is cited as a key decision factor."
Decline Monitor — Insights tracking metrics that have been declining over recent check cycles. Act before a drop becomes a crisis.
Risk — Potential threats: competitor surges, coverage gaps, or early-stage negative framing detected in AI responses.
Opportunity — Positive developments where increased investment could yield outsized returns.
Sentiment Analysis
For every AI platform response about your brand, Citadex analyzes sentiment:
- Positive — AI is recommending or praising your brand
- Neutral — Factual mentions without strong recommendation weight
- Negative — Potentially harmful framing or association with problems
Sentiment trends are visualized over time so you can spot shifts quickly.
The Impact Score
Each insight carries an Impact Score (e.g., +0.42):
- +0.30 and above — High impact. Prioritize immediately.
- +0.10 to +0.29 — Medium impact. Address in your next sprint.
- Below +0.10 — Lower impact. Queue for future optimization.
Source Tracing: Understanding the "Why"
A core feature is the ability to trace why AI models make specific statements about your brand:
- Reddit — Highly influential. AI models weight Reddit discussions heavily.
- Wikipedia — Highest authority weight. Presence here is strongly associated with accurate entity understanding.
- Industry publications — TechCrunch, G2, analyst reports, trade publications.
- Review platforms — G2, Capterra, Trustpilot. Aggregated ratings frequently cited in "best tool for X" queries.
- Your own website — The most controllable source.
Frequently Asked Questions
Q: How are insights generated?
Insights are generated dynamically from your Visibility check data, Rankings data, and scan findings. They update each time new data is collected.
Q: Can I filter insights by type or platform?
Yes. Use the filter tabs at the top of the Insights Feed: All, High Priority, Risk, Decline Monitor.
Q: How do I act on an insight?
Each insight card includes a recommended action with a direct link to the relevant tool — for example, a competitor intercept insight links directly to Competitor Analysis pre-filtered for that competitor and keyword.
Was this article helpful?