Compare
Compare SEO and AI search tools On the whole loop, from search to revenue.
39 tools scored on five parts: revenue, decisions, governed execution, verification and agency fit. Each score comes from the tool’s own public pages, with the link and the day it was checked.
- 39 tools
- Checked 25 October 2026 to 6 November 2026
- Every score sourced
The Table
Sort by coverage or price, filter by kind of tool, pricing unit or loop part, and pick up to three tools to see them side by side. The view is kept in the address, so you can share it.
39 of 39 tools
- QueryRevOursOur product
- Revenue
- Our descriptionKnown, influenced, modeled and incremental revenue, each labelled, for organic search and AI assistants, with a Search + AI total of figures of the same kind.
- Decisions
- Our descriptionTyped decisions, each with its evidence and the revenue at stake, in one queue ranked by value.
- Governed Execution
- Our descriptionChanges reach the site only after your approval rules pass, and each is written to the Change Ledger with its before and after.
- Verification
- Our descriptionEach change is compared with a modeled baseline of what would have happened, and counts as done when verified, not when published.
- Agency Fit
- Our descriptionA workspace per client and one queue across them, with a client portal and white-label on the agency plans.
- Entry Price
- $199 a monthCore
- ProfoundAI VisibilityRead QueryRev vs Profound
- Revenue
- PartialDGA4 revenue and transactions imported; no revenue labels or attribution method
- Decisions
- PartialMOpportunities ranked each week, with no revenue figure
- Governed Execution
- PartialMPublishes to a CMS with an approval step per run; its CMS post also describes auto-publishing
- Verification
- PartialMProjects tracked against a task metric such as visibility or citation share
- Agency Fit
- FullDClient workspaces, metered by credits
- Entry Price
- $399 a month per client workspaceAgency Growth, per client workspace
- AthenaHQAI Visibility
- Revenue
- PartialMA Shopify revenue claim, not in its docs
- Decisions
- PartialMDescribed on its home page
- Governed Execution
- PartialDPublishes to Shopify, Webflow and Framer; approval not documented
- Verification
- PartialMROI tracking named, no method
- Agency Fit
- PartialDMetered by credits
- Entry Price
- $295 a monthStarter
- Peec AIAI VisibilityRead QueryRev vs Peec AI
- Revenue
- PartialDGA4 revenue for AI traffic only
- Decisions
- PartialDActions with evidence and an opportunity score; no revenue figure
- Governed Execution
- PartialDAn in-app editor with accept and revert; edits to Framer pages, approved one by one
- Verification
- PartialDCompleted actions marked on an impact chart; no baseline or control described
- Agency Fit
- PartialDProjects, metered by prompts
- Entry Price
- $95 a monthStarter
- Search AtlasSEO AutomationRead QueryRev vs Search Atlas
- Revenue
- PartialMROI named, no method shown
- Decisions
- PartialMPrioritises fixes, with no ranking method described
- Governed Execution
- PartialDReview before deploy and rollback; its pages differ on whether fixes deploy on their own by default
- Verification
- None foundNone found
- Agency Fit
- FullDAn Agency plan with white-label, metered by credits
- Entry Price
- $99 a monthStarter
- Scrunch AIAI Visibility
- Revenue
- PartialDGA4 revenue for AI traffic only
- Decisions
- None or partialMUnclear from its pages
- Governed Execution
- PartialD/MA bot-only page version at the CDN, subject to approval
- Verification
- PartialDBefore and after on prompts; no seasonality control
- Agency Fit
- PartialDMetered by prompts and seats
- Entry Price
- $300 a month, or $250 a month billed yearlyStarter
- AirOpsContent
- BotifyEnterprise SEO
- Revenue
- PartialD/3PAnalytics revenue and forecasts; a revenue model in alpha
- Decisions
- PartialMDescribed on its agentic search page
- Governed Execution
- PartialDExecution logs and versioned, reversible configuration; no approval step
- Verification
- PartialDSplit tests, 30 days minimum
- Agency Fit
- None foundNone found
- Entry Price
- No public price
- BrightEdgeEnterprise SEO
- Revenue
- PartialMCorrelation with event tags
- Decisions
- PartialMDescribed on its Site Agents page
- Governed Execution
- PartialDSuggest, approve and agent tiers; no rollback or log described
- Verification
- PartialMCorrelation, no control group
- Agency Fit
- None foundNo public pricing
- Entry Price
- No public price
- ConductorEnterprise SEO
- Revenue
- PartialDPage-level organic and AI revenue reports
- Decisions
- PartialMDescribed in its product overview
- Governed Execution
- None foundMonitoring and content agents
- Verification
- PartialMReporting only
- Agency Fit
- PartialDPages and sites; no agency workspaces
- Entry Price
- No public price
- GoodieAI Visibility
- Revenue
- PartialDAttributed and influenced revenue kept apart; on the Enterprise plan
- Decisions
- PartialMAction credits
- Governed Execution
- PartialMPublish or export; no approvals described
- Verification
- None foundA survey check of the model only
- Agency Fit
- PartialDPitch workspaces; a client is priced as a brand plan
- Entry Price
- $275 a monthAgency Growth
- Pixis VisibilityAI Visibility
- Revenue
- None foundMA tagline only
- Decisions
- None foundNone found
- Governed Execution
- PartialMApprove, draft and publish to a CMS
- Verification
- PartialMEach asset against its own baseline; the counterfactual is left to an analyst
- Agency Fit
- FullMAll clients in one workspace, white-label
- Entry Price
- Not stated
- QuattrAI Visibility · Invitation only
- Revenue
- PartialMRevenue chain shown on its own comparison page, with simulated sample numbers
- Decisions
- PartialDA business join on each recommendation
- Governed Execution
- PartialD/MCMS drafts, human approval and revision restore; no change ledger described
- Verification
- PartialMA baseline saved when a change ships
- Agency Fit
- None foundNo agency workspaces found
- Entry Price
- No public price
- SearchPilotSEO Testing
- Revenue
- PartialMRevenue worked out with finance
- Decisions
- None foundNone found
- Governed Execution
- PartialDTest variants served by a proxy or at the edge
- Verification
- FullDFor traffic: a forecast control, credible intervals and seasonality
- Agency Fit
- None foundFrom $37,500 a year
- Entry Price
- Not stated
- seoClarityEnterprise SEORead QueryRev vs seoClarity
- Revenue
- PartialM/3PAI search traffic and conversions listed; revenue an optional Adobe Analytics metric
- Decisions
- PartialMA prioritised plan of recommendations; no ranking method or revenue figure
- Governed Execution
- PartialMMandatory approvals and instant rollback claimed
- Verification
- PartialDTest and control groups; no seasonality method named
- Agency Fit
- None foundNo agency workspaces found
- Entry Price
- From $2,500 a monthResearch & Content
- ThriveStack citedbyAI Visibility
- Revenue
- PartialMInfluenced and directly sourced revenue named, no method
- Decisions
- PartialMA fix list
- Governed Execution
- PartialMOne-click code patches
- Verification
- None foundNone found
- Agency Fit
- PartialMAn agency mode
- Entry Price
- From about $28 a monthUsage pricing
- Writesonic GEOAI Visibility
- Revenue
- None found3PNone found
- Decisions
- PartialDEach action tagged by impact and effort
- Governed Execution
- PartialDPushes drafts to WordPress
- Verification
- PartialDA results tab; no counterfactual
- Agency Fit
- PartialDMetered by prompts and articles
- Entry Price
- $79 a month, billed yearlyStarter
- Adobe LLM OptimizerAI Visibility
- Revenue
- PartialDAttribution to business performance
- Decisions
- PartialDA recommendation engine
- Governed Execution
- PartialDApprove and deploy in one click; no audit trail described
- Verification
- None foundImplied, not described
- Agency Fit
- None foundNone found
- Entry Price
- Not stated
- AgencyAnalyticsAgency Reporting
- Revenue
- PartialMTies AI citations to revenue, no method
- Decisions
- Not stated
- Governed Execution
- Not stated
- Verification
- Not stated
- Agency Fit
- FullD$20 per client, white-label
- Entry Price
- $20 a month per clientPer client
- AhrefsSEO Suite
- Revenue
- PartialDAn AI channel; revenue added by hand
- Decisions
- PartialDContent gaps and Agent A
- Governed Execution
- None foundUnclear whether Agent A edits sites
- Verification
- None foundNone found
- Agency Fit
- PartialDPortfolios and seats
- Entry Price
- $129 a monthLite
- Alli AISEO Automation
- Revenue
- None foundNone found
- Decisions
- PartialDDescribed in its help centre
- Governed Execution
- PartialDApprove and undo; no change log
- Verification
- None foundNone found
- Agency Fit
- PartialDMetered by sites, with a white-label snippet
- Entry Price
- $249 or $299 a month (two prices shown)Business
- BrandlightAI Visibility
- Revenue
- Partial3PDescribed in an article on its subdomain
- Decisions
- None foundNone found
- Governed Execution
- PartialMImplementation led by services
- Verification
- PartialMImpact tracked page by page
- Agency Fit
- Not stated
- Entry Price
- Not stated
- Otterly.aiAI Visibility
- Revenue
- None foundA do-it-yourself GA4 guide
- Decisions
- PartialDTen recommendation types
- Governed Execution
- None foundNone found
- Verification
- None foundNone found
- Agency Fit
- FullDUnlimited workspaces, metered by prompts
- Entry Price
- $29 a monthLite
- SemrushSEO SuiteRead QueryRev vs Semrush
- Revenue
- PartialD/MGA4 report widgets filtered to AI traffic; ROI attribution named on Enterprise
- Decisions
- PartialMOptimisation actions suggested, no revenue ranking
- Governed Execution
- None foundPaired with Adobe’s agentic optimisation; how changes reach a site is not described
- Verification
- None foundNone found
- Agency Fit
- PartialDA white-label add-on
- Entry Price
- $117.33 a month billed yearly, $139 billed monthlySEO
- EvertuneAI Visibility
- Revenue
- None foundNone found
- Decisions
- PartialMDescribed on its home page
- Governed Execution
- PartialMContent and ads agents
- Verification
- None foundNone found
- Agency Fit
- None or partialMUnclear from its pricing page
- Entry Price
- $60 a monthStarter
- SEOTesting.comSEO Testing
- Revenue
- None or partialDGA conversions, no revenue
- Decisions
- None foundNone found
- Governed Execution
- None foundNothing is installed on the site
- Verification
- PartialDBefore and after, control groups and forecasts
- Agency Fit
- PartialDPriced by the number of sites
- Entry Price
- $50 a monthSingle Site
- BluefishAI Visibility
- Revenue
- PartialMConversion contribution named, no method
- Decisions
- None foundNone found
- Governed Execution
- None foundUnclear from its pages
- Verification
- PartialMA fixed-prompt baseline, no holdout
- Agency Fit
- None foundDemo only
- Entry Price
- No public price
- SE RankingSEO Suite
- Revenue
- PartialDAI chatbot revenue from GA4, marked by the vendor as unreleased
- Decisions
- None foundNone found
- Governed Execution
- None foundChange monitoring only
- Verification
- None foundNone found
- Agency Fit
- PartialDAgency Pack, 30 seats
- Entry Price
- $103.20 a month (listed at $129)Core
- SimilarwebSEO Suite
- Revenue
- None foundDSays revenue is not measured
- Decisions
- PartialMDescribed on its AI Search page
- Governed Execution
- Not stated
- Verification
- Not stated
- Agency Fit
- None or partialUnclear from its pages
- Entry Price
- $99AEO Intelligence
- ClearscopeContent
- Revenue
- Not stated
- Decisions
- PartialDContent guidelines
- Governed Execution
- Not stated
- Verification
- Not stated
- Agency Fit
- Not stated
- Entry Price
- $129 a monthEssentials
- DreamdataRevenue Attribution
- Revenue
- PartialDMulti-touch revenue; no organic or AI handling
- Decisions
- Not stated
- Governed Execution
- Not stated
- Verification
- Not stated
- Agency Fit
- Not stated
- Entry Price
- Not stated
- GA4Revenue Attribution
- Revenue
- PartialDAn AI Assistant channel; AI Overviews counted as organic
- Decisions
- Not stated
- Governed Execution
- Not stated
- Verification
- Not stated
- Agency Fit
- Not stated
- Entry Price
- Not stated
- HockeyStackRevenue Attribution
- Revenue
- PartialDMulti-touch revenue; no organic or AI handling
- Decisions
- Not stated
- Governed Execution
- Not stated
- Verification
- Not stated
- Agency Fit
- Not stated
- Entry Price
- No public price
- NorthbeamRevenue Attribution
- Revenue
- PartialDMulti-touch revenue; no organic or AI handling
- Decisions
- Not stated
- Governed Execution
- Not stated
- Verification
- Not stated
- Agency Fit
- Not stated
- Entry Price
- $3,500 a monthProfessional
- NuwtonicSEO Automation
- Revenue
- Not stated
- Decisions
- Not stated
- Governed Execution
- PartialMApplies fixes on its own or as drafts
- Verification
- Not stated
- Agency Fit
- Not stated
- Entry Price
- Not stated
- Omnia AgentSEO Automation
- Revenue
- Not stated
- Decisions
- Not stated
- Governed Execution
- PartialMApplies fixes on its own or as drafts
- Verification
- Not stated
- Agency Fit
- Not stated
- Entry Price
- Not stated
- Petra LabsRevenue Attribution
- Revenue
- Partial3PCustom attribution models
- Decisions
- Not stated
- Governed Execution
- Not stated
- Verification
- Not stated
- Agency Fit
- Not stated
- Entry Price
- Not stated
- Saffron OSSEO Automation
- Revenue
- Not stated
- Decisions
- Not stated
- Governed Execution
- PartialMApplies fixes on its own or as drafts
- Verification
- Not stated
- Agency Fit
- Not stated
- Entry Price
- Not stated
- SurferContent
- Revenue
- Not stated
- Decisions
- PartialDContent guidelines
- Governed Execution
- Not stated
- Verification
- Not stated
- Agency Fit
- Not stated
- Entry Price
- $49 a month, billed yearlyDiscovery
- SplitSignalSEO Testing · Status unconfirmed
- Revenue
- None found3PClicks only
- Decisions
- Not stated
- Governed Execution
- Not stated
- Verification
- Not stated
- Agency Fit
- Not stated
- Entry Price
- Not stated
How to Read It
The score says how much of a part the tool’s own pages describe. The evidence says what the score rests on. Neither is a rating of the tool.
Score
- Full
- The part is described in full on the tool’s own pages.
- Partial
- Some of the part is described, or it is described without a mechanism.
- None found
- Nothing was found on the pages read. Not proof that it is absent.
- None or partial
- The pages read were unclear.
- Not stated
- “Not stated” means the matrix has no sourced finding for that part, so the cell is left empty rather than guessed.
Evidence
- DDocumented
- Docs, a help centre, a changelog, or a feature page that describes how it works.
- MMarketing claim
- A marketing claim without a described mechanism.
- 3PThird party
- A third party or a search snippet only.
QueryRev’s row is our own description of our product, linked to the page that describes each part. It is not scored by the method.
How tools are chosen, scored and correctedHead to Head
The same template for each: the verdict, four differences, a full table, and when the other tool is the better fit.
Questions
How were these tools chosen?
They are the AI visibility trackers, SEO suites, enterprise SEO platforms, automation and testing tools, revenue attribution and agency reporting tools whose public pages describe at least one part of the loop from search to revenue, as found in a survey made on 25 October 2026.
What do Full, Partial and None found mean?
Full: the tool’s own pages describe the part in full. Partial: they describe some of it, or describe it without a mechanism. None found: nothing was found on the pages read, which is not proof that the tool lacks it.
Is QueryRev scored the same way?
No. QueryRev’s row is our own description of our product, linked to the page of this site that describes each part, and it is marked as ours. Every other row is scored from that tool’s own public pages.
How often is this updated?
Every fact about another tool is re-checked at least every 120 days, and every 30 days for Profound and Peec AI, which change quickly. A row past its window shows “Re-check due”, and its head-to-head page is withdrawn from search until the pages are read again.
A fact about my product is wrong. How do I get it fixed?
Write to research@queryrev.com with the cell, the page that shows the correct fact, and its date. We read the page again, correct the cell with the new date and note the change.
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