Use cases

Engagements

01 Portfolio and risk management

Event risk analysis

Prediction markets provide continuous, tradeable probabilities for elections, policy decisions, sanctions, weather and other discrete events. We translate these probabilities into portfolio terms: which exposures are sensitive to a given outcome, at what magnitude, and through which first and second order channels.

Exposure mapping to event outcomes Scenario analysis and hedge construction Monitoring of event repricing
02 Trading desks and funds

Cross-market signal research

Event markets and the assets they reference reprice at different speeds. We measure lead-lag relationships between prediction markets and equities, rates, FX and crypto, quantify their statistical significance and capacity, and deliver the resulting signals in machine-readable form.

Lead-lag and information flow studies Signal delivery via API or WebSocket Capacity, cost and decay estimates
03 Venues and issuers

Liquidity provision

We operate market-making programmes in event contracts and other niche venues on our own infrastructure. We agree quoting parameters, inventory limits and risk controls in advance, and report performance against them.

Two-sided quoting with defined uptime Pre-agreed inventory and risk limits Auditable performance reporting
04 Latency-sensitive firms

Latency engineering and colocation

We profile trading systems end to end, from market data ingestion to order acknowledgement, identify the components that dominate the latency budget, and implement the corrections. Where colocation is justified, we manage selection and deployment.

End-to-end latency profiling Kernel, network and hot-path optimisation Colocation selection and deployment
05 Research and data teams

Dataset construction

Certain datasets are not commercially available: venue-native records, on-chain history, regulatory filings, discontinued feeds. We source, reconstruct and normalise this material, and operate high-uptime collectors when the client needs live coverage.

Historical reconstruction and normalisation Realtime collection with monitored uptime Delivery in the client's storage and format
06 Operations and platforms

Connectivity and automation

We build and maintain exchange and vendor connectivity, including FIX, REST and WebSocket integrations, with monitoring, reconnection and failover. We also automate operational workflows, using LLM components where testing proves them reliable.

FIX, REST and WebSocket integration Monitoring, reconnection and failover Workflow automation and LLM tooling
07 Academic groups

Research collaboration

We support empirical market research on strategy behaviour, inefficiencies, microstructure and market manipulation. In most collaborations we contribute the datasets, assembled from material with no usable published form, and the infrastructure to process them at scale.

Dataset assembly and documentation Processing infrastructure Reproducible research pipelines
08 Firms entering new markets

Venue onboarding

For firms entering prediction markets or other niche venues, we deliver the integration together with an operating assessment of the venue: fee structure, microstructure, API behaviour and known failure modes.

API integration and testing Microstructure and fee analysis Operational risk assessment
09 Allocators and acquirers

Technical due diligence

We review a strategy or trading operation before an allocation or acquisition: we verify backtests and data integrity, assess the infrastructure, and deliver a written report of findings with supporting evidence.

Backtest and data verification Infrastructure assessment Written findings with evidence
Next step

Discuss an engagement

Initial conversations cover scope, feasibility and cost. Write to us with a description of the problem and its context.