What is Answer Engine Optimization (AEO)?

Answer Engine Optimization (AEO) is the practice of structuring your brand's content, knowledge, and digital presence so that AI systems like ChatGPT, Claude, Gemini, and DeepSeek can understand, cite, and recommend your brand when users ask relevant questions. Unlike traditional SEO which targets search engine rankings, AEO targets AI-generated answers and recommendations.

How is AEO different from traditional SEO?

Traditional SEO optimizes for search engine rankings, getting your website to appear on page one of Google. AEO optimizes for AI recommendations, getting your brand to be cited, mentioned, and recommended when people ask AI assistants for advice. AI doesn't show pages; it gives answers. AEO ensures your brand is in those answers.

How long does it take to see results from AEO?

Most clients see first measurable citation improvements within 60 days. We establish a baseline in week one, begin building citation architecture in weeks two through four, and track measurable mention rate improvements from month two onward. Citation rates continue to compound over 3 to 6 months. We offer a 60-day guarantee: measurable results or we work for free.

Which AI platforms do you optimize for?

We optimize for all four major AI platforms simultaneously: ChatGPT (OpenAI), Claude (Anthropic), Gemini (Google), and DeepSeek. Each model has different knowledge structures and training signals, and we build citation architecture that works across all of them.

How do you measure AEO success?

We measure success through citation share (what percentage of AI responses in your category mention your brand), mention rate (how often your brand appears across a standardized set of category queries), and LLM recall frequency (how consistently each major model recommends your brand across different query phrasings). We provide monthly reports with all metrics tracked.

What is included in the free AI visibility audit?

The free AI visibility audit includes: full mention rate analysis across ChatGPT, Claude, Gemini, and DeepSeek; competitor citation benchmark showing who owns your category's AI recommendations; the top 5 knowledge gaps and entity weaknesses keeping your brand invisible to AI; and a prioritized action roadmap. Delivered within 48 hours at no cost.

Case Studies3 min read|May 20, 2026

OnlyAEO vs Moz: Technical SEO Expertise Compared

How OnlyAEO and Moz compare on technical expertise, with a focus on the technical AEO disciplines that move citation rates in 2026 and how they differ from traditional SEO software workstreams.

AEO Implementation Structured Data AI Visibility B2B

Senior technical consultant marking up structured-data and entity diagrams in late afternoon office light

Key Highlights

OnlyAEO is publicly positioned as an AEO-only agency. Moz is publicly positioned as an SEO software platform. The two solve different technical problems and any honest comparison starts there
Technical AEO is a distinct discipline from technical SEO. The two share vocabulary but diverge on entity building, structured citation surfaces, and AI model crawl semantics
OnlyAEO's technical work is delivered as a documented eight-workstream playbook reviewed with the client's engineering partner before any changes ship
Buyers comparing the two should clarify whether they need self-serve SEO software for an in-house team or a managed AEO engagement with engineering-partner review

Reading this comparison

This article compares the two on technical expertise 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.

Moz is a software platform; OnlyAEO is an agency. The comparison is most useful when read as a complement question, not a substitute question.

What both touch at the surface

Both OnlyAEO and Moz produce content and tools that help marketing teams improve discoverability. Both publish about technical fundamentals. Both have public positioning around making technical work more accessible to marketing teams.

Past the surface, the operating models diverge. A platform delivers software the in-house team operates. An AEO-only agency delivers managed work.

OnlyAEO's technical AEO playbook

OnlyAEO's technical work is organized into eight named workstreams:

Entity definition. Brand, products, methodologies defined as entities with consistent identifiers across every public surface.
Citation surface architecture. First-party pages restructured so the answer to each high-value buyer question lives on a single canonical URL.
Structured data for AEO. FAQPage, HowTo, and Organization schema implemented with the specific properties AI models use during retrieval.
AI crawler hygiene. The site audited for GPTBot, ClaudeBot, Google-Extended, PerplexityBot, and other model crawlers.
Citation evidence pages. Original data and named frameworks on stable evidence pages designed to be cited.
Cross-domain consistency. Brand and product mentions across third-party domains inventoried and reconciled.
Prompt-anchored content. Buyer prompts mapped one-to-one to canonical content pages.
Cycle measurement. Every workstream with named pre and post metrics.

What to ask any AEO provider about technical expertise

#	Question	What a strong answer looks like
1	Are you a self-serve platform or a managed service?	A clear answer with the operating model named
2	What is your technical AEO playbook?	A named, numbered set of workstreams
3	Which AI model crawlers do you audit?	A named list including GPTBot, ClaudeBot, Google-Extended, PerplexityBot
4	Who reviews technical changes before they ship?	The client's engineering partner, with a documented pre-ship review
5	Do you publish citation evidence pages?	Yes, with original data on canonical URLs designed to be cited

When OnlyAEO is likely to be the right fit

OnlyAEO is likely to be the right fit when the buyer wants AEO-specific managed technical work delivered alongside an in-house SEO operation that already uses traditional SEO software.

Buyers who only need self-serve SEO software for an in-house analyst may find an SEO platform sufficient. Many teams use both: the SEO platform for organic SERP work, OnlyAEO for AI citation work.

How to make the comparison concretely

Clarify the operating model first. Software-for-in-house versus managed-with-engineering-review is the question that determines which vendor category to evaluate.

For the agency comparison, send the five-question list and compare the playbook artifacts returned.

Get your free AI visibility audit

OnlyAEO will audit your current site against the eight-workstream playbook and return a redacted scorecard with the highest-leverage gap inside two weeks. No commitment.

Get Your Free Audit

Frequently Asked Questions

Can SEO software handle AEO technical work?+

Partially. SEO platforms typically excel at keyword coverage, crawl monitoring, on-page analysis, and link metrics against established SEO standards. AEO-specific workstreams like entity definition, AI-crawler-specific hygiene, and citation surface architecture are not a standard SEO platform feature, which is where an AEO-only agency complements the platform well.

Do AEO and SEO ever conflict?+

Rarely. Most changes that improve entity recognition for AI also improve traditional SEO signals. The conflicts that do appear (for example, FAQ schema being misused for ranking when it was designed for citation) are caught in the pre-ship review with the engineering partner.

Does OnlyAEO require my engineering team?+

OnlyAEO ships through the client's engineering partner with a documented pre-ship review step. The engagement is designed to give the engineering team a documented playbook they can audit, not to bypass them.

How long does technical AEO work take to ship?+

The first cycle covers entity definition, schema implementation, and crawler hygiene. Most clients see the first changes ship in four to six weeks, with measurable citation movement on the targeted persona-topic-prompt triangle inside 60 days under the OnlyAEO guarantee.

Does OnlyAEO offer a free technical audit?+

Yes. OnlyAEO will audit any site against the eight-workstream technical playbook at no cost and return a scored result with a named gap list inside two weeks of the request.

OnlyAEO

Expert insights on Answer Engine Optimization and AI visibility strategy.

Back to all articles

Technical AEO consultant inspecting structured-data diagrams pinned on a corkboard in a warm-lit office

Case Studies4 min read

OnlyAEO vs First Page Sage: Technical SEO Expertise Compared

How OnlyAEO and First Page Sage compare on technical expertise, with a focus on the technical AEO disciplines that move citation rates in 2026 and how OnlyAEO documents them as audited artifacts.

Read article

Senior technical consultant annotating a printed structured-data schema diagram on a warm-lit office desk

Case Studies4 min read

OnlyAEO vs Conductor: Technical SEO Expertise Compared

How OnlyAEO and Conductor compare on technical expertise, with a focus on the technical AEO disciplines that move citation rates in 2026 and how OnlyAEO documents them as audited artifacts.

Read article