AI made fake edge free to manufacture. MIZAN makes real edge provable. Every quant now uses AI to generate strategies. Allocators have no way to know which ones are real — independent research finds nine of ten frontier LLM trading agents carry negative stock-selection alpha, and allocators average 31/100 on AI-claims evaluation capability (SPEC Research, State of AI Alpha, Q3 2026). MIZAN is the cryptographic infrastructure that proves it — zero-knowledge proof, no alpha revealed, any asset class, any market.
"AI made the fake
indistinguishable from the real.
Cryptography fixes that."
Capital allocators are drowning in AI-generated backtests. Every quant now has a strategy that looks compelling. The industry has no tool to distinguish real edge from synthetic edge, and no neutral party to ask. MIZAN exists to be that layer: cryptographic proof that a strategy's performance is genuine, issued by a neutral verifier with no stake in the outcome.
Generating a compelling backtest used to require months of work. AI reduced it to minutes. the vast majority of strategies already failed out-of-sample even before AI. The problem is now structurally unsolvable without cryptographic verification.
Independent quants with genuine edge cannot prove it without revealing it. The result: real alpha dies unreached, or gets stolen. The market has no way to move trust without moving the secret.
Darwinex, Numerai, QuantConnect all verify within their own ecosystem, they have skin in the game. A neutral third-party verification standard doesn't exist. Until MIZAN.
The ZK verification engine, the technically irreducible core — is done. Advised by Dr. Anish Mohammed, ZK cryptographer and co-founder & CTO of Panther Protocol. Generating 219KB STARK proofs verifying in seconds.
And credentials no longer freeze at mint: chained tracks re-prove the same sealed strategy over a strictly longer window as data accrues, each link bound to its parent by spec commitment and Merkle prefix. The first real chain is public and re-verifiable.
GIPS verifies the process. MIZAN proves the math. An audit confirms a workflow ran; a proof confirms the numbers are true.
Some strategy classes MIZAN refuses on principle — HFT, permanently. A verification layer is only as valuable as what it refuses to bless.
“Most quant funds bury their mistakes. We publish them — with root cause, real numbers, and in one case, live capital deployment to confirm the backtest was lying. That discipline is the product.”
Any quant can show you a backtest. Almost none will show you what they deleted. That discipline is the product. When MIZAN issues a verification, allocators know the audit culture behind the proof, not a team optimising for fundraising metrics.
A ZK engine can be built. The bias detection it runs on cannot be bought. MIZAN's verification logic is informed by hundreds of research experiments across every tradeable strategy family, each with a documented verdict, a root cause, and a lesson encoded into the gates. That corpus is the real moat.
Every credential carries a Deflated Sharpe Ratio (Bailey–López de Prado): searching thousands of strategies inflates the best one's Sharpe by chance, so the DSR discounts for exactly how many were tried and reports significance at an honest 0.95 bar. Held to that bar, MIZAN's own flagship reads NOT significant at 95%, and we show it that way, on purpose. A credential that will fail its own issuer's strategy is a credential you can believe when it passes. Both schools of backtest honesty now run in-circuit and are live — López de Prado's three corrections plus the Harvey–Liu / Hansen program (PSR, SPA, minimum backtest length) on the v11 engine — selection bias (DSR), overfitting (PBO, via combinatorial cross-validation), and leakage (CPCV), the first time the complete framework has been made cryptographic, each minted as a real STARK credential on GPU and re-verifiable at mizan.market/verify. That 95% verdict above is the DSR bar; the same flagship is not overfit (PBO 0.0759 at S=16 — all 12,870 partitions, his exact published setting, per-trial STARKs verified in-circuit by an aggregator proof) and survives the leakage test (CPCV 5th-percentile path Sharpe +0.003, 160 leak bars purged in-circuit), so it clears two of the three bars but not the DSR — no strategy has cleared all three yet, and we publish every verdict unspun. Every hypothesis is pre-registered with a stated mechanism and a falsification criterion before it is ever tested. This is why most of our own candidates fail, and why a pass means something.
MIZAN's own internal strategies, the first to run through the ZK engine. The verification circuit doesn't know what asset class it's auditing. These are digital assets because that's where we built first. The engine accepts any strategy, any market, any instrument. All figures net of fees, slippage, funding costs, and cash drag. IS up to 2022, OOS 2023–2026. Honest daily mark-to-market.
| Strategy | Universe | CAGR | MDD | Sharpe | OOS Sh | WF |
|---|---|---|---|---|---|---|
| BTC Trend 4h v1 | BTC-USDT perp | 27.2% | 14.9% | 1.65 | 1.77 | 1.94 |
| BTC Trend Book v1 | BTC daily + 4h | 38.2% | 22.1% | 1.55 | 1.64 | 1.91 |
| Multi-Coin Trend v1 | BTC ETH BNB XRP SOL DOGE | 33.9% | 20.2% | 1.57 | 1.54 | 1.51 |
| BTC Trend Directional v1 | BTC-USDT perp | 22.7% | 23.1% | 1.33 | 1.26 | 1.94 |
| Strategy | Universe | Net CAGR (est.) | MDD | Calmar | Yrs+ | Structure |
|---|---|---|---|---|---|---|
| Delta-Neutral Carry @3× | BTC · ETH · UNI | ~32% | ~3.6% | 8.8 | — | delta-neutral |
| Delta-Neutral Carry @8× | BTC · ETH · LINK | ~48% | ~23% | ~2.1 | — | delta-neutral |
Verified strategies, filterable by asset class, a preview of the interface allocators will use to check any credential before committing capital.
The engine is asset-class agnostic and verifies any market; the trend family verified live today, with more markets as managers submit them. In the marketplace design — where allocators see their own fills, never the manager's logic — they fund verified strategies through their own brokerage account. Custody never leaves them.
Illustrative product preview, the marketplace engine is built in code and unit-tested; no real capital has flowed through it yet. Live today: the verification engine, the self-serve product, chained tracks (credentials that grow as data accrues), and the first issued credential.
MIZAN takes no management fee and no stake in any verified strategy. Revenue flows from credential issuance and verification access — independent of whether strategies win or lose. This makes bias economically irrational: a false verification destroys the only thing we sell.
Allocators integrate the API to filter their inbound deal flow. Managers apply to be credentialed because that is where allocators will look. MIZAN sits between them as the neutral standard — aligned with managers who keep the majority of the performance fee, designed to earn on marketplace flow, trusted by neither because both verify the math themselves.
The goal is not a SaaS product. It's a credential that, once issued, is trusted by allocators everywhere because it comes from a party with no incentive to lie. Every verified quant makes it more valuable.
Most marketplaces die on two-sided cold-start — supply and demand needed at once, neither present. MIZAN doesn't: we don't need external quants to launch. MIZAN Labs' own gate-cleared strategies are the initial supply, run through the same locked gates and subject to the same public retractions. Allocators see real, credentialed supply from day one; external managers are the growth lever, not the launch dependency: there's no two-sided bootstrap to solve. Self-supply doesn't compromise the credential: the gate is objective, every proof independently reproducible, and MIZAN publishes its own failures (9 published in full; 40+ retracted overall). Our own strategies clearing a bar we publicly hold ourselves to is evidence the standard is real, not a conflict.
The quant and systematic investment universe is the market. The serviceable layer — independent quants who need a portable credential — is $800B+ and growing. MIZAN targets $1–5B AUM by Year 3.
You're not betting on whether the technology works. It does. You're betting on execution and adoption. The ZK engine is written. The strategies are verified. The hard, irreversible work is behind us. This raise closes the distance from built to live.
Terms and the full return model are in the data room.
Dr. Mohammed advises MIZAN on the hardest part of the engine, the proof-circuit design, the in-circuit checks, and the STARK output, the parts where cryptographic rigor matters most. Advisor and angel investor; his independent end-to-end review is forthcoming.
The ZK engine is written. The strategies are verified. The audit culture is documented in public. What's left is distribution, and this raise closes that gap.
The hard, irreversible work is behind us. The ZK proof system is done. You're betting on adoption of a standard the market has no neutral equivalent for yet — at the window before the market defines one without us.
A MIZAN verification means: no lookahead, no cherry-pick, no survivorship. A 219KB cryptographic proof that the audit ran — without revealing a line of alpha. Run a verification against any of our live credentials — or submit your own strategy.