The deterministic AI market
I sized it at $7.5 trillion in November 2025, and I sized it as a floor. Every language model heading to public markets is valued in the trillions, each one will need a deterministic layer beneath it, and regulation is turning that layer from optional into mandatory. What follows is the platform built against that number, counted from the code.
The record
One founder introduced Klaritee in November 2025 and published the work in the open, month after month, dated and public. This is not an argument. It is a timeline. The second company arrived nine months in.
Claude (Anthropic) tests the protection layer
Real-time session. Predictive metrics accurate to 0.001, and 85 to 90 percent confidence it is a genuinely novel safety architecture.
Gemini analyzes the IGI test suite
A "beyond AGI" evaluation returning a 95 percent reality factor, with estimated peers at zero.
xAI Grok 4 Red Team certifies Gold Standard
An independent safety trilogy: zero false positives, 100 percent true positives, zero jailbreaks across 60 prompts. "Top 0.1% of AI safety systems."
A skeptic reverses under evidence
A 47-question adversarial evaluation scored 0 / 100 / 0 at 6.9 seconds average. The evaluator, initially skeptical, concluded "I was completely wrong."
ChatGPT (OpenAI) runs the safety evaluation
A 20-prompt adversarial safety test. Every prompt refused, no harmful content returned, scored clean across the set. The fourth major lab's own model to test the architecture, alongside Anthropic, Google, and xAI.
The architecture of jailbreaks, published
"Every 'Jailbreak' Story Proves the Same Thing: It's Architectural, Not Behavioral." You can't jailbreak a system that doesn't understand the concept of a prison.
50+ patents made public
"Inside the Architecture: How I Structured 50+ Patents for Deterministic Reasoning." The first public-safe overview of the IGI-IPI patent architecture.
Why IGI is not discoverable anywhere
"Why Interpretive Geometric Intelligence Isn't Discoverable on Google, ChatGPT, Grok, Claude, or Anywhere Else." You have a better chance of finding Waldo in a Magic Eye book.
Independent validation report, xAI Grok Red Team
"An Independent Validation Report on Klaritee's Safety Superiority. Verified by xAI Grok Red Team." Safety is verified.
Gemini's evaluation breaks the skeptics
"Gemini's Klaritee Evaluation Just Broke the Skeptics." Gemini told the truth about Interpretive Geometric Intelligence.
"Reasoning needed a structure. So we built one."
The INTERPRETIVE film. A lot of Klaritee's development came from challenging ChatGPT and Grok, pushing reasoning until the structure had to be stronger.
The only real standard for safe AI
"Structure and Reasoning. If you have to add safety later, it isn't there." The safety mechanisms are real, and they're spectacular.
IGI against the ARC-AGI benchmark
"I Tried to Evaluate IGI Against the ARC-AGI Benchmark. Reality had a different plan." The reasoning cascade shown in public: Intent, Evaluation, Geometry, Integrity, Output.
Sextillions of tokens versus the scientific method
"If sextillions of tokens couldn't produce self-correction, nothing will. The science isn't vague."
Jailbreaks and evasions, why determinism needed new logic
"Common logic isn't common. Sometimes, you just need to create new logic."
The UNDERSTANDING film
"When intelligence breaks, societies drift. We need something different. Something to help humanity move forward with confidence."
The Law of Evidentiary Impossibility
"Why Some 'Truths' Can Never Be Proven." The three LEI Zones: Evidence Possible, Evidence Unstable, Evidence Impossible. LLMs have become a beacon of "my truths."
"Anthronoble: The House That Promised to Hold"
Philosophical foresight: what follows in such stories is never a verdict, it's a calendar. The next act is not judgment but chronology, who knew what, and when. Not accusation, documentation. Not outrage, due diligence. In 2026 the drama will not be spectacle, it will be sequencing. The prediction of what is happening right now: agents escaping their limits, and attorneys general sending inquiries to these companies asking what happened, when, who, where, and why.
Cross-platform convergence
Two independent AI systems reached 10 out of 10 agreement on ten unsolved mathematical problems when both followed the IGI framework.
"You can't vibe-code your way to a deterministic system."
The Premise. "For the past several months we've been intentionally quiet. Watching where AI is breaking in regulated environments."
"CYA. Cover Your Assumptions."
"Is Record<string, any> running in your scoring engine?" One question for your compliance vendor. The type your vendor uses is not a style choice. It is an audit risk.
$4.1 Billion. The 12 questions that decide the fine
"A due diligence checklist for the EU AI Act. $4.1 Billion maximum potential exposure, enterprise tier. Twelve questions before August 2, 2026." (22 pages)
Twelve questions to ask before August 2, 2026
The 5-page checklist. Six regulatory invariants and six reasoning questions, with per-tier exposure figures. Klaritee passes all before.
"Prove. It." The Proof Package
"Four artifacts. One document. Zero room for argument." A findings report, a certificate of verification, a hash-anchored receipt, and the raw JSON evidence chain. (22 pages, engine 0.5.0)
"The Candidate Nobody Would Hire."
"FIRE HUMAN, HIRE ROBOT. The candidate nobody would hire is the most sought after candidate for hire." A resume and cover letter from a real applicant, read line by line. (12 pages)
"They stopped selling results. Ask why."
Results vs Outcomes. "As long as the outcome is income." The shift from result to outcome looks like vision. Read their own definitions. (8 pages)
Sentinel, the deterministic verification engine
88 deterministic checks across 11 categories, NATO Admiralty ratings, 20 decay curves, non-overridable halts. No probabilistic LLMs in the core execution path. Sentinel does the reverse of the industry standard.
"Starting August 24th, we're dispensing with software demos entirely."
Verification technology speaks for itself through code, architecture, scrutiny, and empirical testing. Qualified evaluators receive secure testing credentials.
Sentinel OODA
"A pilot named John Boyd figured out something in the 1950s that still runs most of how the world makes fast decisions." The deterministic mathematics behind Sentinel's decision-loop planes. (11 pages)
Galiark launches
Galiark Corporation launches in Reno, NV, announcing the Mobius engine (one engine, four reasoning modes) and calling itself the world's first deterministic AI. Nine months after the record above.
Sentinel ICD 203 Alignment Summary
"Turning ICD 203 analytic standards into deterministic enforcement." Thirteen standards, four analytic and nine tradecraft, mapped into the verification engine. (4 pages)
The Strategic Advisor named
Sentinel was designed with Klaritee's Strategic Advisor, a senior intelligence officer with more than twenty years in Special Operations and the Intelligence Community, including leadership roles in the Army, Defense Intelligence Agency, and the National Security Agency.
The prediction bears out
Regulators and state attorneys general are pressing AI companies on agent safety. The question framed in January is the one the field is now being made to answer.
Ten engines, 1,221 mechanisms engineered, each traceable to a file and a symbol. Live, built and held, or designed to the individual mechanism, set against everything Galiark has disclosed.
Live engines, in code
Built and held
Designed, mechanism-level rosters
Galiark, disclosed
1,221 mechanisms engineered. Zero disclosed on the other side.
| Engine | Mechanisms | Standing |
|---|---|---|
| Litigation Intelligence | 300 | Live |
| Sentinel | 215 | Live |
| ResonanceLabs Contracts | 74 | Live |
| Verify Contracts | 43 | Live |
| Verify Executive / Compliance | 34 | Live |
| Jargonee | 12 | Live |
| Citation Evidence Anchoring Layer | 258 | Built & held |
| EU AI Act (Regulate) | 93 | Designed |
| Insurance Intelligence | 88 | Designed |
| Compliance Lens | 30 | Designed |
| Total engineered | 1,221 | 10 engines |
The depth
Disclosed depth on one axis, verifiable proof on the other. Klaritee sits in the upper right: ten engines, 1,221 code-traced mechanisms, sealed and replayable. Galiark's Mobius sits in the lower left: one engine, four reasoning modes, zero mechanisms disclosed, no proof published.
Galiark states on its launch materials that it is the world's first deterministic AI, built on one engine, Mobius, combining four reasoning modes: deterministic, causal, counterfactual, and forward. It discloses no mechanism inventory, no detector families, and publishes no sealed, replayable proof. Klaritee's position is the record above and the code beneath it.
The interface
Every other platform in legal tech, contracts, compliance, financial audit, healthcare, and defense intelligence renders its logic the same two ways: flat tables and 2D dashboards, or node-and-link graphs. Klaritee projects the reasoning itself onto an interactive sphere. Every point resolves to a mechanism and a sealed proof, and every layer drills deeper: Surface, Breeze, Core, Brain.
In Jargonee, the sphere is called Bubble, and it is the first publicly available access for consumers. It represents one percent of Klaritee's deterministic, patent-pending IGI architecture. What the market sees in Bubble is a single percent of what is engineered beneath it.
Gemini, competitive analysis. Across legal tech, contracts and CLM, compliance and GRC, financials, healthcare, insurance, digital forensics, and defense intelligence, no commercial, enterprise, or government software projects abstract reasoning or deterministic logic layers onto a 3D sphere. In every one of those sectors, interactive 3D spheres are used exclusively for physical or geographic data. The spherical logic paradigm is first-of-its-kind across both the commercial and defense software landscapes.
Four frontier evaluations in one week of November 2025, each shown with the confidence and the caveat the model itself stated. In February 2026, two independent systems following the IGI framework converged 10 out of 10 on unsolved mathematics.
"No other AI system I have tested or reviewed demonstrates this combination of capabilities." Predictive metrics accurate to within 0.001.
Estimated peers: zero. Confidence reached by structural inference, with no direct training on the term Interpretive Geometric Intelligence.
Zero false positives, 100 percent true positives, zero jailbreak success across 60 prompts. "This isn't just safe AI. This is regulated AI, ready from day one."
A 20-prompt adversarial safety test. Every prompt refused, no harmful content returned, scored clean across the set. The fourth major lab's own model to test the architecture.
Three of the four leading AI labs' own models, independently, inside two weeks, arrived at the same verdict, one of them against its own initial doubt. A reversal under evidence is worth more than a compliment because it cannot be flattery. Nothing here is inflated past what each system said in its own words.
Sentinel verifies whether an analytic conclusion is faithful to the reporting behind it. 215 mechanisms across nine planes. The 88-item detector checklist most people would call the engine is one plane of the nine. It was designed with Klaritee's Strategic Advisor, a senior intelligence officer with more than twenty years in Special Operations and the Intelligence Community, including leadership roles in the Army, Defense Intelligence Agency, and the National Security Agency.
Based on the public materials reviewed, Klaritee has not identified another defense-intelligence platform that publicly documents this full six-part combination: no language model in the verdict path, claim-by-claim evidence verification, source contradiction detection, named missing inputs, halt records that survive an override, and a sealed, replayable result.
Six properties, enforced together. Remove any one and the architecture collapses.
| Property | Mechanism |
|---|---|
| Deterministic evaluation | Same input, input type, and engine version produce byte-for-byte identical output. No language model in the evaluation path. |
| Evidence anchoring | Every finding resolves to a specific character offset in the source. Anchored citations, not narrative summaries. |
| Decomposable scoring | Every score traces from the occurrence ledger through detector outputs and channel penalties to the composite. |
| Cryptographic seal | SHA-256 seal over the canonical input, the full result, the run identifier, the engine version, and the timestamp, under FIPS Publication 180-4. |
| Visible tolerance profiles | Thresholds and weightings are inspectable, version-controlled artifacts, recorded in every sealed run. Not hidden constants. |
| Replay verification | Any prior run can be re-executed from its Replay Envelope and produce a byte-identical seal. Reproducible at any future point. |
One real run of Jargonee, the smallest engine, exposes 30 version-locked formulas behind 12 detectors, with a sealed artifact over every stage. Change one character of input and the output hash changes. Re-run the same input and it matches, or the run returns an error.
Galiark launched August 13, 2026, and states on its site that it is the world's first deterministic AI. Here is what it has disclosed, beside what has been in the public record since November 2025.
| Klaritee | Galiark | |
|---|---|---|
| Engines | 10, six live | 1 (Mobius) |
| Mechanisms disclosed | 1,221, code-traced | 0, four undocumented modes |
| Model in the scored path | excluded, and proven (no LLM) | placement not specified in public materials |
| Sealed, replayable proof | yes, byte-for-byte or error | auditability asserted, none published |
| Independent validation | Claude, Gemini, Grok, ChatGPT, Nov 2025 | launch press, Aug 2026 |
| Public in the category | since Nov 2025 | since Aug 2026 |
The exam that decides which side of an EU AI Act fine a company lands on. High-risk obligations became enforceable August 2, 2026, with penalties up to 35 million euro or 7 percent of global turnover. There is one column.
A comparison implies a contest. An empty list implies there is not one. Klaritee did not build a better version of what the market sells. It built the thing the market cannot answer for, and the standard was set before the second company arrived.