While other firms reject payouts and impose draconian rules (punishing every honest trader to catch a few bad ones) you identify toxic flow surgically. Automated deductions. Fair split adjustments. Traders who stay because the firm treats them right.
Arizet Risk & Compliance has saved prop firm partners $20M+ in toxic-flow leakage and prevented payouts over the last three years. One partner alone at $1.5–2M monthly revenue saved several hundred thousand dollars in a single year. The system pays for itself in under three months on most prop firms above $500K/month revenue, and it does it without the manual flagging, blunt drawdown rules, or opaque interventions that traditional risk approaches rely on. Real-time ML toxic flow detection. Configurable per-program enforcement. Predictive payout liability modeling. Trader Quality scoring. The risk infrastructure prop firms actually need.
A prop firm with $1.5M monthly revenue can quietly leak 10-30% of that through toxic-flow payouts. Copy traders, news arb, latency arb, grid systems that bypass detection, statistical edge exploitation, mule accounts that pass evaluation and immediately collect on funded splits. None of this is illegal trading. All of it is profitable for the trader and ruinous for the firm. And almost none of it is caught by traditional risk tools. They were built to flag drawdown breaches, not behavioral patterns. By the time a human risk officer looks at a spreadsheet on Monday morning, the payout is already wired.
The hard truth in prop tech: most firms don't have a profitability problem. They have a risk infrastructure problem dressed up as a profitability problem.
The typical prop firm risk approach is some combination of: (a) rule-based platform tools flagging hard drawdown breaches, (b) a human risk officer reviewing flagged accounts in a spreadsheet, (c) blanket policies (no news trading windows, no grid trading) enforced manually after the fact, and (d) opaque payout denials that destroy trader trust.
The mismatch is structural. Bad actors operate at sub-second timescales across coordinated accounts. Risk teams operate at "I'll review this Tuesday" timescales across one account at a time. No amount of headcount fixes the latency gap. And blunt rules (e.g., "no news trading") penalize honest traders while sophisticated bad actors simply trade around them.
Arizet Risk & Compliance is built for the actual latency of the threat. ML models running against live trade flow detect toxic patterns in real time. Copy clusters, latency arb signatures, news-event positioning, grid-system fingerprints, scaling-pattern anomalies. Compliance rules enforce automatically and per-program. Payout liability is modeled predictively based on current account state, regime conditions, and the Trader Quality score.
The Trader Quality engine (14+ behavioral signals, patent-pending) is the deep moat: it doesn't just flag bad behavior in retrospect, it predicts payout liability before the funded account is even cut. Risk officers get exception cases that need human judgement; everything else handles itself in audit trail. The result: surgical enforcement, lower payout leakage, and traders who actually trust the firm.
Most prop firms today run risk through some combination of platform-native drawdown rules, manual spreadsheet review by a risk officer, and blanket policy enforcement. This works in 2018. In 2026, with sophisticated copy networks, latency arbitrageurs, and behavioral pattern fraud, it loses you money every month. Compare the approaches across what actually matters.
Each capability exists because a prop firm partner needed it to stop bleeding money. Each is integrated with the others. Same data layer, same audit trail, same source of truth. This is what prop firm risk infrastructure looks like when it's built for the actual threat model of 2026.
The flagship capability. A multi-factor ML model running in real time against live trade flow, identifying the patterns that bleed prop firm capital: copy clusters across funded accounts, latency arbitrage signatures, news-event positioning, statistical-edge exploitation, scaling-pattern anomalies. Doesn't replace human risk officers. Surfaces actionable exceptions so they can focus on the cases that need judgement, not on hunting through spreadsheets.
Most firms enforce news rules with blanket pre-event blackouts. Honest traders get punished. Sophisticated bad actors trade around them. Arizet Risk uses per-program configurable windows tied to actual high-impact events (NFP, FOMC, CPI, ECB, BOE), with precision the size of seconds rather than hours. Native integration with the Event Impact app. Your compliance rules know about every macro event automatically, regardless of timezone.
The single biggest source of toxic-flow leakage on most prop firms: coordinated trading across multiple accounts, often under different identities. Account farming. Mule accounts that pass evaluation cheaply, then collect on funded splits. Family-and-friends sharing of strategy signals. Arizet Risk detects this through cross-account pattern matching. Entry/exit timing correlation, order-size signatures, instrument concentration overlap, behavioral fingerprint clustering.
Grid systems and martingale patterns produce the kind of P&L curves that look profitable until they're catastrophic, and they're a known exploit on prop firms with naive risk rules. Cross-account hedging (opening offsetting positions across multiple accounts to lock in guaranteed wins) is similarly devastating. Arizet Risk detects both patterns automatically: position-scaling fingerprints for grids, correlated-but-opposite positioning across accounts for hedge exploits.
Trade-frequency anomalies and position-velocity violations are early warning signs of automated or semi-automated bad-actor strategies. Static leverage caps don't catch the pattern; you need velocity tracking and rate-of-change monitoring. Arizet Risk runs continuous velocity monitoring with per-strategy, per-instrument leverage exposure caps that adjust dynamically based on the Trader Quality score and program tier.
Firm-wide exposure across all funded accounts, refreshed in seconds. Per instrument. Per sector. Per region. Per macro factor. Identify concentration risks before they become payout events. The "all our funded traders are long EURUSD when ECB speaks" problem is real and expensive. Arizet Risk surfaces it before the speech, not after the payout.
The capability that pays for the system: predictive modeling of payout liability based on current account states. Given the current Trader Quality scores, account positions, regime conditions, and historical patterns. What's the projected payout obligation over the next 30/60/90 days? Risk-adjusted reserves automatically calculated. Pre-event stress scenarios run automatically. The CFO sleeps better.
The proprietary 14+ signal engine that quantifies how a trader actually trades, not just whether they pass. Powers Freedom Challenge profit splits in Prop-Tech, gates Pool Manager invitations, and feeds every enforcement rule in Arizet Risk. Consistency. Variance. R-multiple distribution. Drawdown patterns. Plus four proprietary behavioral fingerprint detectors (patent-pending). The deepest moat in the entire Arizet stack.
Detection is one half of the system. Automation is the other half. The part most prop firms underinvest in. Across every capability above, an automation layer drives what your risk team can actually do per hour: automated trader communications when flags fire, automated payout split adjustments based on Trading Quality scoring, automated deductions on documented toxic-flow events, automated workflow routing to the right person for human review. What used to take a risk officer four hours per case now takes fifteen minutes. Because everything except the actual judgement call happens on its own.
Most prop firm risk software is sold as a cost center: "you need this to be compliant." Arizet Risk & Compliance is sold on the savings side of the balance sheet. $20M+ across the network in three years isn't a marketing number; it's the cumulative measured savings reported by prop firm partners actually running the system. Below: the math under the value-share model for a representative partner.
Every other risk vendor charges a flat license regardless of outcome. Arizet earns proportionally to the savings we deliver. Meaning we have skin in your game, every quarter, in writing. No other prop tech vendor structures their economics this way.
Before deploying Arizet Risk, most partners have no idea how much they're leaking. The blunt instruments they use catch some bad actors but miss the sophisticated ones, and the sophisticated ones have size. Our Discovery diagnostic typically surfaces 2-3x more leakage than the firm thought existed.
Once a partner has run Arizet Risk for one quarter, the picture of where their money was actually leaking is too clear to give up. Going back to "manual flagging + spreadsheet review" is a step into the dark. And under value-share pricing, there's no flat license cost to walk away from.
We don't charge for risk software the way other vendors do. We charge for the savings we actually deliver, and we only know how much we can save you after we've spent 2-3 months getting to know your specific firm: your challenge rules, your trader base, your platform stack, your historical leakage patterns. That's the only way to make value-share pricing fair and meaningful for both sides.
The exploratory engagement. Extremely low cost relative to what you're getting. A senior team running deep diagnostics on your specific firm, building your ML baseline, integrating to your stack, configuring rules for your programs. By month three we know exactly how much we can save you.
Once Discovery has quantified what we can save you, we shift to value-share pricing: we earn approximately 30% of the documented savings we deliver each quarter; you keep the other 70%. The exact rate is contracted upfront based on your firm size, challenge rules, trader base, and the leakage patterns we identified during Discovery.
30 minutes. Live sandbox demo. NDA available before any sensitive details are shared. You see ML toxic flow detection running on representative data, compliance rules firing in real time, Trader Quality scoring updating, payout liability modeling on a sample book.
If the call lands well, the natural next step is a Discovery engagement. A flat-fee 2-3 month diagnostic where we map exactly what we can save you on your specific firm. By the end of Discovery we'll know exactly what we can save you and quote value-share terms; if the numbers don't make sense for either side, we say so.
↳ Or just email us: connect@arizet.com
↳ Atlanta: +1 470-673-7983