Product.The diagnostic platform for AI search readiness.

Benchmarq evaluates your website’s structural and technical readiness for the generative web. Powered by an engine running 200+ rule-based tests across four visibility tracks, Benchmarq gives your team a definitive 0–100 score, prioritized fixes, and multiple ways to work: an interactive web workspace, an MCP server for your IDE and AI assistants, and structured, data-first reports.

Synopsis
Audit engine
200+ rule-based checks across GEO, AIO, AEO, and CORE tracks, built on the Discovery & Authority Engine (DAE) framework by Enso DX. Scans finish in under 2 minutes. Explore all checks.
Web workspace
The web app to manage multi-domain portfolios, monitor score history, run competitor benchmarks, and assign action items.
MCP server
Query audit scores, inspect failed checks, and trigger re-scans directly from your AI assistant, agent, or IDE.
Data-first reports
Structured JSON for engineering pipelines, interactive HTML for stakeholders, and page-by-page diagnostic breakdowns.
Input
Any public URL or full sitemap. Zero software installation or DNS reconfiguration.
Get started
Sign up free with Google, LinkedIn, HubSpot, or email. Confirm your account and start your first scan in seconds.
Specialist modules
Optional add-ons for Agentic Commerce (checkout/AP2 protocols) and Agentic Apps (authentication flows), reported independently.

Four tailored ways to interact with Benchmarq

The DAE audit engine powers every interface, ensuring identical, reproducible readiness data whether you work in the web app, inside your IDE, or via automated report exports.

01CORE ENGINE
POWERED BY DAE

Audit Engine

The deterministic diagnostic core executing 200+ rule-based checks. Built on Enso DX's Discovery & Authority Engine (DAE) framework.

COREHealth
AIOIndex
AEOAnswers
GEOCitations
Explore Audit Engine →
02HUMAN WORKSPACE

Benchmarq UI

Command center to manage domain portfolios, follow score trends over deployments, and benchmark competitors.

Explore Web Workspace →
03IDE & ASSISTANT PROTOCOL

Benchmarq MCP

Remote MCP server connecting Cursor, VS Code, Claude, and custom agent workflows to query scores and trigger re-scans in code.

Explore Benchmarq MCP →
04DELIVERABLES
JSONHTMLPDF

Data-First Reports

Actionable deliverables: structured JSON feeds for ticket and CI/CD automation, interactive HTML for stakeholders, and prioritized fixes.

Explore Reports →
Single unified source of truth: 100% deterministic diagnostic engine
Standard audit speed: < 2 minutes for 200+ checks

Looking for a step-by-step walkthrough? Read our getting started guide. Want to understand how readiness audits differ from prompt trackers? Read why prompt trackers miss structural blockers.

How the platform connects diagnosis to remediation

A continuous closed-loop workflow that turns raw website technicals into verified, permanent visibility gains.

TRIGGERUI or MCP

Launch Audit

Trigger a single-page audit or full sitemap crawl from the web workspace, or call trigger_page_scan directly from your IDE.

EVALUATE< 2 Minutes

Execute 200+ Tests

The DAE engine evaluates markup, crawler directives, and JSON-LD schema graphs across GEO, AIO, AEO, and CORE deterministically.

TRIAGERanked by Impact

Prioritize Fixes

Review your composite 0–100 score, track deductions to exact root causes, and export structured JSON or shareable HTML reports.

VERIFYClosed Loop

Deploy & Re-Scan

Ship code and template updates, trigger an immediate re-scan, and verify score improvements and competitor gap closures.

Continuous closed-loop optimization: Re-scanning after deployments proves remediation impact and protects against AI visibility regressions.

Questions.

Direct answers about the Benchmarq platform.

Do I need to install anything?

No. Benchmarq tests your publicly accessible website. Enter a domain and the engine does the rest.

What does Benchmarq actually test?

Benchmarq tests your publicly accessible website, no installation or configuration required. Just enter your domain and the engine scans your pages, structured data, crawler access, semantic clarity, and AI readiness signals across 200+ tests. See the audit engine.

How long does a scan take?

A standard scan takes less than 2 minutes. The audit engine scans your domain and generates a prioritized report when it finishes.

What do I receive after running a scan?

You get an overall AI readiness score from 0 to 100, a score for each of the four tracks, and a prioritized list of fixes. You generate the report in the app and download it as JSON or as a shareable HTML report. PDF and a badge are also available. See the reports.

Can I use Benchmarq from my AI assistant?

Yes. The Benchmarq MCP server lets an AI assistant read scores, issues, and score history, compare competitors, and start page scans. Competitor tools require the Premium plan. See Benchmarq MCP.

Benchmark your website today

Sign up in seconds, enter any public domain, and uncover what AI search engines see across your pages. Free plan includes 4 pages a month with zero setup.