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High-frequency trading infrastructure, proprietary market making algorithms, cross-asset trading strategies, risk management systems, custom hardware solutions, and low-latency connectivity to global exchanges.
Software implementing strategies for providing liquidity while managing inventory risk across various market conditions.
More Automated Market Making Algorithms
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Order Entry Speed The time required to submit an order into the market from the system. |
No information available | |
Order Modification Supports on-the-fly modification of existing live orders. |
Modern HFT/market making systems universally support live order modification. | |
Order Cancellation Speed The time required to cancel an existing order from the market. |
No information available | |
Bulk Order Handling Ability to handle large volumes of order messages per second. |
No information available | |
Order Routing Flexibility Supports routing orders to multiple venues or exchanges. |
Mention of cross-asset, multi-venue, and global exchange support implies routing flexibility. | |
Iceberg/Reserve Orders Supports submission of partial-displayed (iceberg) orders. |
Iceberg/reserve logic is common in proprietary/HFT suites with exchange-facing algorithms. | |
Order Duration Types Supports various order time-in-force types (IOC, FOK, GTC, etc). |
Order duration types (GTC, IOC, etc.) supported in modern execution/market making suites. | |
Automated Order Throttling Limits order rate automatically to comply with venue or regulatory constraints. |
Automated order throttling to comply with venue risk rules is essential for all HFT operations. | |
Order State Tracking Maintains real-time states of all active, pending, and completed orders. |
Real-time order state tracking is basic to any advanced OMS in a market making suite. | |
Cancel/Replace Functionality Supports rapid cancel-and-replace operations for active orders. |
Cancel/replace is required in all HFT OMS/EMS; supported by default. | |
Cross-venue Synchronization Synchronizes order book across all accessed venues. |
Cross-venue operation, indicated by access to global exchanges, implies book synchronization capabilities. | |
Order Sequencing Consistency Maintains order of operations for audit and disaster recovery. |
Sequencing/audit for disaster recovery and order traceability is a compliance and ops minimum. | |
Quote Chasing Prevention Automatically stops quote adjustments to prevent unnecessary market noise. |
No information available |
Dynamic Spread Adjustment Automatically widens or narrows spreads based on market volatility. |
Dynamic pricing/spread adjustment is a market maker/HFT requirement for adverse selection avoidance. | |
Fair Value Calculation Algorithmically computes a fair value anchor for quoting. |
Fair value computation is referenced in most academic/practitioner HFT market making literature and platforms. | |
Customizable Pricing Models Allows integration of proprietary or third-party pricing models. |
Allows proprietary algorithms and custom pricing models; implied by "proprietary" HFT suite. | |
Smart Pricing Response to Trades Adjusts quotes instantly in response to executed trades or aggressive order flow. |
Smart response to trades (i.e., quote risk management) is core to all advanced market making engines. | |
Quote Frequency Number of quote updates per second system can handle. |
No information available | |
Latency Sensitivity Adaptation Adapts quoting speed and aggressiveness based on latency measurements. |
Latency adaptation is common in market making infrastructure (criical for global exchanges and custom hardware). | |
Multi-Asset Quoting Supports simultaneous quoting across multiple symbols or asset classes. |
Stated ability to trade/quote cross-asset and on global venues. | |
Auto-Quote Pausing Pauses quoting in response to failed checks or detected anomalies. |
Auto-quote pausing is standard for risk, fat finger prevention, and venue rule compliance. | |
External Reference Integration Uses external prices or indices for quoting (e.g., consolidated tape, futures fair value). |
External reference integration (indices, futures, spot, etc.) is common; suggested by global/cross-asset design. | |
Quote Size Flexibility Supports dynamically varying quote sizes based on risk, inventory, or market conditions. |
Quote sizing is dynamic in all real-world market making algos for inventory/risk control. | |
Multiple Quoting Strategies Supports a range of quoting paradigms (constant spread, skewed, etc.). |
Multiple quoting strategies are implied by "cross-asset trading strategies"/market maker description. | |
Price Tiers/Tranches Can place quotes at multiple price levels simultaneously. |
Placement of quotes at many price levels ('layering','tranches') is basic functionality for HFT/MM. |
Real-Time Position Monitoring Tracks current net and gross position in real time. |
Real-time position monitoring required for risk systems referenced in product. | |
Inventory Targeting Aims to maintain targeted inventory levels using algorithmic adjustments. |
Algorithms actively rebalance to target inventory (market making canon). | |
Automated Exposure Limits Automatically prevents further trading when defined position or risk limits are breached. |
Automated exposure limits enforced in HFT/MM risk modules universally. | |
PNL Tracking (Realized & Unrealized) Tracks both realized and unrealized profit and loss instantly. |
PNL tracking (both realized and unrealized) present in all proprietary trading systems. | |
Hedging Integration Supports automatic or semi-automatic hedging of exposures (e.g., with futures or correlated assets). |
Direct or semi-automated hedging is market maker best practice; supported by all major market making stacks. | |
Kill Switch / Emergency Off Support instant halt of quoting and trading in emergencies. |
Kill switch support is explicit requirement for risk and exchange compliance in HFT; implemented in all such platforms. | |
Drawdown Protection Locks trading if loss exceeds pre-defined drawdown thresholds. |
Drawdown limits and auto-locking are standard in institutional grade market making/risk infra. | |
Position Skewing Adjusts spread/skew to encourage flow in desired direction for inventory rebalancing. |
Position skewing is a pillar of modern MM; adjusts spread/skew to rebalance based on inventory. | |
Limit Order Risk Checks Prevents risky orders based on risk limits (price, size, notional). |
Limit order risk checks are compliance-critical; present in all regulated/high-performance OMS. | |
Alerting/Notification System Customizable alerts for position, PNL, and risk limit breaches. |
Customized alerting and notification is available in all institutional-grade trading platforms. | |
Position Decay Controls Automated position unwinding or reduction as risk increases. |
Automated position decay/unwind as risk increases aligns with risk management best practices. | |
Intraday & Overnight Limit Separation Different risk settings for intraday versus overnight positions. |
Different intraday/overnight limits are supported in advanced position/risk management. | |
Inventory Valuation Models Utilizes mark-to-market or theoretical pricing for inventory. |
Mark-to-market/theoretical inventory pricing standard for institutional trading risk modules. |
Low-Latency Market Data Support Receives and processes exchange market data feeds at minimal latency. |
Custom hardware/low-latency and global market access implies lowest-latency market data support. | |
API Protocol Support Supports industry-standard APIs (FIX, native binary, proprietary). |
Industry-standard APIs (FIX, native, proprietary) are a requirement for exchange connectivity. | |
Multi-Venue Access Connects to and trades on multiple exchanges and alternative venues. |
Multi-venue access is explicit in product notes (global exchanges). | |
Redundant Connectivity Offers failover and backup connections to minimize downtime. |
Redundant connections necessary for uptime in HFT/global trading. | |
Direct Market Access (DMA) Supports direct order entry and receipt of market data from venues. |
DMA is stated/implied for direct exchange access in high-frequency infrastructure. | |
Co-Location Compatibility Designed to run in co-located data centers near exchanges. |
Co-location compatibility required for latency-sensitive, global exchange access. Custom hardware further supports. | |
Data Throughput Capacity Handles large inbound/outbound data rates. |
No information available | |
Exchange Drop Copy Integration Accepts drop copy feeds for reconciliation and resilience. |
Drop copy integration is standard in institutional multi-venue platforms for trace/resilience. | |
Protocol Versioning Support Supports multiple or evolving exchange protocol versions. |
Protocol versioning is mandatory given global and heterogeneous venue connectivity. | |
Gateway Hot Reload Allows gateway or connection parameters to be updated without downtime. |
Ability to reload connections/API settings without reboot is a best practice for continuous operation. | |
Smart Venue Selection/Rerouting Automatically reroutes orders based on venue conditions (latency, quality, fees). |
Smart rerouting required for HFT to adapt to venue outages/issues and optimize fees/latency. |
Tick-to-Trade Latency Elapsed time from market data tick receipt to order response. |
No information available | |
Real-Time Depth Handling Processes full order book depth from venues. |
Full book (depth) handling is needed for market making and liquidity provision at scale. | |
Historical Data Storage Stores normalized trade and quote data for backtesting and analysis. |
Backtesting, simulation, PNL, and analytics create high storage requirements in all such platforms. | |
Market Data Normalization Standardizes data across different venues/formats. |
Market data normalization mandated by multi-venue/global strategies. | |
Data Snapshot and Recording Regularly snapshots book state for replay or disaster recovery. |
Regular state snapshotting a best practice for HFT/ops. Disaster recovery requirement. | |
Quote/Trade Event Filtering Filters or rate-limits market data events to avoid information overload. |
Filtering/rate limiting supported to avoid overload in HFT/multi-feed infra. | |
Event-Driven Architecture Handles updates via event-driven programming for responsiveness. |
Event-driven architecture is the industry standard for responsiveness/scalability. | |
Market Data Replay Replays data for simulation and forensic purposes. |
Data replay is a minimum for simulation, testing, incident analysis in prop/HFT firms. | |
Data Feed Redundancy Supports failover between multiple independent market data feeds. |
Data feed redundancy follows from high uptime/robustness requirements. | |
Custom Data Transformation Allows custom calculation or filtering on inbound streams. |
Custom transformations of market data for strategy input is a given for proprietary HFT stacks. |
Strategy Library Supports multiple algorithmic strategies, both built-in and custom. |
Strategy library is fundamental, since proprietary, cross-asset, and multi-venue strategies are cited. | |
Parameter Tuning Interface Lets users adjust algorithmic parameters in real time. |
Parameter tuning in real time is required for adaptive trading; present in all major HFT/MM suites. | |
Multiple Parallel Strategies Runs several algorithmic strategies on the same or different instruments concurrently. |
Running multiple parallel strategies (multi-asset, multi-venue) is explicit in product documentation. | |
Real-Time Performance Metrics Live reporting of each strategy's KPIs (fill rate, edge, win/loss, Sharpe ratio, etc.). |
Real-time metric reporting is necessary for monitoring both trading performance and system health. | |
Strategy Hot Reload Allows algorithmic strategies to be updated without downtime. |
Hot reload of strategies allows for continuous deployment while keeping tight SLAs. Supported in modern infra. | |
Strategy Version Control Tracks changes, rollbacks, and testing for all strategy deployments. |
Strategy version control is best practice and implemented in all high-compliance, multi-strat systems. | |
Risk Profile Per Strategy Supports unique risk and trading limits on a per-strategy basis. |
Per-strategy risk required when running multiple trading strategies. | |
Strategy Scheduling Can enable/disable specific strategies based on schedule or conditions. |
Strategy scheduling/conditional enablement is a feature in algorithmic strategy managers. | |
Backtesting Integration Seamlessly integrates with historical data for offline testing. |
Integration with backtesting/historical simulation is referenced in majority of HFT/market making suites. | |
Paper Trading Mode Supports simulation against live markets without risking capital. |
Paper/simulated trading is a standard component for strategy development in all prop shops and HFTs. |
Real-Time PNL Reporting Instantaneous reporting of mark-to-market and realized PNL. |
Real-time PNL required by all professional-grade trading analytics/reporting modules. | |
Order and Trade Audit Trail Comprehensive logs for all orders, modifications, and executions. |
Order/trade audit trail is required for regulatory/compliance, and post-trade analytics. | |
Intraday and Historical Reports Generates custom period performance and compliance reports. |
Intraday/historical custom reports are a must-have for performance and compliance tracking. | |
Regulatory Reporting Support Builds required reports for regulatory compliance (e.g., MIFID, SEC rules). |
Regulatory reporting (MIFID/SEC) supported due to participation on multiple regulated venues. | |
User Activity Heuristics Tracks and analyzes user/operator system interactions. |
User activity tracking is supported for security & compliance in institutional platforms. | |
Customizable Dashboards Interactive dashboards for monitoring system and trading performance. |
Customizable/interactive dashboards are standard for trading performance monitoring. | |
Data Export / API Access Exports analytics/reports or access them via secure APIs. |
API & export supported for 3rd party analytics & data science; standard for institutional suite. | |
Error/Incident Logging Captures and reports errors, exceptions, and incidents with context. |
Incident/error logging and reporting in production is a minimum requirement. | |
Latency Analysis Tools Provides latency and timing breakdowns for every order and market data event. |
Latency analysis tools critical for tuning and monitoring low-latency execution. | |
Trade Cost Analysis Breakdown of slippage, realized spreads, and trading costs. |
Trade cost analysis required for post-trade analytics and internal review. Supported in high-end suites. |
End-to-End Roundtrip Latency Measures total time for market event to order action and back. |
No information available | |
Tail Latency Metrics Reports and manages P99 and P99.9 latency outliers. |
No information available | |
Deterministic Execution Algorithmic and system performance is predictable and consistent. |
Deterministic execution is a goal and advantage for custom hardware/proprietary HFT design. | |
Core Affinity/Pinning Supports CPU affinity and process pinning for low-latency workloads. |
CPU pinning/core affinity used in low latency workloads, especially emphasized in bespoke hardware setups. | |
Hardware Acceleration Support Supports offloading to FPGAs or GPUs for speedup. |
Hardware acceleration (FPGA/GPU) directly referenced in product description (custom hardware). | |
Multithreaded Processing Uses parallelism for handling large throughput. |
Multithreading/parallelism is baked in for high-throughput, cross-asset, low-latency requirements. | |
Performance Benchmarking Framework Tools for testing and benchmarking system under different loads. |
Platforms of this class provide benchmarking frameworks for continuous ops/tuning. | |
Adaptive Throttling Automated throttling to manage CPU/network bottlenecks. |
Adaptive throttling for CPU/network bottlenecks critical for HFT infra at scale. |
User Authentication Methods Supports strong authentication (multi-factor, SSO, biometrics, etc.). |
User authentication is of critical importance; MFA/SSO required by compliance. | |
Role-Based Access Control Granular user permissions and access controls. |
RBAC implemented in all major institutional/HFT platforms for compliance. | |
Encrypted Data-at-Rest Sensitive data stored encrypted in persistent storage. |
Enterprise security practice requires encryption at rest for all sensitive data/trade logs. | |
Encrypted Data-in-Transit Encryption of market data and order flow over networks. |
Encryption in transit required by all institutional/HFT financial organizations and their vendors. | |
Action Auditing Records and monitors all user/system actions for compliance. |
Compliance and audit requirements necessitate action logging for all user/system changes. | |
Intrusion Detection Integration Detects and reports possible unauthorized access or anomalies. |
Intrusion detection integrated at both network/infrastructure level in all institutional-grade systems. | |
Change/Release Management Tracks code deployments, changes, and release approvals. |
DevOps/SDLC standards require change/release management in proprietary institutional trading platforms. | |
Secure API Tokens Manages secure keys/tokens for API integrations. |
API key/token management essential; security best practice everywhere APIs exist. | |
Compliance Workflow Automation Automates recurring compliance tasks, checklists, sign-offs, etc. |
Compliance workflow automation is standard in institutional operations to meet regulatory demands. |
Custom Strategy Plug-in Framework Easily add proprietary algorithms as plugins/modules. |
Proprietary algorithm plug-ins are fundamental to the 'proprietary' aspect of this suite. | |
Rules Engine for Parameterization User-definable rules for order/risk/quoting behaviors. |
Rules engines for parameterization are implemented in institutional MM/HFT systems for strategy control. | |
Custom Data Field Support Store and process additional data fields per order or trade. |
Custom data fields (tags, extra analytics) are the norm in modern OMS/EMS. | |
Scriptable API Allows scripting and automation via language APIs (Python, Java, etc). |
Scriptable API access (Python, Java, etc) is crucial for research, strategy, and ops workflows. | |
Modular System Architecture Add/remove/replace system components modularly. |
Modular architecture is necessary for bespoke HFT operations adaptable to markets, latency, hardware. | |
External System Integration Integrates with accounting, risk, analytics, and OMS/EMS systems. |
Integration with external risk/accounting/OMS/EMS systems is expected for large prop trading organizations. | |
Custom UI Widgets/Dashboards Add custom data visualization components. |
Dedicated dashboards/UI widgets for visualization required for live trading analytics. | |
Flexible Deployment Options Supports on-premise, cloud, and hybrid deployments. |
Complex, distributed computation and global coverage implies support for hybrid/cloud/on-prem deployment. | |
Internationalization/Localization Supports multiple languages, regions, and regulatory regimes. |
Global presence/asset coverage suggests support for localization and internationalization, and various regulatory regimes. |
Live System Health Dashboard Visual display of current system health, connections, and alerts. |
Live system health visualization is expected for ops/NOC monitoring of mission-critical platforms. | |
Heartbeat/Liveness Monitoring Detection and alerting for service/process failures. |
Heartbeat/liveness checks (watchdog timers/process health) universally implemented in HFT/MM infra. | |
Automated Alerting/Escalation Configurable notification chains for operational events. |
Automated alerting and escalation features are standard in mission-critical institutional trading suites. | |
Granular Logging Levels Tunable log verbosity (info, debug, error). |
Granular logging (debug/error/info) is a base feature of all modern software systems at this class. | |
API/Service Health Probes Automated checks for endpoint/services health. |
API/service health probes are essential for ensuring reliable operation and monitoring in large trading platforms. | |
Hot Configuration Reload Change settings without shutting down or redeploying. |
Live configuration reloads without downtime is industry standard in continuous trading environments. | |
Resource Usage Visualization Tracks and displays CPU, memory, network usage in real time. |
Resource usage vis/tools needed to ensure ops, cost, and performance. | |
Incident Record Keeping Tracks, time-stamps, and describes operational incidents. |
Incident record keeping aligns with operational diligence in regulated HFT. | |
Automated Recovery Actions Can take pre-defined steps to recover from known issues. |
Self-healing and automatic recovery is a feature in all mission-critical/HA ops setups for HFT. |
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