Platform
AI SEO platform for classic and AI search One loop, from search state to verified revenue.
QueryRev AI is an AI SEO and GEO platform that connects search data to revenue, recommends decisions with evidence and verifies every result. It keeps one model of your search state, turns it into typed decisions with evidence and a value range, applies the changes you approve under your policy, and verifies each against a modeled baseline.
The loop
Four steps that feed each other, shown on one sample shop, so you can follow a single site from “what’s going on?” to “here’s what it earned.” Each step has a page of its own.
Step 1 of 4 · Understand
Know where every page stands.
QueryRev reads Search Console and Analytics 4, crawls the site as a search engine does, and keeps all of it with history, so every page has a measured starting point. Revenue Intelligence adds what each page earns and what is at risk.
Sample data. A map of the site lights up as its 1,284 pages are read; organic clicks of 12,420 in 28 days; cited in 47 of 60 tracked AI answers. Reading finds a product page losing rank and a guide cited in AI answers.
Step 2 of 4 · Decide
Turn evidence into decisions.
Opportunities and risks become typed decisions, such as Update, Merge, Create or Protect, each with its evidence, a modeled value range, its effort and its risk, in one queue ordered by what the work is worth.
Sample data. An Update decision for the oak platform bed page: average position 8.4 and 18.2k impressions a month, both known; click-through 1.9% against 3.4% expected, modeled; value if approved $5.8k to $8.1k a month, modeled; priority 1; waiting for approval.
Step 3 of 4 · Act
Change the site under your policy.
An approved decision becomes a proposed change with a preview. Your policy says whether it may be applied, who must approve it and which pages are protected, and the Change Ledger keeps the before and after of everything that goes live.
Sample data. Three policy checks pass; the change is applied and written to the Change Ledger with the old and new title and the new FAQ; verification is on day 9 of 14.
Step 4 of 4 · Verify
Count only what is verified.
Every change is checked to be live, then measured against a modeled baseline: in search, in traffic and in revenue. A gain counts once it is verified, a change with no effect is reported as that, and the result is set beside the estimate.
Sample data. After the change, weekly organic revenue ran above the modeled baseline. Verified on 10 Oct, the difference is an incremental $6.5k to $7.3k a month, a range because the baseline is one. Known organic revenue for 28 days is $62,400. Of the latest changes, two are verified gains and one had no effect.
Search Integrity
A hack, a malware flag or a rogue noindex can cost a site its rankings overnight. Search Integrity catches each one early and turns it into a Protect decision with its evidence, the revenue at risk, a playbook and a verified recovery.
It detects from your own data on every verified site, responds only through policies you approved in advance, and works through your own Cloudflare account when you opt in. An incident closes when the recovery is verified, not when someone says it is fixed.
- DetectEvery verified site
- RespondGoverned by your policy
- ShieldOpt-in, site by site
Data
Connecting takes minutes. Access to Google is read-only, the crawler obeys robots.txt, and nothing on your website changes outside your policy.
Every page’s record is read from three sources: Google Search Console, Google Analytics 4 and the QueryRev crawl. Revenue sources and CMS connections add what the later steps need: revenue from recorded orders, and a way to apply approved changes. The integrations page lists every source, what is read from it and what is never touched.
What the three add up to, one record for every page with its history, is described under Search Intelligence.
SEO, GEO and AEO
People now read an answer before they click. QueryRev tracks citations in that answer beside rankings, feeds them into the same decisions and verifies them in the same way.
QueryRev is not a visibility dashboard for AI answers. A missing citation becomes a decision, Earn Citation, with a proposed change to the page; the change passes your policy; and whether the answer then cites the page is measured like any other result. How it works is on the GEO and AEO page.
One product covers the whole loop. Plans are set by managed URLs, sites and client workspaces, never by tokens or AI credits.
Questions
Short answers first. Ask anything else at business@queryrev.com.
What is QueryRev AI?
QueryRev AI is an AI SEO and GEO platform that connects search data to revenue, recommends decisions with evidence and verifies every result. It keeps one model of your search and business state, turns it into typed decisions with evidence, applies approved changes under your policy and verifies what each change earned.
What is an SEO operating system?
An SEO operating system is one product that runs the whole cycle of search work, not a set of separate tools. It holds the data, proposes the work, governs the changes and measures the results, and each step reads what the step before it recorded. In QueryRev AI the steps are Understand, Decide, Act and Verify.
How is it different from an SEO tool suite?
A tool suite gives you reports and leaves the deciding, the doing and the measuring to you. QueryRev is built around the decision: a finding ends in a typed decision with a value range, a change passes your policy and is kept in a ledger, and nothing counts as done until it is verified.
What does each step of the loop do?
Understand keeps one record of every page from Search Console, Google Analytics 4 and the crawl, with what it earns. Decide turns that record into typed decisions with a value range. Act applies the approved ones under your policy. Verify measures each change against a modeled baseline.
Does QueryRev AI cover AI search?
Yes, by design. AI search is a search surface beside classic search: citations and mentions in AI answers tracked for each question, a missing citation turned into a decision like any other, and the result verified after the change.
Does an AI model make up the numbers?
No. Numbers are computed from your data. QueryRev Intelligence, the decision layer, explains them and drafts decisions for a person to review, and every figure links back to its source.
The platform, page by page