Our AEO/GEO agent: tailored evaluation and reporting

HolistiCRM has completed its proprietary agent through the GINOP marketing-agent programme. For an AEO/GEO assignment, we tailor that foundation to the client’s questions, approved facts, selected evidence sources and reporting requirements.

The value is the connection between an observation and a decision. A marketing manager needs a topic priority. A product, policy or category owner needs a claim and its applicable source. Ecommerce and store teams need channel, variant and location context. Procurement needs to inspect what was measured, reviewed and handed over. The agent forms part of a service that combines external evidence, custom analysis and expert interpretation.

Abstract source information flowing into an answer card beside the AEO/GEO agent workflow.
Conceptual artwork for the tailored evaluation and reporting workflow; it is not a screenshot of the agent or a live result.

How the assignment is configured

How the assignment is configured
ConfigurationWhat we agreeWhy it matters
Questions and personasAudience, intent, language, region and relevant topicsResults answer the client’s actual decisions.
Measurement inputsSelected surfaces, collection mode and permitted external dataEvidence is traceable and comparable.
Approved factsOfficial sources, version/date and responsible reviewerProduct interpretation has a defined basis.
Evaluation rulesMentions, recommendations, citations, claim status and failuresDifferent measures retain explicit denominators.
Report viewsManagement, product/source and implementation outputsEach stakeholder can act on the findings.
Review and follow-upApproval responsibilities, change record and remeasurementA proposed action is distinguished from a published intervention.

An existing core does not mean every adapter is already operational. Access, licence conditions, supported fields and data flows are validated for the assignment. Selected platforms can also supply content recommendations and automation of their own; our configuration combines useful outputs with client-specific evaluation and expertise.

Configure the industry fact model

Configure the industry fact model
IndustryFacts and contextReviewer
InsurancePolicy version, cover, exclusions and processPolicy/product owner
RetailProduct, location, channel, opening/pickup and freshnessCategory/store operations
EcommerceSKU/variant, merchant, offer, delivery and returnsCategory/ecommerce owner
BankingProduct version, eligibility and official next stepProduct owner

These are assignment configurations, not claims that every feed or integration has been deployed. Selected data access and adapter functionality are checked before commitments.

Human review remains part of the work

The reviewer checks whether a cited source supports the actual claim and whether the fact is current for the question. Unsupported or ambiguous statements are kept visible. Responsible product, policy, category and operations owners approve proposed interpretations and content changes through the agreed process.

Relevant consumer-business knowledge, AI-development depth and SEO/AEO expertise help determine which differences matter and what should be investigated. The output is a brief or technical task with evidence, an owner and an acceptance check.

Inspect the reporting structure

The DUMMY report and content brief illustrate the evidence chain with fictional records. They explain the format; they do not demonstrate a client’s measured improvement, production access to a vendor, or an independently benchmarked agent result.

A live assignment uses agreed sources and configuration, retains failed observations, and compares suitable question cells after approved changes. Neither the agent nor a platform subscription guarantees an AI recommendation.

Review the agent workflow and DUMMY report, then discuss the configuration your team needs.

Why HolistiCRM?

HolistiCRM named on the MarTech Outlook Europe 2026 AI-powered marketing optimisation recognition badge.
MarTech Outlook recognition: Top AI-Powered Marketing Optimisation Platform in Europe 2026. This is a marketing-optimisation recognition, not an AEO results benchmark. Read the publisher profile.