AI Search Visibility — evidence behind every metric

A number is not a claim —
it is a link to the proof.

TAMGIO measures how often your brand appears in AI answers and puts the raw answer text underneath every number. Continuous tracking runs on three engines; Google AI Overviews is added in Audit Mode — four surfaces. So far 12,892 citations across 1,359 unique domains have been analysed.

  • Every number tied to a raw answer
  • Four measured surfaces
  • Reports that need no login
TAMGIO dashboard — AI visibility score, trend chart and four measured surfaces

How it works

Measure in three steps

1Define your prompts

Write the real questions your buyers ask AI, or generate 30-40 candidates with AI — you approve every one.

2Scans run on schedule

Daily or weekly queries go out to OpenAI, Perplexity and Gemini; Google AI Overviews is added in Audit Mode, for four measured surfaces in total. Every answer is archived.

3Get an evidence-backed report

Mention Rate, Share of Voice, Citation Rate — every number opens to the raw answer on click, and exports as a PDF.

From data to decisions

The numbers talk — every one ties back to a raw answer

These four figures are not samples: they come from TAMGIO’s own database, from the latest measurement. Every scan archives the answer verbatim, so any metric can be traced back.

The first project we measure is TAMGIO itself — results shown unfiltered.

grounding-verified samples

93.0%

1,212 of 1,303 samples

citations analysed

12 892

+1 175in the last scan

across 16 scans, cumulative

unique domains

1 359

+38in the last scan

sources the engines cite

measured surfaces

4

OpenAI · Perplexity · Gemini · AI Overviews

EVIDENCE LAYER

How do you know
a number is true?

Every metric links back to the raw AI answer, citations, and timestamp.

Linked to the raw answerSee the exact response from the AI engine.
Cited and timestampedOnly answers with verifiable citations count.
Grounding-verifiedMetered only when the model is grounded in up-to-date, trusted sources.
GROUNDING-VERIFIED93.0%212 / 1,303
samples

Data as of

Aug 10, 2026 · 09:41 UTC

openai_search · 2026-08-10

RAW AI ANSWER

Tamgio.com is the official website of TAMGIO, a company specializing in AI search visibility analytics.

CITATIONS (3)

tamgio.comOfficial websiteAug 10, 2026
LinkedIn · TAMGIOCompany overviewAug 09, 2026
PR NewswireCompany announcementAug 08, 2026

VERIFICATION DETAILS

Grounding-Verified

Engines

Surfaces4

Samples1,303

Verification rate93.0%

Only grounding-verified answers enter the metrics.If an engine replies without a live search, that sample is not counted.

Learn more about our method

What is the difference between a branded question and a discovery question?

TAMGIO measures the two differently to reflect how real visibility works.

Discovery query

Explores the category

“best AI visibility tools”

Measures real visibility

Counts if TAMGIO appears in the results.

User explores
Multiple brands compete
TAMGIO visibility is measured
Branded query

Looks for a specific brand

“what is TAMGIO?”

Measures name-echo rate

Counts if TAMGIO is mentioned by name.

User already knows TAMGIO
Asks about TAMGIO
Name-echo is measured
Different intentDiscovery explores. Branded looks for a name.
Different metricsDiscovery = real visibility. Branded = name-echo rate.
Both are essentialTogether they show the full picture.

Two questions. Two metrics. One complete view of AI search visibility.

Do you measure your own product too?

Yes — and the result is 0%. TAMGIO’s own discovery visibility is zero in the latest measurement: no engine surfaces us for unbranded questions about our category.

We do not hide the number, because that is the entire point of the tool. We also found our own brand metric was falsely high — using our own evidence layer — and published it.

Read the full teardown

TAMGIO — discovery visibility

0%

latest scan · unbranded questions

OpenAIPerplexityGeminiGoogle AIOverviews

What does TAMGIO do?

Four things: it measures your visibility in AI answers, compares you with competitors, extracts the citation sources, and packages everything into a shareable report.

Visibility measurement

Discovery and branded questions kept apart; every sample carries its status.

72%

Competitor comparison

Who appears in the same answers — by name, by count.

Citation sources

Which domains the engines cite; 1,359 unique domains analysed.

example.com23

news.site.com17

blog.example.org12

Shareable report

A link that needs no login, plus PDF — every number tied to a raw answer.

TAMGIO Report

Methodology

Our honesty framework

We measure your visibility in AI answers — every number ties back to a raw answer.

Only grounding-verified answers count toward metricsWhen an engine answers from memory without running a live search, that is not evidence of search visibility — it is shown openly as its own class and never counted as a miss.
No percentage promisesAI answers are non-deterministic — no tool can honestly say "do this, go from 60% to 90%."
No black-box scoresEvery formula is public and comes from the same code — dashboard, report, PDF.
Branded and unbranded prompts are separatedThe headline figure covers discovery questions, because appearing in an answer is expected when your brand name is already inside the question.
Evidence-firstMeasurement grounded in raw answersOpen methodEvery formula and calculation is publicAudit readyEvery result is traceable and verifiable

Join early access

Reserve a spot in the first release — or order a visibility audit for your brand.

Planned tiersPricing not announced yetOpt out anytime

Weekly Scan

planned

3 AI engines, weekly measurement

Daily + Competitors

planned

Daily scan, full competitor tracking

Agency / White-label

planned

Multiple brands, reports under your name

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