COMPETITIVE AEO
Competitor AI Recommendation Gap Analysis
A company can be the category leader overall and still lose when a buyer narrows the decision to one use case, implementation concern or stakeholder requirement.
COMPETITIVE AEO
Typical Trigger
INTENT TRIGGERA competitor repeatedly appears as “best for” onboarding, security, analytics, ease of use, cost, implementation or another decision criterion.
We use the trigger to define which buyers, questions, competitors and sources should be tested first.
COMPETITIVE AEO
Diagnostic Approach
01
Define the decision
Identify the buyer, journey stage and commercial outcome at risk.
02
Test the environment
Measure AI answers, search results, sources and competitor framing.
03
Find the evidence gap
Separate content, authority, entity, technical and proof problems.
04
Prioritize intervention
Rank changes by impact and execution effort.
05
Publish and distribute
Improve owned and earned information where appropriate.
06
Retest
Measure whether the buyer experience changed.
COMPETITIVE AEO
Possible Outputs
Buyer-question map
High-value prompts and searches organized by stage.
Competitive evidence matrix
Where the company wins, loses or is absent.
Source map
Which domains and pages repeatedly shape the answers.
90-day action plan
Specific content, technical and authority work.
Next Useful Step
Request An AI Visibility Diagnostic
Choose one company, one competitive set and one revenue-critical buyer journey. We will identify the decision questions, representation gaps and evidence requirements that matter most.