Stop Guessing. Start Knowing.

Acuion Inspector: The Diagnostic MRI for Mission-Critical AI.

Inspector moves beyond ambiguous correlation to deliver verifiable causation. It is the ground-truth engine that transforms your AI from a black box liability into a decisive, trustworthy asset, dramatically accelerating development and deployment.

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(zhiyong_yang@acuion.ai)
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The Black Box is Blocking Your Revenue.

The AI industry has a $2 trillion problem. Companies are investing billions in powerful models that fail in the real world, causing 95% of enterprise pilots to stall. The reason is a crisis of trust. When a mission-critical system fails, the one question that matters is "Why?"

Today's "Explainable AI" cannot answer it. This reliability gap is the single biggest barrier to AI revenue realization.

Correlation is a Clue. Causation is the Answer.

The Old Way: Explainable AI (XAI)

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  • Shows WHAT the AI focused on (Correlation).
  • Ambiguous heatmaps require expert interpretation.
  • Ignores context, environment, and 3D pose.
Result: Operator Confusion & Stalled Deployments.

The New Way: Acuion Inspector (CXAI)

  • Determines WHY it made the decision (Causation).
  • Delivers a plain-language, actionable diagnosis.
  • Analyzes every factor based on first principles of vision and cognition.
Result: Operator Trust & Accelerated Deployment.

A Diagnostic MRI for Your AI's Logic.

Acuion Inspector is the first product built on our foundational Cascade AI Brain Theory (CAIBT). It is a ground-truth engine that integrates with any AI system to provide causal understanding. Our proprietary three-stage process moves beyond pixels to deliver a definitive verdict on your AI's performance.

1

Principled Deconstruction

We systematically deconstruct the scene, isolating the distinct contributions of an object's intrinsic features from its surrounding context and environmental conditions—a separation current tools are incapable of making.

2

Causal Fingerprinting

We then quantify the AI's attention across this structured grid, creating a unique, high-information numerical fingerprint—the Causal Feature Vector. This is the key to our architectural advantage.

3

The Diagnostic "Why Engine"

Our predictive engine uses the Causal Feature Vector to learn the statistical "rules of engagement" of your AI, becoming a queryable engine capable of predicting and explaining its behavior with unparalleled precision.

Transform Every Outcome into Actionable Intelligence.

Acuion Inspector is a universal tool for all AI applications. For mission-critical systems, it delivers irreplaceable value by providing two game-changing outputs that eliminate ambiguity and drive performance.

For Every Success: The Evidence Report

When your AI succeeds, Inspector provides a quantitative "Evidence Report." It delivers verifiable proof of why the decision was correct, building profound trust and providing the certifiable data needed to accelerate deployment and secure liability insurance.

For Every Failure: The Forensic Diagnosis

When your AI fails, Inspector performs a root-cause analysis and delivers a plain-language "Forensic Diagnosis" (e.g., "Model failed to classify obstacle due to heavy rain and 60% mud occlusion"). This transforms a trust-breaking event into a precise, actionable insight for rapid model retraining and improvement.

Validated Technology, Not a White Paper.

Our approach is de-risked and proven. We are not a science project; we are a venture-ready company built on a foundation of execution.

TRL-6 Maturity

Our core Causal Reasoning Engine is a mature, validated TRL-6 technology, ready for focused adaptation and deployment.

First-Principles Science

Our architecture is grounded in decades of research in computational theory, visual neuroscience, and psychophysics, backed by 78+ publications.

Market Validation

We have secured early buy-in from two Tier-1 automotive OEMs and are executing on a $143M+ federal pipeline, demonstrating urgent, pre-product market pull.

Founder Expertise

The technology is architected by Dr. Zhiyong Yang, a foundational pioneer with a proven track record of shipping deep-tech AI products in the autonomous vehicle market.

Build the Future on a Foundation of Trust.

The Acuion Inspector is the cornerstone of our mission to build the trust layer for the entire physical economy. It is the architectural solution to the AI reliability crisis.

The answer is not a better model. It's a better architecture.

Request Technical Briefing
(zhiyong_yang@acuion.ai)
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