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H3M ANALYTICS
  • HOME
  • KROTON AI Modules
  • Compliance Product Line
    • Transaction Monitoring
    • Sanctions Screening
    • KYC
    • Adverse-Media Screening
    • Fraud Detection
  • Solutions by Industry
    • Stock Trade Surveillance
    • False Positive Reduction
    • Cryptocurrency Compliance
    • Sanctions Non-Financials
  • Services & Training
    • Compliance Audit Service
    • Hull Exec. Certificate
    • TMU AI-Powered AML
  • Resources & Insights
    • H3M Blog - AI in AML
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    • Case Studies
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    • Partners in Anti-Crime
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TRADE SURVEILLANCE

AI-assisted trade surveillance software for spoofing, layering, wash-trades—end-to-end market abuse surveillance.
 

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MARKET MANIPULATION DETECTION

Regulatory Alignment & Compliance Value

MARKET MANIPULATION DETECTION

  

Market manipulation (spoofing, wash trading, insider trading, pump & dump schemes, etc.) poses serious threats to brokerages and market integrity. H3M’s KROTON analytics platform is designed for SEC- and CIRO-regulated brokerages to spot these schemes using AI-driven surveillance. Its modules – Suspect Miner, Link Miner, and RUMI – work

  

Market manipulation (spoofing, wash trading, insider trading, pump & dump schemes, etc.) poses serious threats to brokerages and market integrity. H3M’s KROTON analytics platform is designed for SEC- and CIRO-regulated brokerages to spot these schemes using AI-driven surveillance. Its modules – Suspect Miner, Link Miner, and RUMI – work together to flag anomalous trading and collusion in real time. By combining machine learning with network analysis and external intelligence, KROTON delivers daily alerts and auditable signals of manipulation. In the AkInvest case study below, our solution successfully identified coordinated manipulations in stock trading.

AkInvest Case Study

Common Manipulative Tactics

Regulatory Alignment & Compliance Value

MARKET MANIPULATION DETECTION

  • Spoofing: Placing fake orders with no      intent to execute, misleading other traders about supply/demand. The price is artificially moved, then the order is canceled (e.g. raising a bid to lure buyers).
  • Wash Trading: Repeatedly buying and selling      the same asset (often through “ghost” accounts) to create false volume and      liquidi

  • Spoofing: Placing fake orders with no      intent to execute, misleading other traders about supply/demand. The price is artificially moved, then the order is canceled (e.g. raising a bid to lure buyers).
  • Wash Trading: Repeatedly buying and selling      the same asset (often through “ghost” accounts) to create false volume and      liquidity. This creates the illusion of market activity.
  • Insider Trading: Trading on material non-public      information. Unusually timed trades or sudden large positions just before    announcements often indicate this.
  • Pump & Dump (and Short &      Distort): Coordinated efforts to inflate a stock via false hype (“pump”),      then sell at a profit, or spread negative rumors (“dump”) to buy low. Such schemes rely on rapid, synchronized trades and      often leave tell-tale patterns in order flow.
  • Other Schemes: This includes churning (excessive trading in a client’s account), layering (placing & canceling layered orders), and trading in banned securities. Each tactic distorts prices or volumes, making detection critical for compliance 

Regulatory Alignment & Compliance Value

Regulatory Alignment & Compliance Value

Regulatory Alignment & Compliance Value

  H3M built KROTON for regulated broker-dealers. It aligns with SEC, CIRO (and IIROC) requirements for market surveillance and best execution oversight. The platform’s daily alerts fit into standard compliance workflows, ensuring suspicious trades are reviewed promptly every day. With full audit trails – including data lineage and model r

  H3M built KROTON for regulated broker-dealers. It aligns with SEC, CIRO (and IIROC) requirements for market surveillance and best execution oversight. The platform’s daily alerts fit into standard compliance workflows, ensuring suspicious trades are reviewed promptly every day. With full audit trails – including data lineage and model rationale for each alert – firms can easily document their surveillance efforts for regulators. KROTON’s network-based detection also addresses regulators’ focus on collusion and systemic abuse: instead of isolated alarms, it reveals the broader behavior of trading groups. In sum, KROTON helps compliance officers demonstrate proactive, evidence-based monitoring of market manipulation.

  • CIRO & SEC Compliance: Built to meet Canadian and U.S.      market conduct rules for brokerages.
  • Daily Automated Alerts: Continuous surveillance with      configurable thresholds produces actionable leads each day.
  • Audit-Ready Output: Every flag comes with data and      rationale, supporting regulator inquiries and internal reviews.

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KROTON Platform CIRO Compliance Report

CIRO Rule Alignment with KROTON AI Modules

 

Detailed cross-reference of KROTON modules with CIRO Investment-Dealer rules—covering KYC, sanctions, trade surveillance, audit-trail & supervision.

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Frequently Asked Questions

 Trade surveillance analyzes orders and executions to flag market-abuse patterns such as spoofing, layering, wash trading, ramping/marking the close, pump-and-dump, cross-venue manipulation, and insider-trading–like behaviors (e.g., repeated profitable trading around material events). Scenarios evaluate intent signals (order placement/cancel timing, order-to-trade ratios) alongside market context to separate benign activity from manipulative tactics.


 Yes. You can monitor near real-time order flow (API/stream) for urgent behaviors and run end-of-day or periodic batches for deeper analytics. Policies stay consistent across channels and venues. Actual latency depends on feeds and infrastructure, but the design supports T+0 alerting, so high-risk patterns are escalated promptly while longer-horizon reviews run on schedule.


 Core inputs include OMS/EMS data (orders, amendments, cancels, fills), venue identifiers, trader/desk IDs, account hierarchies, and market data (L1/L2) plus reference data (symbols, instruments, calendars). Many firms also add device/IP, counterparty and settlement data, and optionally comms metadata for context. Cross-venue, cross-asset ingestion helps detect abuse that spans markets.


 Use Scenario Manager to combine flexible filters (venue, instrument, trader, time-window), velocity/ratio checks, and conditional logic. Backtest and champion–challenger new versions against guardrail KPIs (precision/recall, alert volume, case yield). Active Learning surfaces uncertain/novel patterns for review, and reason codes keep outcomes explainable—reducing noise without weakening coverage.


 Yes. Link Miner maps relationships across accounts, devices, IPs, shared beneficiaries/counterparties, and order overlap, then highlights strong connections and hubs. Analysts see clusters that indicate collusive spoofing, wash pairs, or coordinated ramping. This network context complements rule scenarios and reveals organized behavior that single-account rules miss.


 Alerts land in Case Manager with a full timeline (orders→cancels→fills), contributing factors, and market-snapshot context. Analysts follow a two-level approval workflow, attach evidence, and export regulator-ready reports in consistent formats. All actions—thresholds, versions, dispositions—are audit-trailed, giving clean hand-offs to QA, internal audit, and supervisors.


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ISO/IEC 27001:2022 & ISO/IEC 22301:2019 certified — Certificates CFE/25/55892 and CFE/25/41059; valid 12 Aug 2025–11 Aug 2028

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