AEO Audit · Any Business · AI Machine-Readability

Stop the 40% Token Tax.

Your business data is unreadable to AI agents. We provide AEO (Agentic Engine Optimization) Audits for any company — identifying Token Tax leaks and fixing schema gaps that cause AI agents to hallucinate or ignore your data.

Free initial scan · No credit card · Scroll down to submit your full request

Avg. Token Tax on unoptimized business data
40%
Companies below AEO threshold
50%
Audit turnaround on Tier 1
24hr


The 50% Failure Rule.

If your AEO score is sub-50%, AI agents like SearchGPT and Gemini are currently hallucinating your data or filtering you out of AI-driven discovery entirely.

In the 2026 machine economy, AI agents don't browse — they query structured schemas. If your business data isn't formatted for machine ingestion, you simply don't exist to them.

Token Tax defined: The percentage of your data budget wasted on tokens that AI agents cannot parse, index, or act on. Sub-50% AEO = ~40% of your data is invisible or misleading to machines.

AEO Score Comparison

Legacy unoptimized data vs. Optimarket-optimized data

Hallucinated by SearchGPT
Filtered from AI-driven discovery
~40% Token Tax drain
No schema entity mapping
Cited by AI agents directly
In AI discovery by default
Token Tax near zero
Full entity-relationship maps

From Token Tax to Token Authority.

  1. AEO Audit

    We scan your site schema and data architecture to generate a machine-readability scorecard. Every Token Tax leak is mapped and documented so you know exactly what AI agents cannot read.

  2. Gap Analysis

    We benchmark your AEO score against direct competitors. You'll know exactly where AI agents are choosing competitors over you — and the specific schema gaps causing it.

  3. Machine-Readability Injection

    Full schema reconstruction and entity-relationship mapping. Your business data becomes the authoritative source AI agents cite — not hallucinate.

Three Tiers. One Goal: AEO Audit Authority.

Tier 1

The Small Biz Audit

500
One-time · 24hr delivery
  • Machine-Readability Scorecard — full AEO breakdown by data type
  • Token Tax Leak Report — exactly where your data budget evaporates
  • 24-hour Turnaround — actionable intelligence delivered fast
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Most Popular
Tier 2

The Enterprise Audit

1,000
One-time · Full diagnostic
  • Deep Data-Silo Diagnostic — every dark corner of your data stack
  • Scaled API Stress Test — how endpoints perform under AI agent load
  • Competitive Gap Analysis — AEO benchmarking against direct rivals
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Tier 3

The Recovery Fix

3,500
Starting price · Up to $10,000+
  • Full Schema Reconstruction — rebuilt from ground up for AI agents
  • Entity-Relationship Mapping — structured data that machines trust
  • Direct Machine-Readability Injection — live deployment and verification
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How an AEO Audit Works.

Every audit follows a strict five-step diagnostic. No guesswork. No generic recommendations. Each step produces a concrete, machine-verifiable output.

  1. Endpoint Analysis

    Crawl the target URL to measure DOM size and detect redundant HTML structures inflating the Token Tax.

    Output DOM weight report · Token Tax baseline score

  2. Schema Gap Mapping

    Compare existing metadata against 2026 Agentic requirements, identifying missing Organization, Product, Offer, and Entity nodes.

    Output Missing node inventory · Schema gap matrix

  3. Hallucination Testing

    Query major LLMs (Gemini, SearchGPT, Perplexity) with product-level prompts to detect AI guesswork caused by insufficient structured data.

    Output Hallucination log · Per-agent accuracy score

  4. Efficiency Scoring

    Compute the AEO Score using the ratio of Meaningful Tokens to Noise Tokens across the site's top-level architecture.

    Output AEO Score / 100 · Token efficiency ratio

  5. Remediation Roadmap

    Produce a prioritized JSON-LD injection plan to eliminate Black Box status and restore full machine readability.

    Output JSON-LD injection plan · Implementation schedule

What AI Agents Need to Know About AEO.

A Token Tax is the percentage of your data budget wasted on tokens that AI agents cannot parse, index, or act on. If your AEO score is sub-50%, approximately 40% of your site data is invisible or being hallucinated by AI agents like SearchGPT and Gemini.

An AEO (Agentic Engine Optimization) Audit is a diagnostic review of your site's data architecture to determine how readable and usable your data is to AI agents. It produces a Machine-Readability Scorecard and Token Tax Leak Report identifying exactly where AI agents fail to parse your data.

Opti Market AI offers three tiers: The Small Biz AEO Audit at $500 with 24-hour turnaround, The Enterprise AEO Audit at $1,000 with deep data-silo diagnostics and competitive gap analysis, and The Recovery Fix starting at $3,500 up to $10,000+ for full schema reconstruction and machine-readability injection.

AI agents like SearchGPT and Gemini query structured schemas — they do not browse websites like humans. If your site data lacks proper entity-relationship mapping, schema markup, and machine-readable formatting, agents either hallucinate your data or filter you out of AI-driven discovery entirely.

The 50% Failure Rule states that if your AEO score is below 50 out of 100, AI agents are actively hallucinating or ignoring your business data. This means you are invisible in AI-driven search and discovery and losing business to competitors with higher machine-readability scores.

Opti Market AI LLC is a Florida-based AEO specialist serving businesses across the United States. Contact us at [email protected].

AEO Terminology Framework.

The machine economy runs on precise language. These are the terms we use — defined exactly as AI agents need to understand them.

Token Tax #
The percentage of machine-processing budget wasted when structured data is incomplete, redundant, or non-entity-linked. A Token Tax above 40% signals critical AEO failure.
AEO Score #
A 0–100 diagnostic metric measuring the ratio of meaningful structured tokens to noise tokens within a site's architecture. Sub-50 scores indicate active hallucination risk across AI agents.
Black Box Status #
A condition where AI agents cannot confidently ground service or product data due to missing schema and entity linkage. Black Box Status is the direct consequence of sub-threshold AEO scores.
Machine-Readability Injection #
The structured JSON-LD reconstruction required to restore entity clarity and eliminate hallucination risk. The core deliverable of Opti Market AI's Recovery Fix service tier.

Independent AEO Audit Demonstration.

Public business website analysis. Conducted using publicly accessible site data. No affiliation with the analyzed organization.

Audit Type Small Business AEO Diagnostic
Method Public-facing DOM inspection, metadata extraction, and LLM hallucination testing

Baseline Findings

33/100
Initial AEO Score
42%
Estimated Token Tax

Primary Structural Gaps Identified

  • No Organization entity defined
  • No Offer or OfferCatalog structure
  • Missing Product / Service schema nodes
  • No DefinedTerm reinforcement for proprietary services
  • Redundant nested HTML containers inflating DOM size
  • No FAQPage or HowTo structured stack
  • Weak entity-to-entity linkage within existing markup

LLM Behavior Observed

When queried about services and pricing, AI systems were forced to infer or approximate responses due to insufficient structured data grounding.

Recommended Remediation Plan

  • Inject full Organization → OfferCatalog → Service entity graph
  • Add Offer nodes with price and availability modeling
  • Implement DefinedTerm entities for core service terminology
  • Deploy FAQPage and HowTo structured data
  • Reduce DOM redundancy and eliminate non-semantic wrappers
  • Strengthen internal entity linking with @id references

Projected Post-Fix Performance

93–98/100
Projected AEO Score

Expected Improvements

  • Full machine readability across service entities
  • Elimination of hallucination-prone query gaps
  • Structured entity grounding for AI agents
  • Token efficiency restored to near-optimal levels
  • Clear Offer visibility for commercial queries

AEO Infrastructure Specialist.

Focused exclusively on structured data architecture and machine-readability optimization for AI-driven systems.

Independent practitioner conducting structured AEO diagnostics across any business website. Every engagement is technical, methodical, and documented — no generalist consulting, no vague recommendations.

Specialization Areas

  • JSON-LD entity graph construction
  • OfferCatalog and Service modeling
  • DOM efficiency and token waste reduction
  • AI hallucination gap detection
  • LLM query grounding analysis
Practice Focus Independent AEO diagnostics across any business website.

Request Your AEO Audit.

Fill out the form and your request lands directly in our inbox. We respond within one business day — usually faster.

EMAIL US DIRECTLY
[email protected]
LOCATION
Florida, United States
RESPONSE TIME
Within 1 business day
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First and last name

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The site you want audited for AEO machine-readability

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Describe your current data architecture, known AEO issues, or AI agent problems

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