Most quant track records are fake — AI made fabricating one trivial and spotting a real one impossible. MIZAN is the cryptographic standard that proves the few that are real, without ever seeing the strategy. Any asset class through one engine, one credential — crypto is what is verified today; the rail itself is market-agnostic. The infrastructure layer the $23T alternatives market has needed for thirty years. Engine live. Self-serve product built and tested. First credential issued.
The deflated-Sharpe line is the point. Both schools of backtest honesty now mint as live credentials: López de Prado's three corrections (deflated Sharpe, PBO, combinatorial purged cross-validation) and, on the v11 engine, the Harvey–Liu / Hansen program (Probabilistic Sharpe, Superior Predictive Ability, minimum backtest length). The first time the complete framework has become cryptographic proof. Yet at the honest 95% deflated-Sharpe bar (Bailey–López de Prado), our own flagship still reads not significant, and we show it. A MIZAN credential proves the numbers are real and honestly computed, after costs and out of sample. It does not bless the edge. A verifier that never fails its own maker is just marketing.
Every other market has
a verification standard.
Finance still runs on trust.
Bonds have Moody's. Companies have audit. Identity has KYC. But $23 trillion sits in alternative investments where the manager grades their own homework — performance numbers come from a backtest the manager built themselves. AI made fabricating one trivial, and it made spotting a real one impossible. MIZAN ends that. One verification standard for every strategy: equities, crypto, FX, commodities, macro. A cryptographic certificate proves the performance is real, issued by a neutral third party, without ever revealing how the strategy works. Math, not handshake.
Every era of finance installs a verification standard once the market outgrows handshakes. 1909: the first credit rating. 1923: the first audit standard. 1999: GIPS. Systematic finance's standard is being installed now. MIZAN is built to be it.
Generating a compelling backtest used to take months. AI reduced it to minutes. The vast majority of strategies were already failing out-of-sample before AI — and independent allocator research now puts numbers on the flood: 72% of LLM-finance studies leave key biases unaddressed; nine of ten frontier LLM trading agents show negative stock-selection alpha (SPEC Research, State of AI Alpha, Q3 2026). The problem is no longer solvable by diligence — only by 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.
This market wasn't waiting on demand. It was blocked. To prove an edge was real you had to reveal the strategy, and once you revealed it, it wasn't yours. To keep it secret you had to ask for trust. Allocators have lived inside that trade-off for thirty years, and no amount of diligence dissolves it, because the constraint was mathematical rather than commercial.
Zero-knowledge proofs dissolve it. That cryptography only became practical, at this cost and this speed, in the last two years. We didn't invent it. We pointed it at systematic finance: twelve conditions checked independently — sixteen when the credential discloses its exposures and regimes, a 219KB receipt, seconds to verify.
The constraint that made this market impossible is gone. The standard is unclaimed.
Think of it like a drug test. You don't need to see the formula to trust the result. The math is the auditor. The strategy stays secret. The allocator receives a verified certificate.
Every system described here is live in production. Run the proof yourself — right now, at mizan.market/deck. Built end-to-end before raising a dollar.
"Most quant funds bury their mistakes. We publish them — with root cause, real numbers, and in one case, live capital deployed to confirm the backtest was lying. That discipline is the product."
The honesty is enforced, not asserted. At the 95% Deflated Sharpe bar (Bailey–López de Prado), MIZAN's own flagship credential reads "not significant", and the credential shows it deliberately. This month the gate refused our own AI: a neural network whose inference we proved inside the proof — it made +895% on NVIDIA and still failed, for taking too much risk to get there. Published in full, re-verifiable by anyone, the model never revealed. A gate that refuses its maker is the only one you can trust when it passes. A verifier that never fails its own maker is marketing. No competitor can manufacture this retroactively. A firm that publishes its own failures, including live capital deployed to confirm a backtest was lying — is a firm whose passing credentials mean something.
The same credential serves both sides of the market, the quant who needs to prove their edge, and the allocator who needs to verify it.
Zero management fee. Zero AUM tax. A flat credential to get verified, and a success fee only on capital the marketplace sources, paid only when the strategy wins. On that capital: a 20% performance fee, split manager 15% · MIZAN 5% · allocator keeps 80%. The manager keeps three-quarters of the performance fee and lands capital they couldn't raise alone.
Entry terms and the full return model are shared directly with committed investors — overview in the data room — happy to walk through them directly. Year-1 ARR is credential-driven, it assumes roughly 65 verified quants acquired at a blended CAC (~$2K): a staged test that proves the funnel before the larger acquisition budget is deployed in Year 2.
The quant and systematic investment universe is the market. The serviceable layer — independent quants who need a portable credential — is $800B+ and growing.
Today, credible verification means a manual audit at roughly $50,000 per strategy per year, a cost that prices out emerging managers. At the same time, SEC scrutiny of performance claims is rising, and examiners increasingly reward numbers that have been independently verified. The need is real; the timing is now.
The $6,000 credential is the wedge. The business is the rail: a take-rate on capital moving through a $23 trillion market that today runs on self-graded homework. Rails that become standards are not valued on revenue multiples — Moody's, MSCI and ICE are the comp set.
Verification is the wedge; the standard is the destination. Every market this large eventually grows one — and it compounds into the layer capital itself flows across.
Prove a strategy is real — after costs, no lookahead, out-of-sample — without revealing it. Engine built and adversarially self-reviewed (nine attack classes published); asset-class agnostic by design, with the trend family verified live today and the full asset universe rolling in deliberately — BTC, US equities, India, gold are canonical datasets now; every new market lands provenance-first.
Verified strategies become discoverable. Allocators fund them through their own brokerage account — custody never leaves them, performance verified independently. They see their own fills — never the manager's logic; confidentiality covers the position stream itself.
Bonds got Moody's. Equities got MSCI. Systematic finance — the last $23 trillion holdout — gets MIZAN. Not a fund, not a broker: the neutral rail every allocation flows across.
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, allocators fund verified strategies through their own brokerage account. Custody never leaves them. They see their own fills — never the manager's logic; confidentiality covers the position stream itself.
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.
The verification engine is asset-class agnostic, it audits the math, not the market. Equities, FX, commodities, macro, rates, multi-asset all flow through the same proof system. One credential standard for the entire $23T alternatives market. Single-asset competitors would struggle to reach that surface area.
Tested 50+ strategies. Kept 3 that survive every honest check. Published 40+ failures with root cause, and once deployed real capital on a live exchange to confirm a backtest was lying. That's the research discipline allocators are buying. No competitor can manufacture this retroactively.
The credential standard that reaches allocators at scale becomes the default. Once allocators require MIZAN credentials, quants must have one. Both sides of the network pull each other in. Standards compound once established.
Every credential and every research trial is timestamped into Bitcoin the day it exists, in a forward-only ledger. The code can be copied in a year; the dated, honest track record cannot be recreated at any price, a competitor starting later is permanently that much younger, forever. The ledger is aging right now, and it only ages in one direction.
Most marketplaces die on two-sided cold-start — you need supply and demand at once and have neither. MIZAN doesn't. We don't need external quants to launch: MIZAN Labs' own gate-cleared strategies are the initial supply, seeded 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 — expansion, not bootstrap. There is no two-sided chicken-and-egg to solve.
Self-supply doesn't compromise the credential: the gate is objective, every proof is independently reproducible, and MIZAN publishes its own failures — 9 published in full, 40+ retracted overall, each with root cause. Our own strategies clearing a bar we publicly hold ourselves to is evidence the standard is real, not a conflict.
Blockchain-timestamping tools hash a track record to prove it existed at a point in time — that you committed to numbers, not that they're honest. MIZAN runs the backtest's integrity checks (no lookahead, walk-forward, point-in-time data) inside a zero-knowledge circuit, and proves the numbers were generated honestly, the methodology itself, not just the timestamp. Commitment versus computation.
The engine already proves a backtest ran clean — no lookahead, costs applied, out of sample, walk-forward. Each build below closes one more honesty boundary. The moat is not a single proof; it is the set of things a survivor can no longer hide. A competitor with more capital still has to close them one at a time.
Forward-only commitment of every trial before it runs. The attempt count behind a t-stat becomes cryptographic, not self-reported, which makes the deflated Sharpe enforceable — live today: N is read from the committed ledger inside the circuit, and the flagship publishes its own not-significant verdict.
Bind the committed dataset to a signed source, so authenticity of the data root stops resting on anyone's word. The deepest trust boundary in the system, closed at the root.
Chain attested live execution to the credentialed strategy. A research credential becomes a track-record credential, the object allocators actually allocate against.
Each is disclosed today as an open boundary at mizan.market/standard. A system that named zero open boundaries would be lying; a system that closes them one by one builds a lead no balance sheet can shortcut.
From zero to a working proof system, a 24/7 autonomous research engine, a proprietary AI model, and a live verified credential — shipped end-to-end before the raise.
The engine is built. The first credential is live. We're opening the standard to external quants. This raise funds the go-to-market, not the product.
The round is small because the product is already built. This is funding for distribution, not discovery.
You're not betting on whether the technology works. It does. You're betting on execution and adoption. The proof engine is written. The first credential is live. The hard, irreversible work is behind us. This raise closes the distance from built to live.
Every market this large eventually grows a standard. GIPS verifies the process. MIZAN proves the math. Systematic finance is the last $23 trillion holdout, and the cryptography to close it just matured. MIZAN is the rail. Engine live. Product built and tested. Standards get installed once. The window is open now.
View Full Data Room →Don't take our word for any of this. That's the whole point. Verify a real strategy yourself, in your browser: studio.mizan.market. The pitch is the product.