AI / LLM Observations
Selected observable representations across relevant AI and search environments.
Explore dimension →AI RECOMMENDATION INTELLIGENCE
When People Turn to AI Before Making a Choice, Does Your Brand Come Out Ahead? Or Do Your Competitors?
QueryTrends measures how your brand appears across commercially important AI questions, identifies which competitors are being recommended instead, and reveals the signals influencing those decisions.
Evidence-based assessments. No ranking, citation, traffic, lead, or revenue guarantees.
AI Recommendation Snapshot
COMPANYExampleCo
QUERIES TESTED30 buyer-intent queries
RECOMMENDATION SHARE13%
STATUSCompetitor advantage detected
VERIFIED OBSERVATION
A competitor was recommended 4× more often across high-intent buying questions.
DERIVED ASSESSMENTCommercial query set · illustrative example
01 / THE CORE PROBLEM
Your website can look clear to people and still present conflicting evidence to machines.
AI and search systems rely on public information to understand businesses, products, people, relationships, expertise, and claims. When those signals disagree, automated systems may have to reconcile multiple versions of the same company.
02 / EVALUATION FRAMEWORK
What QueryTrends evaluates
Observable readiness dimensions—not proprietary ranking factors.
Search & SEO Foundations
Accessibility, structure, metadata, internal organization, and readiness signals.
Explore dimension →Entity Clarity
How consistently the company, products, services, people, and relationships are defined.
Explore dimension →Structured Data
Whether machine-readable information supports the visible website.
Explore dimension →Authority & Citation Signals
Authorship, provenance, evidence, research, source transparency, and corroboration.
Explore dimension →Competitive Clarity
Where a relevant competitor communicates important information more explicitly.
Explore dimension →03 / THREE PATHS
Understand. Improve. Stay informed.
Find the signal
Free Snapshot → Deep Visibility MRI
Correct the system
Self-service guidance → Visibility Corrections
Track the change
Monitoring & Advisory → QueryTrends Intelligence
YOUR LOW-RISK FIRST STEP
Start with three useful findings.
Submit your website for up to three evidence-backed findings with practical next steps. You can make the changes yourself or share them with your developer. No purchase is required.
Submit
Share your business and public website through the intake form.
Evidence review
Selected public signals are inspected and labeled by confidence.
Decide
Fix the findings yourself, request an MRI from $250 or ask for corrections from $750.
04 / ENGAGEMENT LADDER
From first signal to continuous intelligence.
05 / LATEST INTELLIGENCE
Evidence before opinion.
Follow the signals changing search, advertising, and AI recommendations—then turn them into practical action.
FEATURED
AI search is becoming a recommendation market
Why visibility now depends on being understood, supported, and selected.
BLOGAI-era advertising field notes
SEO, AEO, GEO, LLM visibility, practical checks, and news bites.
FREE BRIEFINGQueryTrends Intelligence
Join free for evidence-led signals on AI discoverability, advertising, compliance, and emerging technology shifts.
START WITH EVIDENCE
See what your public signals are saying.
Submit your business for a limited AI Discoverability Snapshot. If there is something worth investigating, you’ll know where to look next.
Get My Free Snapshot