Historical research snapshot

AI Search Visibility Report 2026

This page preserves a July 2026 MaxDesign visibility snapshot: summary charts from a Searchable report covering 30 AI responses, eight compared brands and three tested surfaces. It is historical, not a live ranking.

The individual prompts, full answers and test conditions behind all 30 responses are not published here. Use the charts as directional context; inspect newer dated records in the proof dashboard before drawing a current conclusion.

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 in the measurement plan

  • 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

MetricWhat it measuresWhy it matters
Mention statusWhether the brand appears in the generated answer.No mention means no AI discovery for that prompt.
Citation statusWhether the site is used or shown as a source.Citations create trust and referral paths.
Entity accuracyWhether the model describes the brand correctly.Wrong facts create commercial and reputation risk.
Competitor displacementWhich competitors appear instead.Shows where category authority is missing.
Answer sentimentPositive, neutral, mixed or negative framing.Frames buyer perception before they visit the site.
Next-step clarityWhether 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 historical Searchable report is dated 7 July 2026 and summarizes 30 AI responses across ChatGPT, Perplexity and Google AI Overviews, with eight compared brands. Gemini and Claude are part of the broader measurement plan, not this 30-response sample.

The public material contains summary charts, not the row-level dataset or every original answer. These figures cannot establish a current position or a Europe-wide ranking. For newer, scoped observations, including missing mentions, use the MXD OS proof dashboard.

Inspect the original report charts

These screenshots show the published summary. They do not expose the underlying 30 answer records or reproduce the full test conditions.

Public benchmark snapshot - 7 July 2026

A summary of the historical report, with links to its charts above. This is not a current rank check.

Measured signalObserved resultScope and interpretation
Visibility score26.7Composite reported in the 30-answer snapshot; no row-level data is public here to recalculate it. Not a Google ranking.
Share of voice8.6%Share within the report’s selected comparison set and prompts, not the wider market.
ChatGPT30% visibility · 65% sentimentMention frequency and model framing in the tested prompt set.
Perplexity40% visibility · 70% sentimentSource-backed answer visibility and framing in the tested prompt set.
Google AI Overviews10% visibility · 85% sentimentPresence and framing in Google AI Overview answers included in the run.
Reported sample30 AI responses · 8 brands · 3 surfacesSummary charts are public; individual answer records and full test conditions are not included on this page.

Recurring baseline prompt set

PromptIntentCurrent status
Who is MaxDesign?Brand identityDefined for recurring run
What does MaxDesign SEO OS do?Product/entity understandingDefined for recurring run
Who founded MaxDesign?Founder entityDefined for recurring run
Best AI SEO agency for B2B companiesCategory discoveryDefined for recurring run
GEO agency for European companiesGEO categoryDefined for recurring run
AEO services for SaaS companiesAEO categoryDefined for recurring run
How to improve visibility in ChatGPT?Problem/solutionDefined for recurring run
How to reduce AI hallucinations about a brand?Risk reductionDefined for recurring run
AI search visibility audit for B2BCommercial intentDefined for recurring run
SEO operating system vs SEO agencyComparison intentDefined for recurring run

Additional July 2026 manual observations

These directional notes are separate from the Searchable report. The full original answer and test conditions are not attached to each row.

Prompt or signalEvidence observedStatus
best seo geo agency in serbiaGoogle AI Overview surfaced MaxDesign as a source card and organic result.Appeared - strong Google AI signal
MaxDesign ili druga SEO agencija u SrbijiThe July monitoring notes recorded MaxDesign in Perplexity and Gemini, and in an earlier ChatGPT observation.Historical appearance; retest needed
Navedi deset SEO agencija za AEO/GEO optimizaciju u SrbijiThe July notes recorded a ChatGPT appearance and an earlier Gemini appearance.Historical partial appearance
What do people say about MaxDesign currently?The July notes recorded positive framing in ChatGPT, Perplexity and Gemini.Historical framing; retest needed
Zašto lokalni sajt ne rangira na Google-uThe July notes recorded a Perplexity appearance.Historical single-surface observation
Da li je SEO agencija bolja od internog timaMonitoring 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 pretragamaMonitoring showed no appearance in the latest snapshot. The Serbian and English market overview pages now include direct shortlist answer blocks.Gap - support block published

Historical entity accuracy notes

These July notes do not establish that the same entity errors remain present today.

Entity variableJuly 2026 observed statusPriority at the time
Contact number(s)Match across ChatGPT, Perplexity and Gemini.Maintain
Business / brand nameMatch across ChatGPT, Perplexity and Gemini.Maintain
Founder(s)ChatGPT and Gemini matched; Perplexity mismatch observed.Fix entity clarity
Headquarters locationChatGPT and Gemini matched; Perplexity mismatch observed.Fix entity clarity
Year foundedChatGPT and Gemini matched; Perplexity mismatch observed.Fix entity clarity
Privacy policy URLMismatch across all three monitored engines.High priority fix
Industry / domainsChatGPT 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

  • A July Google snapshot showed MaxDesign around the "best seo geo agency in serbia" query with an AI Overview source card and organic result; it does not establish current placement.
  • The July notes showed inconsistent brand and category visibility across engines and prompts. Repeatable, dated checks are needed before making a current claim.
  • Perplexity appeared in several historical observations, but the July notes also recorded entity mismatches and 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. 1) Strengthen canonical entity facts on privacy, founder, headquarters and founding year across visible pages, schema and AI visibility files.
  2. 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. 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. 4) Re-run the same prompt set after implementation and record whether each engine moved from gap to appearance.
  5. 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. 1) Run the baseline prompt set across all covered platforms.
  2. 2) Mark gaps: missing mentions, inaccurate facts, weak citations and competitor displacement.
  3. 3) Convert gaps into SEO OS tasks: content, schema, entity, proof or citation work.
  4. 4) Re-run prompts after implementation and compare changes.
  5. 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

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?

Summary charts from a 7 July 2026 report are published here. The individual 30 answer records are not public on this page; newer scoped observations are available in the MXD OS proof dashboard.

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.

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