Discussion Competitive Intelligence Monitoring

How do I systematically track competitor mentions in AI? Building competitive monitoring

CO
CompetitorWatcher · Competitive Intelligence Analyst
· · 115 upvotes · 10 comments
C
CompetitorWatcher
Competitive Intelligence Analyst · December 29, 2025

We track competitor activities across many channels - pricing, features, marketing, content. But AI visibility is a blind spot.

What I need to set up:

  • Systematic tracking of competitor AI mentions
  • Understanding of what makes them visible
  • Early warning for competitive shifts
  • Data to inform our strategy

Questions:

  • How do you systematically monitor competitor AI visibility?
  • What should I be tracking beyond just “mentioned or not”?
  • How do I know when competitors make moves?
  • What tools or processes work for this?

Looking for a repeatable competitive monitoring system.

10 comments

10 Comments

CP
CompetitiveIntel_Pro Expert CI Director · December 29, 2025

Here’s our competitive AI monitoring system:

The Monitoring Framework:

What to Track:

MetricDefinitionWhy It Matters
Visibility Rate% of prompts with mentionOverall presence
PositionAverage rank when mentionedQuality of presence
ContextHow they’re describedPositioning perception
SourcesWhat content citedWhat’s working for them
TrendChange over timeCompetitive momentum

Prompt Categories to Monitor:

  1. Category queries (40% of prompts) “Best [category] tools” “Top [category] solutions”

  2. Problem queries (30% of prompts) “How to solve [problem]” “What helps with [challenge]”

  3. Comparison queries (20% of prompts) “[Competitor A] vs [Competitor B]” “Compare [category] options”

  4. Alternative queries (10% of prompts) “Alternatives to [leader]” “What to use instead of [competitor]”

Monitoring cadence:

  • Weekly: Top 20 prompts
  • Monthly: Full 100+ prompts
  • Quarterly: Deep strategic analysis
T
TrackingSpreadsheet · December 29, 2025
Replying to CompetitiveIntel_Pro

Our tracking spreadsheet structure:

Columns:

  • Prompt text
  • Platform (ChatGPT/Perplexity/Claude/etc.)
  • Date tested
  • Brands mentioned (comma separated)
  • Your position (1st/2nd/3rd/not mentioned)
  • Competitor A position
  • Competitor B position
  • Competitor C position
  • Context notes
  • Sources cited

Example row: | Best CRM for startups | ChatGPT | 2026-01-10 | HubSpot, Pipedrive, Salesforce | 2nd | 1st | 3rd | Not mentioned | HubSpot “most popular,” we “good for budget” | HubSpot blog, G2 |

Weekly Summary Tab: Roll up into:

  • Your visibility rate
  • Each competitor visibility rate
  • Your avg position
  • Each competitor avg position
  • Week-over-week changes

Visualization: Line charts showing visibility trends over time. Quickly spot who’s gaining, who’s losing.

C
ContextAnalysis Brand Strategist · December 29, 2025

Position matters, but context matters more.

Context categories to track:

  1. Recommended (positive) “I recommend [Brand] for…” “[Brand] is excellent at…”

  2. Mentioned (neutral) “Options include [Brand]…” “[Brand] is one alternative…”

  3. Compared (mixed) “[Brand] vs [Other] depends on…” “While [Brand] offers X, [Other] has Y…”

  4. Cautioned (negative) “Be careful with [Brand] because…” “[Brand] has limitations in…”

Tracking context: For each mention, categorize:

  • Positive / Neutral / Negative
  • Recommended / Mentioned / Warned

Example analysis:

BrandMentionsPositiveNeutralNegative
You3518 (51%)15 (43%)2 (6%)
Comp A5235 (67%)12 (23%)5 (10%)
Comp B2810 (36%)15 (54%)3 (10%)

Comp A has more positive context despite similar mention counts. Investigate what makes their mentions more favorable.

E
EarlyWarningSystem Expert · December 28, 2025

Set up early warning for competitive moves.

Alert triggers:

Visibility spike: Competitor visibility increases >15% week-over-week Something happened - investigate immediately

Position improvement: Competitor moves from position 4+ to position 1-2 They’ve done something effective

New entrant: Brand you weren’t tracking starts appearing Emerging competitor entering your space

Source change: New content being cited for competitor They’ve published something that’s working

Investigation protocol:

When alert triggers:

  1. Confirm it’s real (not variance)
  2. Check competitor website for new content
  3. Check news/PR for announcements
  4. Search Reddit/social for mentions
  5. Document what changed
  6. Determine strategic response

Fast detection → fast response → maintained position

W
WhatToSteal Content Director · December 28, 2025

When competitors get cited, learn from them.

Analysis framework:

1. Source identification When competitor appears, AI often cites sources. Document those sources:

  • Their blog posts?
  • Third-party reviews?
  • News coverage?
  • Reddit discussions?

2. Content analysis Visit cited sources:

  • What format? (FAQ, guide, comparison)
  • How structured?
  • What data included?
  • How long?

3. External signal mapping Where are they getting mentioned?

  • Reddit activity
  • Industry publications
  • Review sites
  • Wikipedia

4. Gap identification What do they cover that you don’t?

  • Topics
  • Use cases
  • Comparisons
  • Data/research

Output: “Competitor A is cited from their comparison page which has:

  • 15 feature comparison table
  • Customer testimonials
  • Pricing transparency
  • FAQ section We lack similar content for our competitive positioning.”

Action: Create comparable or better content.

A
AutomatedVsManual Marketing Operations · December 28, 2025

Balance automated and manual monitoring.

Automated tools (Am I Cited, etc.):

Best for:

  • Consistent, scalable tracking
  • Historical trend data
  • Multiple competitors simultaneously
  • Alerts and dashboards

Limitations:

  • Fixed prompt sets
  • May miss nuance
  • Subscription cost
  • Platform coverage varies

Manual testing:

Best for:

  • Deep strategic analysis
  • Follow-up questions
  • New prompt exploration
  • Context understanding

Limitations:

  • Time-consuming
  • Hard to scale
  • Inconsistent timing
  • Documentation burden

Our hybrid approach:

  • Automated for weekly monitoring (100+ prompts)
  • Manual for monthly deep dives (strategic analysis)
  • Manual for investigating alerts
  • Automated for historical trending

Budget: $200-500/month for tools + 4-8 hours/month manual ROI: Catch competitive shifts 2-3 weeks earlier

SC
ShareOfVoice_Calc Expert · December 28, 2025

Calculate and track share of voice properly.

SOV Calculation:

Test 100 prompts across platforms. Count total mentions for each brand.

Example results:

  • You: 35 mentions
  • Competitor A: 62 mentions
  • Competitor B: 45 mentions
  • Competitor C: 28 mentions
  • Others: 30 mentions
  • Total: 200 mentions

SOV:

  • You: 35/200 = 17.5%
  • Competitor A: 62/200 = 31%
  • Competitor B: 45/200 = 22.5%
  • Competitor C: 28/200 = 14%
  • Others: 30/200 = 15%

Track monthly:

MonthYouComp AComp BComp C
Oct15%35%25%12%
Nov17%32%24%14%
Dec20%30%22%15%
Jan22%28%22%15%

Trend analysis: You’re gaining (+7% over 4 months) Comp A is losing (-7% over 4 months) Whatever you’re doing is working.

C
CompetitorSignals · December 27, 2025

Watch for signals competitors are investing in AI visibility.

Content signals:

  • New comparison pages
  • FAQ sections appearing
  • Content restructuring
  • Schema markup implementation

PR signals:

  • Press releases about AI features
  • Industry publication features
  • Analyst coverage

Web signals:

  • Reddit activity increase
  • Wikipedia updates
  • Review site activity
  • LinkedIn content changes

Technical signals:

  • llms.txt appearing
  • Schema changes
  • Page speed improvements
  • Content formatting changes

Monitoring these:

  • Set up Google Alerts for competitor names
  • Follow competitor LinkedIn/Twitter
  • Periodic website audits
  • Monitor their content RSS

When competitor makes GEO investment, their visibility often improves 4-8 weeks later. Detect early, respond fast.

R
ReportingInsights Analyst · December 27, 2025

Turn monitoring into actionable insights.

Monthly Competitive Report:

Executive Summary:

  • Your SOV: X% (change from last month)
  • Top competitor: Y% (their change)
  • Key shift: Z competitor gained/lost ground

Visibility Trends: Chart showing all tracked competitors over time. Identify gainers and losers.

Deep Dive: Top Competitor

  • What are they doing right?
  • What content is cited?
  • What external signals?
  • Recommendations for response

Threat Assessment:

  • Emerging competitors to watch
  • Categories where you’re losing
  • Urgent action items

Opportunity Analysis:

  • Queries where competitors are weak
  • Content gaps you can fill
  • Quick wins available

Strategic Recommendations:

  • Top 3 priority actions
  • Expected impact
  • Resources needed

Insights without actions are just interesting data.

C
CompetitorWatcher OP Competitive Intelligence Analyst · December 27, 2025

This gives me a complete monitoring system. Implementation:

Setup (Week 1-2):

  • Build prompt library (100+ prompts)
  • Set up tracking spreadsheet
  • Establish baseline for all competitors
  • Choose automated tool (Am I Cited)

Weekly Monitoring:

  • Automated dashboard check
  • Top 20 prompts manual test
  • Note anomalies
  • Update spreadsheet

Monthly Analysis:

  • Full prompt testing
  • SOV calculation
  • Context analysis
  • Competitor strategy review

Quarterly Strategy:

  • Comprehensive competitive assessment
  • Strategic recommendations
  • Goal adjustment

Tracking Metrics:

  • Visibility rate by competitor
  • Position when mentioned
  • Context (positive/neutral/negative)
  • SOV trends
  • Sources cited

Thanks all - this builds the AI competitive intelligence we need.

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Frequently Asked Questions

How do I track competitor mentions in AI answers?
Track competitor AI mentions by creating a prompt library covering your market, testing across AI platforms regularly, documenting who appears for which queries, calculating share of voice, and analyzing what content gets competitors cited. Use automated tools or systematic manual testing.
What should I track about competitors in AI?
Track competitor visibility rate, average position when mentioned, sentiment and context of mentions, which content gets cited, share of voice compared to you, and changes over time. Also analyze what competitors are doing that earns them mentions.
How often should I monitor competitor AI visibility?
Monitor key competitors weekly for trend detection and monthly for comprehensive analysis. Set up alerts for significant changes. Major competitive shifts can happen within 2-4 weeks when competitors publish new content or earn significant mentions.
What tools help track competitor AI mentions?
Tools like Am I Cited, Profound, and SE Ranking AI Toolkit track both your and competitor visibility across AI platforms. For manual tracking, use spreadsheets with systematic prompt testing. Combine automated breadth with manual depth analysis.

Track Competitor AI Visibility

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