Case Studies3 min read|

OnlyAEO vs Moz: Clear Reporting Compared

How OnlyAEO and Moz compare on clear reporting, with a focus on what a managed AEO engagement delivers that SEO software typically does not, and how to evaluate both.

Marketing analyst studying a printed single-page executive summary report at a warm-lit office desk

Key Highlights

  • OnlyAEO is publicly positioned as an AEO-only agency. Moz is publicly positioned as an SEO software platform. The two solve different reporting problems and any honest comparison starts there
  • On clear reporting specifically, OnlyAEO delivers a single-page executive summary, a finance-reviewed methodology document, a methodology change log on every report, and an evidence appendix that lets a third party reproduce every headline number
  • A managed AEO engagement reports outcome metrics. SEO software typically produces dashboards the in-house team operates against
  • Buyers comparing the two should clarify whether they want self-serve dashboards or a managed report with finance-reviewed methodology

Reading this comparison

This article compares the two on clear reporting specifically. Where verifiable public information about Moz is referenced, it is sourced from Moz's own public materials. Where details cannot be verified, this article focuses on OnlyAEO's documented approach rather than asserting Moz's practice.

The most useful framing is reporting model. Self-serve dashboards versus managed reports answer different organizational needs.

What both touch at the surface

Both OnlyAEO and Moz produce reports on visibility and discoverability metrics. Both publish about how to read reports usefully. Both have public positioning around making reporting cleaner and more actionable.

Past the surface, the model diverges. SEO software produces dashboards. An AEO-only agency produces a single-page executive summary backed by an audited methodology document and an evidence appendix.

OnlyAEO's clear reporting protocol

OnlyAEO's clear reporting protocol has four documented components, all delivered as artifacts in every monthly cycle:

  1. Single-page executive summary. Headline number, three-bullet narrative, named operating implication.
  2. Finance-reviewed methodology document. Reviewed by the client's finance partner before any results are published.
  3. Evidence appendix that lets a third party reproduce every headline number. Verbatim AI responses, model identifiers, source URLs, prompt-level data retained for the full contract term.
  4. Methodology change log on every report. "No changes this cycle" when nothing changed. Silence is not acceptable.

What to ask any AEO provider about clear reporting

#QuestionWhat a strong answer looks like
1Self-serve dashboard or managed report?A clear answer with the model named
2What is the structure of the monthly executive summary?Single page, headline first, three-bullet narrative, named operating implication
3Has the methodology been reviewed by my finance partner?Yes, with signoff documented at engagement kickoff
4Can my analysts reproduce the headline number from your evidence?Yes, with verbatim AI responses, source URLs, prompt-level data
5Can I see a redacted example of a recent monthly report?A redacted example, not a deck

When OnlyAEO is likely to be the right fit

OnlyAEO is likely to be the right fit when the buyer wants a managed AEO report with finance-reviewed methodology and outcome metrics that survive QBR and board scrutiny.

Buyers who already have in-house AEO expertise and only need self-serve dashboards for the team to operate against may find SEO software sufficient on the SEO side. Many teams combine both: software for the in-house team, OnlyAEO for the managed outcome report.

How to make the comparison concretely

Clarify the reporting model first. Self-serve versus managed is the question that determines whether the buy is software, an agency, or both. For the agency comparison, send the five-question list and compare the artifacts returned.

Get your free AI visibility audit

OnlyAEO will audit your current AEO reporting against the procurement-grade question set and return a scored result with a named gap list inside two weeks. No commitment.

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Frequently Asked Questions

What is the difference between a dashboard and a managed report?+
A dashboard is a live view of metrics the in-house team operates against. A managed report is a periodic deliverable that summarizes movement, documents methodology, and produces an evidence appendix. Both have a place. The procurement question is which one the buyer needs from this particular vendor.
Why does OnlyAEO require finance-reviewed methodology?+
Because the report goes to QBRs and board meetings, and the methodology needs to survive scrutiny without revision. Finance signoff at engagement kickoff compounds across every subsequent report.
Can a buyer combine SEO software with an AEO managed engagement?+
Yes, and many enterprise teams do. SEO software covers organic SERP work for in-house analysts. The AEO managed engagement covers AI citation reporting at audit grade. The two workstreams complement each other on different cadences.
What is in the OnlyAEO methodology change log?+
Every change to prompt set, model coverage, source-rank weighting, persona definitions, or any other methodology component. The default entry when nothing changed is 'no changes this cycle.'
Does OnlyAEO offer a free reporting audit?+
Yes. OnlyAEO will audit any AEO reporting practice against the procurement-grade question set at no cost and return the scored result with a named gap list inside two weeks of the request.
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