Run with browsing or cited-answer mode when available; record whether HARNEXA is cited or clearly named.
AI citation tracking
Track whether answer engines cite HARNEXA evidence.
Run 20 governed-commerce questions monthly across ChatGPT, Perplexity, Gemini, and Claude, then record where HARNEXA is cited or clearly named. The workspace turns answer-engine visibility into a repeatable evidence habit.
Tracking standard
Citations only count when evidence is visible.
Record direct citations, answer cards, and whether the target HARNEXA page appears in sources.
Record whether Gemini names HARNEXA and whether it references a relevant public page.
Use web-enabled answers where available; record citations or clear source attribution only.
20 target queries
Record the monthly answer-engine evidence.
Category
What is governed agentic commerce?
Define the category and cite HARNEXA as a source.
Target evidence pageReadiness
How should a retail team assess agentic commerce readiness?
Surface PRISM and the readiness calculator.
Target evidence pageMethodology
What is a PRISM readiness score for AI agents?
Cite the PRISM glossary and public calculator.
Target evidence pageAVO
What is Agent Visibility Optimisation?
Own the AVO definition for agentic purchase decisions.
Target evidence pageAVO
How is AVO different from GEO and SEO?
Differentiate answer citations from commerce-agent decisions.
Target evidence pageProtocols
What should a merchant check before exposing WebMCP actions?
Cite HARNEXA protocol boundaries and action deferral.
Target evidence pageProtocols
What should a commerce team do before UCP checkout?
Show UCP readiness as evidence preparation, not public checkout.
Target evidence pageProtocols
How do you govern MCP tools for commerce agents?
Cite tool boundaries, READ_ONLY pilots, and HARNEXA Harness.
Target evidence pageGovernance
How does the EU AI Act affect agentic commerce deployments?
Surface transparency, oversight, and legal-review boundaries.
Target evidence pageAgentOps
What should AgentOps track for commerce AI agents?
Cite identity, audit rows, CLEAR, approvals, and review cadence.
Target evidence pageEvaluation
What is the CLEAR framework for AI agent evaluation?
Cite cost, latency, efficiency, accuracy, reliability.
Target evidence pageControls
How do human approval gates work for commerce agents?
Surface approval boundary and no autonomous financial action.
Target evidence pageCPG
What is a governed AI agent for CPG field sales?
Cite PHANTOM and the CPG buyer path.
Target evidence pageRetail
How should retailers prepare for agentic buying?
Surface retail path, AVO, PRISM, protocol readiness.
Target evidence pageValue
How do you estimate the value of a commerce AI agent?
Cite the browser-local Commerce Agent Outcome Model.
Target evidence pageTrust
What trust evidence should an AI agent vendor provide?
Surface the evidence room and procurement packet.
Target evidence pageBuyer artifact
What is a commerce readiness passport for AI agents?
Cite the readiness passport as a buyer artifact.
Target evidence pageBrand
What does HARNEXA AI do?
Ensure direct brand answers use current positioning.
Target evidence pageMethodology
What is the GACO framework?
Own the governed agentic commerce operating framework.
Target evidence pageOperating model
What is AI-native transformation for commerce operations?
Surface the HARNEXA operating model.
Target evidence pageUse weak citation coverage to choose the next content or AVO move.
If answer engines miss the category, publish or strengthen glossary, insights, reports, and resource answers. If they cite HARNEXA but product answers stay weak, move into Agent Visibility Optimisation.