THE TRUST LAYER FOR THE AI-GENERATED ALPHA ERA

The verification rail
for systematic finance.

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.

40+
Strategies we
retracted ourselves
18,000+
Lines of Rust in
the ZK proof engine
3.4 yrs
Proprietary L2
order-book data
ZK VERIFIED REPORT PROOF · 219KB STARK · seconds
OOS Sharpe (walk-forward, last 30%)1.29
Max Drawdown · intrabar-marked−20.76%
Net return · after all costs+301.6%
CAGR after all costs26.6%
Lookahead auditPASS ✓
HIDDEN: indicators · logic · source
ZK
VERIFIED

"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.

The Problem

Three failures. One industry.
No fix. Until now.

01 / FAILURE

AI made the fake
indistinguishable

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.

02 / FAILURE

Real alpha is locked
inside closed systems

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.

03 / FAILURE

Existing verifiers are
the conflict of interest

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.

What We Built

The hard part is done.
Solo. Before raising a dollar.

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.

Quant submits strategy + data MIZAN runs ZK audit issues 219KB STARK credential allocator runs mizan verify <hash> in seconds
credential is either valid or it isn't. No phone calls. No trust. No lookahead.
Experiments run
100s
Most retracted. A few survived. That's the point, and the product.
Proprietary data moat
400+
Funding-rate series across 3 venues · 1,000+ price files at 5 timeframes · 3.4yr L2 order-book depth (30s snapshots) · vol surface · cross-venue basis · OBI microstructure features · PIT equity fundamentals · macro feeds. Recording continuously — compounds daily.
ZK engine
18,000+
Lines of Rust. RISC Zero zkVM. In-circuit: full audit pipeline, 12-criteria institutional gate (sixteen verifier conditions when the credential discloses exposures and regimes), factor independence. Any strategy. Any asset class.
Research system
24/7
ATLAS — autonomous strategy research. Runs continuously across equities, macro, rates and derivatives. AI proposes falsifiable research questions; a locked harness confirms or falsifies each and remembers what it kills. Never touches executable code.
Proof · size & speed
219KB
STARK proof verifying in seconds. Groth16 path: ~200 bytes, postable anywhere. Portable to any allocator, any jurisdiction, any audit process.
Cryptographer
Dr. Anish
Mohammed
ZK cryptographer. CEO and co-founder of Prufold Labs (verifiable AI). Co-Founder & CTO, Panther Protocol. Ripple advisory. Advisor & angel investor in MIZAN.
ZK Engine
SDK + Verifier
50+ Tests Green
Advisor sanity-check
ATLAS Research
Verification Platform
Quant Onboarding
The Evidence

Any fund shows you the winners.
We publish what we killed.

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.

crypto_btc_alt_overlay · v1–v19
Month-end regime signal applied to same month being traded. 7 hidden liquidations at 6.9× leverage. Honest replay: −86%/yr.
claimed +7,177% CAGR
RETRACTED
crypto_1h_v1 · BB Squeeze
Phantom fill bug — stops triggered at prices that never traded. Honest fills: Sharpe −4 to −8. Live-confirmed on deployed capital: every stop-out matched the honest-fill model exactly.
Sharpe 7.95
RETRACTED
xau_forex_v7 + S3 Hedge v3
Same-month signal lookahead. EMA applied to the month being traded, not the prior month. "20/20 positive years" was impossible on honest timing.
Calmar 5.25
RETRACTED
atlas_PORTFOLIO · v41–v45
Same-day risk scaling — today's VIX used to de-risk today's return. Honest Calmar: 0.77. Entire US equity family rebuilt with t-1 signals.
Calmar 1.88
CORRECTED
atlas_india_v94 · all ~175 tickers
Survivorship bias. Nifty-50 quasi-PIT test: Sharpe collapses 0.77 → 0.24 (31% retention). Same pattern as US equity. Not deployed pending PIT data.
Sharpe 1.34
FLAGGED
Live confirmation · 2026-06-13 · Binance Mainnet · Deployed capital
We deployed the retracted 1h squeeze strategy with live capital: hours before finding the phantom-fill bug. We left it running to confirm.
Every trade was an instant stop-out. The backtest booked phantom profits on the exact same entries. Live reality matched the honest-fill model precisely. The strategy was halted the same day the bug was confirmed.
8
Trades taken
12.5%
Live WR · backtest: 44%
−1.6%
Equity result
100%
Match to honest-fill model

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.

The second moat
The knowledge of what doesn't work: and why.

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.

40+
Strategies retracted
with root cause
6+
Bias classes
catalogued + gated
13/13
Strategy families
run-proven
15+
Countries of engaged
studio users
24/7
ATLAS Prime
expanding corpus
Trend: 4h is the floor. Below it, taker cost kills every directional signal. Proven across 6 independent tests.
Lookahead: same-month signal, same-day risk scaling, volume at open: three confirmed bias patterns, each caught and retracted.
Fills: phantom fill bugs confirmed live with real capital. The honest-fill law is now encoded in every gate we issue.
The bar our own flagship fails

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.

What Survived

40+ killed.
Four survived.

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.

★ CORE BOOK Crypto Multi-Coin Trend 4h signal floor · no intrabar fills · per-coin funding
StrategyUniverseCAGRMDDSharpeOOS ShWF
BTC Trend 4h v1BTC-USDT perp27.2%14.9%1.651.771.94
BTC Trend Book v1BTC daily + 4h38.2%22.1%1.551.641.91
Multi-Coin Trend v1BTC ETH BNB XRP SOL DOGE33.9%20.2%1.571.541.51
BTC Trend Directional v1BTC-USDT perp22.7%23.1%1.331.261.94
TIER S · CARRY Delta-Neutral Funding Carry Long spot + short perp · collects funding · not directional · Sharpe not comparable to trend
StrategyUniverseNet CAGR (est.)MDDCalmarYrs+Structure
Delta-Neutral Carry @3×BTC · ETH · UNI~32%~3.6%8.8delta-neutral
Delta-Neutral Carry @8×BTC · ETH · LINK~48%~23%~2.1delta-neutral
Net of 6% borrow financing on the spot leg (gross 55% / 123% → ~32% / ~48% net). Walk-forward is fragile net of financing (WF 0.11 @8×) — carry is regime-dependent and not currently harvestable: funding sits below borrow, so the engines signal FLAT today (net-of-borrow gate, fail-closed on stale data). Carry sits outside the deployable book. See Data Room for full carry methodology.
COVID Crash · 2020
BTC fell −53%
Trend Book+102%
Regime gateCash during drop
Crypto Bear · Full Year 2022
BTC −64% · ETH −68%
Trend Book−3%
Cash-in-chopProtected
Worst Single Crash Event
Any event 2017–2026
Max loss @2.0×−10%
Hard limit<12% ✓
2026 YTD · Difficult
BTC −27% YTD
Trend BookFlat
Carry @3×+4%
Product

The credential layer — what allocators see.

Verified strategies, filterable by asset class, a preview of the interface allocators will use to check any credential before committing capital.

4
Internal strategies
passing the gate
Day 1
Allocators see
verified edge
0
External quants
needed to launch
No cold-start problem. MIZAN is itself a quant — our internal strategies already run through the ZK engine, with the first credential issued and the marketplace engine built. External quants are pure upside.
The Marketplace, Visualized

When MIZAN is the standard,
this is what an allocator sees.

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.

studio.mizan.market/allocate — product preview
MIZAN allocator interface — illustrative product preview

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.

Category

The quadrant the incumbents
cannot enter.

Generates · Closed
Pod Shops
Citadel, Two Sigma — generate alpha but nothing is externally verifiable.
★ OPEN QUADRANT
MIZAN
No directional stake in any strategy — neutral to whether it wins or loses. Aligned without being conflicted.
Neither
Audit Firms
Big 4 verify NAV, not alpha. Cannot assess if edge is real or repeatable.
Verifies · Conflicted
Conflicted Verifiers
Numerai, Darwinex verify, but within their own fund. Structural conflict.
X axis: Neutral ↔ Conflicted
Y axis: Verifies ↔ Generates
Why neutrality is structural

Referee, not player

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.

The structural distinction

Both sides are our customers

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 network effect

Standards win, tools don't

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.

Go-to-market · No cold-start

We're our own first supply

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.

Market

A $8 trillion
trust problem.

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.

Global Alternatives AUM
$23T
Quant / Systematic
$8T
Independent quants
~$800B
MIZAN serviceable (Y3)
$1–5B
Revenue Model
AUM
Routed via credential
×
15%
Avg net return
×
5%
MIZAN marketplace take
+
$6K/yr+$25K/yr
Credentials + seats
=
Rev
Pure performance
No management fee. A flat credential to get verified; a success fee only on capital the marketplace sources — manager keeps 15%, MIZAN takes 5%, allocator keeps 80%. Only on gains, never on AUM. The marketplace and its fee are contemplated future features; they may require licensing in relevant jurisdictions and will not be offered until authorized.
Three-year capital-routed and ARR projections (base + bull), and the credentialed-strategy assumptions behind them, are in the data room.
Roadmap

The hard part is done.
This raise closes the loop.

✓ DONE · 2023–24

Research Foundation

3+ years · zero compromise
  • 50+ strategies tested to destruction
  • Hard limits set, never breached
  • 40+ retracted · 9 published in full
  • Corpus assembled; AI research strategist wired (proposes specs, never writes executable code)
✓ DONE · 2025

Engine & AI

Built without external funding
  • 24/7 autonomous research live
  • ATLAS autonomous research engine — continuous, fault-tolerant
  • Locked statistical gates
  • AI model on local infra — proposes only, never touches gates
  • ZK proof engine · RISC Zero · 219KB STARK · seconds verify
◉ NOW · JUL 2026

Product built and tested.

Raising $1.5M to distribute it · pre-revenue
  • 18,000+ lines of Rust shipped before raising a dollar
  • Confidential proving architecture built — HPKE sealed-witness channel + hardware-attestation core (8/8 tests): prove on a sealed GPU where even MIZAN cannot see the strategy. Live enclave deployment pending cloud provisioning.
  • mizan-proof live · 219KB STARK · seconds verify
  • First credential minted & publicly verified end-to-end
  • Self-serve product live — signup → submission → queued proof → issued credential → public page (studio.mizan.market/app)
  • Browser-side seal-verify — client-side, STARK seal, no trusted setup
  • Marketplace engine built — allocations, capital-routing, fee accounting
  • New engines built — PIT equities (our data feed licensed & integrated, first dataset in test phase) · per-strike option chains (feed in build) · ML / black-box paths — the sealed ML path is verifiable AI performance, in production (verifiable inference remains research-frontier, and we say so)
  • Internal adversarial security audit run & remediated

Capital starts flowing

First capital flowing through MIZAN · allocators onboarded · path to $400K ARR
  • First allocators onboarded, funding through their own brokerage accounts
  • Real capital flowing through the marketplace engine · live payment processing
  • Licensed data feeds live — PIT equities (our data provider/Norgate) · options (OPRA)
  • Independent third-party engine & security audit
  • Marketplace success fee earning on routed capital
The Ask

$1.5 million to close the gap
from built to live.

Raise
$1,500,000
Seed round
Instrument
SAFE
Valuation & equity in the data room
Valuation & terms
Data room →
Terms and the full return model are in the data room
Revenue model
Credential issuance + renewal + allocator API
Marketplace platform fee (MIZAN 5%, only when alpha is real) + credential & allocator API · no mgmt fee
Use of Funds
40%
Distribution & go-to-market · allocator BD · first pilots
25%
Data feeds & third-party audit · PIT + options licensing · independent security audit
20%
Engineering · marketplace scaling · portal & API SLAs
15%
Operations, legal & entity

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.

Return Model

Terms and the full return model are in the data room.

Founder

Built by a quant
who rejects his own work.

Mohammad Muavia
Founder · MIZAN
Quantitative researcher and systems builder. Built ATLAS — a 24/7 autonomous strategy research engine spanning equities, macro, and derivatives. Designed and shipped the ZK verification engine from scratch in Rust. Retracted 40+ strategies including one confirmed live with real capital.
[email protected]
LINKEDIN ↗
The hardest thing in quant finance isn't building a strategy. It's deleting one. MIZAN exists because the founder built ATLAS to reject his own work before any investor or allocator ever saw it, and then made that rejection discipline the product.
18,000+
Lines of Rust — ZK engine, solo-built
40+
Strategies self-retracted before pitch
47
Tests green · clean cryptographic build
24/7
ATLAS Prime running — autonomous
Angel Investor & Cryptographic Advisor
Dr. Anish Mohammed
Angel Investor & Advisor · Cryptography
Co-Founder & CTO · Panther Protocol CEO & Co-Founder · Prufold Labs Reviewed Ethereum's Orange Paper Cryptography research · Microsoft Research Ripple Advisory

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 verification layer
the market has never had.

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.

For Investors
You're not betting on tech

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.

For Quants & Allocators
Proof you can hand to anyone

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.

linkedin.com/in/muaviamohammed
MIZAN · SEED 2026 · $1.5M · TERMS IN THE DATA ROOM