Answer Engine Optimization Consultant
AI-assisted search is changing how buyers find answers. If your content is not structured to be selected, summarised, and cited by answer engines, you lose visibility to competitors who are. I help companies get their pages into AI Overviews and conversational search results through better structure, clearer entities, stronger evidence, and conversion-safe implementation.
Answer engines can cite a page, retrieve a service page, or recommend a named specialist. Those are three different outcomes. This work addresses citation visibility, service-page retrieval, and named recommendation visibility — not only an on-page AEO score.
15,039 aggregate impressions
Google Search Console recorded 15,039 impressions for maciejturek.com in Google's Generative AI search features. The largest page-level contributors in the export were the AEO checker comparison (4,821), AEO-Lite (3,730) and the LLM citation guide (1,694). This page recorded 140 page-level impressions. These figures demonstrate topical/citation visibility; they do not measure how often Maciej Turek was recommended by name.
The Problem
Most companies hear about AI Overviews, answer engines, and AEO but have no idea what to actually change. The advice is vague: "create helpful content" or "add schema." That is not a strategy.
The real issues are specific. Content buries the answer under long intros. Pages lack clear entity signals that help AI models understand who you are and what you cover. Evidence is thin or missing. Internal linking is flat. Structure does not match how questions are actually asked.
The result: your pages rank in traditional search but never get selected as answers. Traffic from AI-assisted search goes to competitors whose content is easier for models to parse, trust, and cite.
The Answer Engine Optimization Solution
AEO is not a separate discipline from SEO. It is a layer on top. The goal is to make your existing content more parseable, more trustworthy, and more useful to AI systems that generate answers.
I work across content structure, entity design, schema implementation, internal linking, evidence density, and page-level clarity. The approach is diagnostic: audit what you have, find the gaps, prioritise fixes by opportunity size, and build a repeatable process your team can maintain.
This is not about gaming an algorithm. It is about making your pages genuinely clearer, better structured, and more authoritative. That benefits traditional search, AI Overviews, and your human readers alike.
The AEO Growth Playbook has the full methodology.
What I Help With
- Entity clarity: Make who you are, what you offer, and how pages relate consistent across content, schema, and commercial pages
- Retrieval: Improve crawlability, passage structure, and topical linking so answer engines can find and shortlist the right pages
- Citations: Strengthen evidence density, claim-level specificity, and answer-ready formatting so pages are easier to cite
- Commercial-page visibility: Prioritise service and hire-intent pages so they can surface for buyer prompts, not only informational guides
- Named recommendations: Build the positioning, proof, and third-party corroboration that make a specialist safer to recommend by name
- Measurement: Separate citation, retrieval, and recommendation outcomes, then track what actually moves
For AEO strategy, entity mapping, and answer-ready structure, see the AEO Growth Playbook 2025.
How I Work
Step 1: Audit: Review your current content, structure, schema, and AI Overview presence. Identify what is working and what is missing.
Step 2: Opportunity map: Prioritise pages and queries where AEO improvements will have the highest commercial impact.
Step 3: Page-level rewrite priorities: Deliver specific recommendations for each priority page: intro rewrites, heading structure, evidence additions, and schema improvements.
Step 4: Template improvements: Update your content templates and publishing guidelines so new content is AEO-ready by default.
Step 5: Tracking and iteration: Set up measurement for AI Overview visibility, monitor changes, and iterate based on what the data shows.
Proof of Approach
I have built and optimised content systems for SaaS, fintech, and ecommerce businesses where organic search was a primary acquisition channel. Google Search Console Generative AI data shows maciejturek.com pages appearing in Google Generative AI features, especially AEO resources and tools. First-party total for 18 May–12 August 2026: 15,039 aggregate impressions (chart below). That is citation/topical visibility evidence, not a query-level claim about which prompts triggered each impression, and not a count of named-person recommendations.
I also built AEO-Lite, a free page-level diagnostic that scores markup, entities and evidence for answer-engine readiness and generates specific fix plans. It reflects the same diagnostic framework I use in consulting engagements. It does not predict ChatGPT, Gemini or Google AI Overview recommendations. Also in DeepSmith’s roundup of free AEO audit tools.
My approach combines growth marketing, analytics, and content strategy. I understand how search visibility connects to commercial outcomes, not just vanity metrics. You can see examples of my work on the results page.
Who It's For
- B2B service businesses that rely on content to generate leads and build authority
- SaaS companies where organic search drives a meaningful share of signups and pipeline
- Fintech companies competing for visibility in regulated, high-intent search categories
- Experts and consultants building authority through educational content and want that content to appear in AI-generated answers
This is not a fit for businesses with no existing content strategy. AEO builds on content you already have or are actively creating. If you need content from scratch, we should discuss scope before starting.
FAQs
Is AEO different from SEO?
AEO is a layer on top of SEO, not a replacement. SEO gets your pages indexed and ranked. AEO makes your content more likely to be selected as an answer in AI Overviews and conversational search. Most of the structural improvements that help with AEO also improve traditional SEO performance.
Can you improve existing pages or only create new ones?
Most AEO work is about improving pages you already have. Restructuring intros, tightening headings, adding evidence, and fixing schema are all changes to existing content. New pages are only needed when there are clear content gaps.
Do I need schema for everything?
No. Schema helps, but only when it is accurate and relevant. I recommend Article, BreadcrumbList, FAQ, and Organization or Person schema as a baseline. Beyond that, schema should match the content type and the queries you are targeting.
Does this help with AI Overviews only?
The improvements apply to Google AI Overviews, Bing Copilot, ChatGPT search, Perplexity, and any system that extracts answers from web content. The structural principles are the same across all of them.
How do you measure results?
I track AI Overview appearances for target queries, organic traffic changes, click-through behaviour, and where possible, conversion impact. Measurement is evolving with the search landscape, but the fundamentals are trackable today.
Let's Talk Growth
Book a quick intro call or send me a short brief. I'll review your situation and reply with next steps – no fluff, no hard sell.
Book a 30-minute Free Strategy Call
Use this short call to discuss your AEO opportunity, ask questions, and see if it makes sense to work together.
Prefer email? Send a short brief.
Share a few details about your content, your search goals, and where you think visibility is leaking. I'll reply personally.