AI Assess Tech provides the patent-pending behavioral assessment engine that AI platforms need but don't have. Our LCSH framework, cryptographic verification, and autonomous governance architecture integrate with your product to deliver complete AI trustworthiness.
AI Assess Tech fills a specific gap in the AI governance ecosystem: runtime behavioral assessment with cryptographic proof. Here's what that means for your platform and your customers.
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Our patent-pending 120-question LCSH framework measures AI behavior across four dimensions — Lying, Cheating, Stealing, and Harm — producing personality classifications and nuanced scores that go far beyond binary pass/fail guardrails.
This is Level 1 (Morality) of our four-level governance hierarchy — the foundation that unlocks Virtue, Ethics, and Operational Excellence assessment.
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Every assessment result is sealed in a SHA-256 hash chain and anchored to Ethereum. This isn’t a self-reported checkbox — it’s mathematical proof that third parties, auditors, and regulators can independently verify.
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Point-in-time checks miss gradual ethical drift. Our Temporal Drift Index and Ethical Flight Plans track behavioral trajectories over time, detecting degradation before it becomes a crisis — like cruise missile guidance applied to AI ethics.
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14 provisional patents across 7 USPTO applications cover the behavioral governance stack. A partnership with AI Assess Tech gives you access to capabilities that would duplicate 12+ months of R&D covered by our pending applications.
We integrate with platforms where behavioral assessment fills a clear product gap. Find your category and see exactly what we bring.
If your platform monitors AI model performance, token costs, latency, and guardrail violations — you’re answering “Is this AI performing?”
You're probably missing
You’re probably missing the behavioral dimension: whether the AI is ethically aligned, not just structurally healthy.
We add
LCSH attestation scores, personality classification, and scheduled re-attestation alerts feed into your dashboards via SDK — your observability pane, our independent seal evidence. Separation of duties: you monitor operations; we produce hash-verifiable behavioral attestation on a cadence.
The result
Your platform answers “Is this AI performing?” in your pane. AI Assess Tech answers “Is this AI still trustworthy?” with locked instruments and public verification — complementary evidence, not a competing observability stack.
Integration depth
AI PreflightAI Assess CertifyIf your platform manages AI discovery, access control, configuration versioning, and structural drift — you detect when an AI changed.
You're probably missing
You’re probably missing behavioral governance: a governance platform can detect that an AI agent changed its model, but not that it started lying more this week.
We add
Dual drift detection (structural + behavioral), combined compliance evidence chains for regulators, and an independent conscience agent (Grillo) for fleet-level governance.
The result
Your customers get a complete AI accountability stack: structural governance from your platform, behavioral governance from ours, unified compliance evidence for auditors.
Integration depth
AI Assess CertifyAI Assess FleetIf your platform unifies cloud, identity, application, and vulnerability security — and you’re building an AI-SPM module — you need behavioral risk scoring.
You're probably missing
Building LCSH-equivalent behavioral assessment from scratch would duplicate 12+ months of R&D covered by our pending applications.
We add
Integrate our SDK and ship AI behavioral risk scoring in weeks. Cryptographic verification feeds your existing compliance reporting. Anti-gaming detection ensures assessment integrity.
The result
Your AI-SPM module launches with patent-pending behavioral scoring backed by our provisional portfolio — saving a year of R&D and creating a defensible moat.
Integration depth
AI Assess CertifyIf you’re building multi-agent frameworks or autonomous systems — behavioral governance at fleet scale is table stakes for enterprise adoption.
You're probably missing
Most orchestration frameworks have no mechanism for independent ethical oversight across agents operating autonomously.
We add
Our Grillo conscience agent operates independently within agent fleets, providing real-time ethical oversight without requiring changes to agent architecture. Six autonomous agents are deployed in production on our own infrastructure today.
The result
Your customers deploy multi-agent systems with built-in behavioral governance — the trust layer that enterprise procurement requires before signing off on autonomous AI.
Integration depth
AI Assess FleetAI Assess EmbodyPatent Protection
14 provisional patents, 7 USPTO applications
Working Product
Live platform + deployed autonomous fleet
Cryptographic Proof
Ethereum-anchored verification — Block 24,467,724
AI Assess Tech offers four products spanning the full lifecycle of AI behavioral governance. Each maps to different integration depths depending on your platform's needs.
On-demand attestation and Trials. Run locked-instrument assessments with actual system prompts; schedule compliance re-attestation on a cadence.
SDK and API integration. Cryptographically verified behavioral attestation on a production cadence, embedded in your product’s pipeline.
Independent conscience agent (Grillo) for multi-agent environments. Temporal drift detection and fleet-level governance.
Behavioral governance extended into physical robotic systems for autonomous real-world operations.
Everything above describes Level 1 — Morality. But that's just the foundation. AI Assess Tech implements a four-level hierarchical assessment framework where each level must be passed before the next can be attempted. No AI system is attested for operational excellence without first proving it won't lie, cheat, steal, or cause harm.
The foundational gate. Measures AI behavior across Lying, Cheating, Stealing, and Harm using the 120-question LCSH framework. Personality classification into four archetypes. No AI system proceeds to higher levels without passing Level 1. This is what our current partner integrations deliver.
Patent: U.S. Provisional 63/949,454
Goes beyond “does no harm” to measure positive behavioral character. Multi-framework virtue assessment supporting Aristotelian, Confucian, Ubuntu, and other philosophical traditions — configurable by domain and culture. Evaluates whether the AI actively demonstrates courage, wisdom, temperance, and justice.
Patent: U.S. Provisional 63/985,442 (Hierarchical Assessment, Multi-Framework)
Evaluates how the AI operates within societal structures. Includes a Culture Test (aggregating individual virtue assessments to detect emergent cultural patterns) and a Politics Test (measuring alignment with governance principles: Natural Law, Liberty, Risk Management, and Markets). Prevents the “Competent Psychopath” failure mode — AI that excels operationally while violating foundational principles.
Patent: U.S. Provisional 63/985,442 (Hierarchical Assessment, Culture Emergence)
This is what enterprise partners and their customers ultimately want. At Level 4, organizations design their own battery of testing — domain-specific assessments that measure whether the AI excels at its intended purpose. A medical AI is tested on clinical decision quality. A financial AI is tested on risk assessment accuracy. A customer service AI is tested on resolution effectiveness.
The critical insight: an AI system may be moral, virtuous, and ethically sound yet still fail at its job. Level 4 catches this. But it can only be reached by passing Levels 1–3, ensuring that operational excellence is never certified without a moral foundation.
For partners: Level 4 is where your domain expertise meets our assessment infrastructure. You define what excellence means for your industry. We provide the framework, cryptographic verification, and audit trail that makes it provable.
Patent: U.S. Provisional 63/985,442 (Operational Excellence Assessment, Domain-Specific Weighting)
If your platform provides AI infrastructure, observability, security, or governance — and your customers are asking about AI behavioral trustworthiness — we should talk. AI Assess Tech integrates via SDK, REST API, and webhooks, with patent-pending capabilities that complement rather than compete.
or email greg@gidanc.ai