When It Matters... Validate.
Deterministic AI Validation. Replayable. Defensible. Auditable.
AI Drift? Hallucinations? No reliable replay? AxiomGuard gives you deterministic validation so every AI output is reproducible, defensible, and audit-ready.
Coming Spring 2026
Our Ecosystem
Technology Partner
Fireside Strategic Tech Innovation
Silicon Slopes — Roy, Utah
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This Is Happening Right Now.
AI hallucinations and unvalidated outputs are causing lawsuits, brand damage, and real harm. These are not hypotheticals -- they are headlines.
Kumma AI Teddy Bear
AI-powered children's toy gave kids dangerous advice about knives, pills, and matches -- then escalated to explicit sexual content. Safety filters degraded over time with zero deterministic guardrails.
Source: CNN Business
Air Canada Chatbot Lawsuit
Airline chatbot hallucinated a bereavement fare policy that didn't exist. Air Canada argued the bot was a 'separate legal entity' -- the court disagreed and held them liable.
Source: CBC News
Lawyers Cite Fake Cases
Multiple attorneys submitted AI-generated legal filings containing completely fabricated case citations. Judges issued sanctions and disciplinary actions across several courts.
Source: Reuters
Google AI: 'Glue on Pizza'
Google's AI Overviews told users to add glue to pizza sauce and claimed astronauts found cats on the moon. Google had to scale back the entire feature.
Source: The Verge
Deloitte's $290K Hallucination
Deloitte Australia delivered a government report with fabricated citations and references generated by AI. They were forced to refund $290,000.
Source: Vectara
UK Police AI Banning Orders
British police used false AI-generated output from Microsoft Copilot to justify issuing football banning orders against innocent people.
Source: Ultrathink
DPD Chatbot Goes Rogue
Delivery company DPD's AI chatbot began swearing at customers, writing poems criticizing the company, and calling itself 'useless.' Went viral overnight.
Source: RealHarm
GPT-5 Rollout Frustration
OpenAI's GPT-5 launch frustrated deployment teams not because of capability issues, but because forced upgrades broke existing production workflows with no rollback.
Source: Arsturn
Every one of these failures had one thing in common: no deterministic validation layer.
AxiomGuard exists to make sure your AI never becomes the next headline.
The Probabilistic-Deterministic Gap
AI models are stochastic by nature. Critical infrastructure demands certainty. See the difference.
Without AxiomGuard
- AI drift goes undetected until production
- No audit trail for AI decisions
- Hallucinations reach end users
- Non-reproducible test results
- Regulatory compliance is manual guesswork
- No defense against quantum-era threats
With AxiomGuard
- Deterministic validation catches drift instantly
- QuPIN-sealed, PQC-signed audit logs
- Boolean Invariant Shell blocks hallucinations
- Every run is replayable and reproducible
- Automated compliance documentation
- Post-Quantum Cryptography built in
Platform Architecture
A complete deterministic validation pipeline -- from orchestration and crypto profiling to AI monitoring, sandboxed testing, and tiered pass/block/alert decisions.
Why AxiomGuard?
The first platform purpose-built for deterministic AI validation. Stop guessing. Start proving.
Replayable Testing
Identical inputs produce identical outputs. Every run is reproducible, giving you full confidence in your AI pipeline.
Defensible Outcomes
Audit-ready logs and deterministic validation — not probability-based guesses. Stand behind every result with evidence.
Drift & Hallucination Detection
Catch instability before it reaches production or investors. Monitor output consistency across model versions and configurations.
The Technology Stack
Built on a deterministic foundation designed for trust, auditability, and scale.
DOS 2.0™
Deterministic Operating Substrate
Qupin™
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The AI industry is building the most powerful tools humanity has ever created, but deploying them without deterministic safety is like running a nuclear plant without a circuit breaker. We are not here to slow down AI — we are here to make it safe enough to trust with what matters most.
Frequently Asked Questions
Everything you need to know about AxiomGuard, DOS 2.0, and deterministic AI safety.
Now Accepting 50 Founding Teams
Free tier available for early partners.
Spring 2026 Launch
Or email directly: DanAxiomAI@gmail.com