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About QueryRev AI The company, the principles and the practice behind it.

QueryRev AI is an AI SEO and GEO platform that connects search data to revenue, recommends decisions with evidence and verifies every result. It is provided by STOA Global Corporation, a Delaware corporation, and designed with an SEO and AI-search consultant.

Provided by
STOA Global Corporation
Incorporated in
Delaware, United States
Business
169 Madison Ave STE 89775New York, NY 10016, United States

Updated

Why it exists

Search data, business data, decisions, changes and results usually live in separate products, so nobody can say which action earned what. QueryRev AI joins them in one loop.

A traditional SEO tool answers four questions: which keywords rank, which pages have issues, how much traffic changed and which backlinks exist. Those answers are useful, and they stop early. They do not say what a change is worth to the business, what to do next, or whether the last thing you did worked.

QueryRev AI carries a search action all the way through: from the state of search and of the business, to a decision with its evidence, to a change made under your policy, to the search engine’s response, to the revenue outcome, and to what was learned for the next decision. The promise fits in one sentence: find the search action most likely to create business value, carry it out safely, and prove whether it worked.

AI search belongs in the same loop. Whether an AI answer mentions your brand or cites your page is search state, like a ranking, and it is checked again after a change like any other response. More on this is on the GEO / AEO page, and the whole loop is described on the platform page.

Principles

They come from the product’s founding document and apply to every feature.

  1. Rule 1

    A decision is an object, not a paragraph.

    Every recommendation is a typed decision with its evidence, expected value, risk and owner. Natural language explains a decision; it is never the decision.

  2. Rule 2

    Nothing changes outside your policy.

    A change reaches your website only through the policy you set, and every material change is written to the Change Ledger with its state before and after.

  3. Rule 3

    Done means verified.

    A change that was published is not an outcome. It counts once search has responded and the result has been measured against a baseline.

  4. Rule 4

    Four kinds of revenue, never mixed.

    Known, influenced, modeled and incremental revenue are labelled as different things on every screen and in every report. Each is defined on the methodology page.

  1. Rule 5

    Revenue outranks traffic.

    Where business outcomes are available, traffic is not the measure of success. A change that adds clicks and no value is not a win.

  2. Rule 6

    Compute before asking a model.

    What can be calculated from data is calculated. A model’s own confidence is not shown as product confidence until it has been calibrated against real outcomes.

  3. Rule 7

    No single AI vendor, no price per token.

    The domain model does not depend on any one AI provider, and plans are priced by managed URLs, sites and client workspaces, never by tokens or AI credits. The plans are on the pricing page.

The practice behind QueryRev

QueryRev AI is designed with an SEO and AI-search consultant whose experience includes work for Agoda, AVIS Budget Group, British Council, CCleaner, CanPrev, FWD, British University Vietnam and NovaWorld. The decision types, the policy rules and the verification methods come from that practice, not from a model’s guess.

The practice behind QueryRev, in numbers

The consultant's own experience, not results of QueryRev customers.

years of enterprise SEO and AI search
8+
markets, in international SEO
20+
industries
10+
visits a month across the sites managed
100M+
keywords managed
1M+
prompts a month, tracked across AI engines
500K+

Experience includes work for

  • Agoda
  • AVIS Budget Group
  • British Council
  • CCleaner
  • CanPrev
  • FWD
  • British University Vietnam
  • NovaWorld

These six figures describe the consultant’s own practice. They are not results of QueryRev AI customers, and none of the brands named is presented as a customer.

How QueryRev Research sources, reviews, updates and corrects what it publishes is set out in the editorial policy.

About FAQ

Short answers first. Ask anything else at business@queryrev.com.

Who is behind QueryRev AI?

QueryRev AI is provided by STOA Global Corporation, a Delaware corporation with its business in New York. The product is designed with an SEO and AI-search consultant. The practice behind it: 8+ years, 20+ markets, 10+ industries, 100M+ visits a month, 1M+ keywords and 500K+ prompts a month, the consultant’s own experience and not results of QueryRev AI customers.

Where is the company based?

STOA Global Corporation is a Delaware corporation. Its business is at 169 Madison Ave STE 89775, New York, NY 10016, United States, and it can be reached at business@queryrev.com.

Is QueryRev AI an AI model?

No. QueryRev AI is software for organic search growth. Its intelligence layer, QueryRev Intelligence, is built on frontier AI models from a major US provider, behind our own Decision Gateway. QueryRev AI is not an AI model and has not built one.

Is QueryRev AI available yet?

Early access opens in stages. Join the waitlist with your work email, and we write to you when your place comes up.

Are the brands named on this page QueryRev AI customers?

No. They are brands the consultant behind the product has worked for in their own practice. None is presented as a customer of QueryRev AI, and the figures shown are the consultant’s experience, not customer results.

How is QueryRev AI different from an SEO tool?

It does not stop at reporting. It connects search data and business data to typed decisions, applies changes under your policy, verifies how search responded and measures the revenue outcome, with known, influenced, modeled and incremental revenue labelled separately.

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