Transparent scoring.Deterministic scoring you can inspect, verify, and trust.
Benchmarq evaluates websites using a composite 0–100 AI readiness score derived from four mathematically weighted tracks. Every test is deterministic and fully auditable—ensuring that identical code always yields identical scores with zero AI guessing.
Synopsis
- Composite scale
- 0 to 100 overall score reflecting aggregate technical readiness for AI search crawlers, indexers, and answer engines.
- Four standardized tracks
- Weighted breakdown across CORE (Technical Health), AIO (AI Indexing), AEO (Answer Engines), and GEO (Generative Citations).
- Zero generative guesswork
- Every check runs deterministic programmatic rules. We do not prompt an LLM to guess a score; we evaluate verified syntax, headers, and markup.
- Decoupled specialist suites
- Agentic Commerce and Agentic Apps evaluations run as isolated diagnostic modules so specialized commerce/app checks never distort foundational readiness.
- Actionable remediation
- Every point deduction identifies the exact rule triggered, its severity tier, and code-level remediation steps.
How the four tracks are weighted
Each track measures a distinct stage in how AI search engines discover, process, and cite web content.
GEO (Generative Engine Optimization)
Evaluates knowledge graph richness, JSON-LD entity clarity, schema nesting, brand authority signals, and citation-friendly structure.
Explore GEO checks→AIO (AI Indexing Optimization)
Checks crawler permissions in robots.txt, bot accessibility for major AI user-agents, llms.txt availability, and rendering friction.
Explore AIO checks→AEO (Answer Engine Optimization)
Audits direct answer clarity, question-and-answer heading structures, definition summaries, and tabular data extraction for AI overviews.
Explore AEO checks→CORE (Technical Health)
Tests semantic markup hierarchy, mobile accessibility, viewport meta tags, canonical integrity, and server response performance.
Explore CORE checks→Why deterministic scoring beats black-box AI guessing
Engineering teams need predictable metrics that reflect real code changes, not fluctuating chatbot output scores.
Reproducible across deployments
Because checks run programmatic assertions, a score only changes when your code, markup, or server configuration changes.
Verified fix impact
When frontend developers deploy a schema fix or update robots.txt, an immediate re-scan proves whether the issue was resolved.
Explore domain tracking→Direct ticket integration
Findings translate directly into engineering backlog tickets with structured JSON exports and code snippets ready for implementation.
Explore reports→Independent specialist suites
Advanced checks for transactional and agentic capabilities are decoupled from core readiness scoring.
Agentic commerce suite
Tests catalog discovery, product schema completeness, and agent-assisted checkout readiness without penalizing non-commerce sites.
Explore e-commerce suite→Agentic apps suite
Evaluates authenticated portals, tool definitions, and OpenAPI/MCP schemas for autonomous agent execution.
Explore agentic apps suite→Comprehensive checks catalog
Browse all 200+ tests across all tracks and suites, complete with descriptions of what is measured and how to remediate failures.
Browse checks catalog→Questions.
Direct answers about scoring methodology, weights, and interpretation.
Do the suites change my overall score?
No. Agentic App and Agentic Commerce results are reported separately and do not change the overall score.
How is Benchmarq different from SEO tools?
SEO tools report how you rank in traditional search. Benchmarq tests how AI agents and answer engines read and evaluate your site. See the comparisons.
My website already ranks well on Google. Do I still need this?
Google ranking and AI visibility are measured differently. Google rewards links and authority. AI engines look at how clearly your content is structured, how directly it answers questions, and whether your site can be parsed and trusted as a source. A top Google ranking does not tell you whether your site can be used in AI-generated answers.
Which plans include the solutions and add-ons?
Agentic App (ARO) starts on the Standard plan. Competitor benchmarking, historical insight tracking, and Agentic Commerce (ACO) are on the Premium plan. See pricing.
See your site's transparent score
Run 200+ deterministic checks across GEO, AIO, AEO, and CORE in under 2 minutes. Free plan includes 4 pages a month with zero setup required.