eloqium

Make AI recommend you.

One place to track, understand and improve how AI recommends you.

Eloqium overview: AI Visibility Score 36, unbranded visibility, Share of Voice, first-position rate and citation rate, with the dynamics chart and the Share of Voice board
AMLBot
INC4
Manimama
Binaryx
Spredo
GOATS
VOICE
AMLBot
INC4
Manimama
Binaryx
Spredo
GOATS
VOICE
Platform

The analytics that tell the right direction. Finds the questions you lose. Names who took them. Deliver the result.

One score. Four honest rates. Unbranded visibility, Share of Voice, first position and citation rate, every snapshot against the last, with the formula behind each number.

AI Visibility ScoreUnbranded visibilityShare of VoiceFirst-position rateCitation rate

Share of Voice, brand by brand.

Every mention of you and the competitors you track, ranked. The share AI gives each name when your buyers ask.

Share of Voice board: mentions and share per brand

A trend, not a screenshot.

Visibility, Share of Voice, citations and position across every snapshot you have run, with the key changes called out.

Over time: four sparklines

Blind spots, priced by demand. The questions no engine names you for, who answers instead, and the asks a month you hand them.

Top missed opportunities
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Market leaderUntapped demandLost since last snapshot

Track your competitors.

Every rival on one card: visibility, Share of Voice, citations, who comes first when you are both named, and the words AI uses for them.

Competitor card: visibility, Share of Voice, citations, who comes first, the words AI uses

Lost since the last snapshot.

Every question you dropped out of, engine by engine, the morning after the snapshot.

Lost since last snapshot card

Hosts AI trusts. Pages that take citations. Listings and media cited without you, competitor pages the engines quote, your pages that work.

Missing citations
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Citation shareYour best-performing pages

Found, not cited.

The engine saw your page in its search and chose another. That is a page problem, and it is listed.

Linking stats: mentioned without a link, page found but not cited, site not found

A brief per question.

What each engine answers today, the attributes it discusses, the pages to outwrite, the outline.

Attributes AI talks about, with the ones missing for you

Words next to your name. How the engines describe you and your market leader, recommendation versus caveat, the brands they think you fight.

Brand positioning: how AI describes youPositioned againstUntracked competitors in your answers

Positioned against whom.

Every “X vs you” and “alternative to” the engines write, counted.

Positioned against card

Rivals AI already sees.

Brands AI puts next to you that are missing from your list. One click to track them.

Untracked competitors card

Engine by engine. Market by market. Head to head against each competitor: both named, who came first, only you, only them.

Head-to-headBy engineBy market

Citations per engine.

Perplexity and AI Overview live on citations; ChatGPT on recall. You see which one you are losing.

By engine card with citation rate

Who is first when you are both named.

Order inside the answer, not just presence.

Head-to-head card

From analytics to delivery

01

Measure

Every snapshot, nine engines, your buyers' questions.

02

Act

The ranked tasks: publish, get listed, fix.

03

Win

The answer names you first and links your page.

04

Repeat

Next week's snapshot, next week's plan.

Action plan

Join the new default. Every week the Action plan turns the data into ranked tasks: what to publish, where to get listed, which page to fix. Each one with steps, a snippet and the proof it worked.

Technical tasksContent tasksGrowth tasks

It counts, it does not guess.

Named or not, cited or not, first or not. Read from the text.

Same buyer questions, every week.

Worded once, changed only in the edit window, so snapshots compare.

No data is not zero.

A refused or empty answer is kept and excluded, never scored.

Nine engines, one method.

Visibility means the same thing on Perplexity and on Claude.

Your team sees your facts.

The Overview, the weekly brief and the executive summary read the same rows.

API. MCP. Agents. Build on your AI visibility data.

Every answer, citation and score behind a key. Pipe it into your warehouse, your BI, your agents.

Engines

Nine engines. One answer sheet.

ChatGPT, Gemini, Google AI Overview, Claude, Perplexity, DeepSeek, Copilot, AI Mode and Grok, by market and language.

How we ask →
ChatGPT
Gemini
AI Overview
Claude
Perplexity
DeepSeek
Copilot
AI Mode
Grok
Built to measure

Built for the long run. Every answer kept. Every snapshot comparable.

9engines, one method
24answers per question, per snapshot
100%of answers stored verbatim, with sources
48 hto your first report
Customer stories

Brands that made AI recommend them.

Read more →
INC4 · AI and blockchain studio

From a mistaken identity to the source the engines quote. In May, Google's AI Overview thought INC4 was a conference. Six weeks later three engines recommend it first.

INC4
27 → 53AI Visibility Score in six weeks
0 → 3engines that recommend INC4 first
#1on ChatGPT and Perplexity for the comparison buyers ask
snapshot · 4 Sep 2026
Changelog

Better every snapshot. What shipped this month.

26 Oct 2026

Action plan as sprint tasks

Every task with steps, a snippet to paste, what it unlocks and the proof it worked. Tick it off, watch the next snapshot.

26 Oct 2026

AI answers matrix

Buyer questions by engine, your place in words: 1st of 3, not named, no AI Overview. One click opens the answer.

26 Oct 2026

Buyer-question edit window

Change up to ten questions before every snapshot, so the measurement follows your market.

26 Oct 2026

Weekly brief and goals

One note a week; a target with a date and a pace from your snapshots.

Stay ahead of the answers. The weekly brief for your brand, in your inbox.

They are asking AI.
Be the answer.

Get your free AI visibility report

Where AI names you, who it recommends instead, and the first moves to change it. Early access.

AI answers vary by market. Choose your main customer country.

No credit card. No automatic subscription.