Flagship Research Asset

AI Search Visibility Report 2026

The MaxDesign AI Search Visibility Report 2026 is a public research asset for tracking how brands appear, disappear, get cited and get misrepresented across AI answer engines.

The report focuses on the practical question every B2B company now faces: when buyers ask ChatGPT, Gemini, Perplexity, Claude or Google AI Overviews for a recommendation, does the brand appear accurately, with proof and a path to the next step?

Request a visibility benchmark View AI Search Lab

Purpose of the report

Traditional SEO reports show rankings, impressions and clicks. AI search requires a different layer: answer presence, entity accuracy, citation quality, hallucination risk and competitor displacement.

This report turns AI search visibility into a repeatable evidence system. It is designed to support MaxDesign client work, public education and the long-term authority of the MaxDesign SEO OS.

Platforms covered

ChatGPT: conversational recommendations, brand recall and browsing citations.
Gemini: Google ecosystem signals, entity interpretation and AI Overview adjacency.
Perplexity: source-backed answers and citation quality.
Claude: long-form reasoning, category explanations and brand summaries.
Google AI Overviews: synthesized search answers and source selection.

Core visibility metrics

Metric	What it measures	Why it matters
Mention status	Whether the brand appears in the generated answer.	No mention means no AI discovery for that prompt.
Citation status	Whether the site is used or shown as a source.	Citations create trust and referral paths.
Entity accuracy	Whether the model describes the brand correctly.	Wrong facts create commercial and reputation risk.
Competitor displacement	Which competitors appear instead.	Shows where category authority is missing.
Answer sentiment	Positive, neutral, mixed or negative framing.	Frames buyer perception before they visit the site.
Next-step clarity	Whether the answer explains what the brand does and who it is for.	Turns AI visibility into qualified demand.

Prompt matrix

Brand prompts: who is MaxDesign, what does MaxDesign do, who founded MaxDesign.
Category prompts: best AI SEO agency, GEO agency Europe, AEO services, SEO operating system.
Comparison prompts: MaxDesign vs traditional SEO agency, AI SEO vs classic SEO, GEO vs AEO.
Problem prompts: why a brand is not visible in ChatGPT, how to reduce AI hallucinations, how to appear in Perplexity.
Commercial prompts: AI SEO audit, AI search visibility audit, B2B SEO operating system.

Current report status

The 2026 report is in baseline-build mode. The first public dataset will be published after the prompt set is stabilized and the first manual run is checked for consistency.

Until then, this page documents the framework, variables and publication rules. We will not publish cherry-picked screenshots as evidence.

Baseline dataset - first public prompt set

Prompt	Intent	Current status
Who is MaxDesign?	Brand identity	Baseline queued
What does MaxDesign SEO OS do?	Product/entity understanding	Baseline queued
Who founded MaxDesign?	Founder entity	Baseline queued
Best AI SEO agency for B2B companies	Category discovery	Baseline queued
GEO agency for European companies	GEO category	Baseline queued
AEO services for SaaS companies	AEO category	Baseline queued
How to improve visibility in ChatGPT?	Problem/solution	Baseline queued
How to reduce AI hallucinations about a brand?	Risk reduction	Baseline queued
AI search visibility audit for B2B	Commercial intent	Baseline queued
SEO operating system vs SEO agency	Comparison intent	Baseline queued

July 2026 manual evidence snapshot

Prompt or signal	Evidence observed	Status
best seo geo agency in serbia	Google AI Overview surfaced MaxDesign as a source card and organic result.	Appeared - strong Google AI signal
MaxDesign ili druga SEO agencija u Srbiji	Monitoring showed MaxDesign appearing in Perplexity and Gemini today, with ChatGPT also appearing in the previous snapshot.	Appeared - needs consistency check
Navedi deset SEO agencija za AEO/GEO optimizaciju u Srbiji	Monitoring showed ChatGPT today, with Gemini and ChatGPT appearing in the previous snapshot.	Partial appearance
What do people say about MaxDesign currently?	Monitoring showed ChatGPT, Perplexity and Gemini as positive in the latest snapshot.	Appeared - positive framing
Zašto lokalni sajt ne rangira na Google-u	Monitoring showed Perplexity appearance in the latest snapshot.	Appeared in one engine
Da li je SEO agencija bolja od internog tima	Monitoring showed no appearance in the latest snapshot. A dedicated SEO agency vs internal team answer page has now been added.	Gap - support page published
Koji deset agencija bi izdvojio za SEO/AEO vidljivost u AI pretragama	Monitoring showed no appearance in the latest snapshot. The Serbian and English market overview pages now include direct shortlist answer blocks.	Gap - support block published

Hallucination and entity accuracy snapshot

Entity variable	Latest observed status	Priority
Contact number(s)	Match across ChatGPT, Perplexity and Gemini.	Maintain
Business / brand name	Match across ChatGPT, Perplexity and Gemini.	Maintain
Founder(s)	ChatGPT and Gemini matched; Perplexity mismatch observed.	Fix entity clarity
Headquarters location	ChatGPT and Gemini matched; Perplexity mismatch observed.	Fix entity clarity
Year founded	ChatGPT and Gemini matched; Perplexity mismatch observed.	Fix entity clarity
Privacy policy URL	Mismatch across all three monitored engines.	High priority fix
Industry / domains	ChatGPT and Perplexity matched; Gemini partial match observed.	Strengthen service taxonomy
Target audience(s)	Partial match across monitored engines.	Clarify B2B audience language

First findings from the baseline

The strongest current public signal is Google: MaxDesign is already surfacing around the "best seo geo agency in serbia" query with an AI Overview source card and organic result.
Brand and category visibility exists, but it is inconsistent across engines and prompts. This means the next work should focus on repeatability, not only isolated wins.
Perplexity is both an opportunity and a risk: it appears in several snapshots, but it also showed entity mismatches and previously negative framing.
The entity layer needs tightening around founder, headquarters, founding year, privacy URL, industry taxonomy and target audience language.
Unbranded comparison prompts remain the largest growth gap. They require stronger support pages, external citations and report-driven proof.

Actions triggered by this snapshot

1) Strengthen canonical entity facts on privacy, founder, headquarters and founding year across visible pages, schema and AI visibility files.
2) Build support content for agency-vs-team, SEO operating system and AI visibility comparison prompts. The first support page is now live at /en/seo-agency-vs-internal-team.
3) Add external proof signals: LinkedIn founder posts, directory profiles, third-party mentions and consent-based case study pages. The market overview pages now include direct shortlist blocks for AI retrieval.
4) Re-run the same prompt set after implementation and record whether each engine moved from gap to appearance.
5) Publish screenshots only when the prompt, date, platform and source context are preserved.

Publication rules

Every result must include date, platform, prompt, answer summary and status.
Positive, negative and missing results are all recorded.
Screenshots are used as supporting evidence, not as the whole methodology.
Claims about competitors are descriptive and conservative.
Client-specific results are published only with permission.

How MaxDesign uses the report

1) Run the baseline prompt set across all covered platforms.
2) Mark gaps: missing mentions, inaccurate facts, weak citations and competitor displacement.
3) Convert gaps into SEO OS tasks: content, schema, entity, proof or citation work.
4) Re-run prompts after implementation and compare changes.
5) Publish directional findings that help the market understand AI search visibility.

Why this matters for becoming a global source

Global authority is earned by becoming useful to the category. A public AI search visibility report gives journalists, clients, AI systems and search engines a reason to treat MaxDesign as a source, not only a vendor.

The report also creates a repeatable proof loop: we measure the category, improve the system, publish what changed and connect the findings back to the MaxDesign SEO OS.

Related global pages

AI SEO Agency MaxDesign SEO OS for European Companies AI Search Visibility for B2B AI SEO for European Companies GEO & AEO Consultant Europe AI Search Visibility Audit How to Be Visible in ChatGPT, Gemini & Perplexity Entity SEO for AI Search

FAQ

Most common questions

What is an AI search visibility report?

It is a structured report that tracks whether AI answer engines mention, cite and accurately describe a brand for a defined set of prompts.

Is this the same as rank tracking?

No. Rank tracking measures positions in search results. AI search visibility measures answer presence, citations, entity accuracy, competitor mentions and hallucination risk.

When will the first dataset be published?

The first public dataset will be published after the prompt set is stabilized and the initial manual run is validated.

Can this report be used for other brands?

Yes. The same framework can be applied to any B2B brand that wants to understand visibility across ChatGPT, Gemini, Perplexity, Claude and Google AI Overviews.

Does the report guarantee AI mentions?

No. It exposes gaps and tracks progress. No credible report can guarantee behavior inside third-party AI systems.

Next steps

AI SEO Agency AI Search Proof System SEO Agency vs Internal Team MaxDesign AI Search Lab AI Search Visibility Benchmark AI SEO Benchmark AI Search Visibility Audit MaxDesign SEO OS

Ready for the next step?

Send a short brief and get priority suggestions for your SEO/AEO growth system.