Agentic quant research with controlled promotion to live operations.
AlphaSwarm gives research, risk, and platform teams one governed surface for agent workflows, reproducible evidence, promotion gates, and live-side controls.
- Promotion evidence
- Policy-gated
- Tenant boundaries
- RLS-first
- Deployment posture
- Hosted, VPC, on-prem
- Operator controls
- Kill-switch ready
Trusted by World-Class Trading Teams
Trading is hard. Scaling is harder.
Traditional quant stacks are brittle, slow, and disconnected. AlphaSwarm was built to bridge the gap from research to revenue.
The Production Gap
Strategies that look great in backtests often fail in live markets due to overfitting, regime shifts, and execution slippage.
Manual Handoffs
Fragmented workflows between research, backtesting, and live trading cause errors, data loss, and massive delays.
Brittle Data Pipelines
Disconnected data pipelines break easily, lineage is lost, and research results become non-reproducible over time.
Infrastructure Sprawl
Managing notebooks, scripts, and cloud VMs manually creates operational risk and massive overhead for scaling teams.
One Unified Lifecycle
AlphaSwarm eliminates the "Handover Gap" by keeping your strategy in the same environment from ideation to execution.
Research
Multi-modal RAG over papers and internal data to discover alpha.
- Strategy Composer
- Ideation Console
- Factor Library
Backtest
Vectorized and event-driven engines with walk-forward analysis.
- Vectorized engine
- HFT simulation
- Cross-validation
RL Training
Train 12+ pre-built RL architectures with PRUDEX evaluation.
- Pre-built agents
- Iceberg store
- PRUDEX eval
Paper Trade
Verify performance in live market conditions with zero capital risk.
- Real-time data
- Paper broker
- Safety monitoring
Live Execution
Scale to production with robust execution and risk guardrails.
- One-click to live
- Risk overlay
- Anomaly rollback
Powerful Subsystems, Unified Platform
AlphaSwarm is composed of governed subsystems that turn agent research into reviewable, reproducible, and controlled operating workflows.
AgenticOps
Coordinate research agents with audit trails, policy checks, sandbox modes, and kill-switches before any live-side impact.
- Sequential, parallel, debate, and coordinator crews
- Workflow Studio orchestration
- Research-paper RAG integration
- Agent watchdog monitoring
RL-Ops
Train and evaluate reinforcement-learning agents with reproducible experiment hashes and promotion evidence.
- Prebuilt EIIE and DeepTrader-style agent families
- Iceberg trajectory store
- Market dynamics modeling
- PRUDEX-style evaluation review
Data Platform
Ingest, catalog, query, and embed research data with lineage, tenancy boundaries, and reproducible datasets.
- Connector-backed market and research ingestion
- Dagster pipeline orchestration
- Iceberg lakehouse with time travel
- pgVector retrieval for research corpora
Backtesting
Evaluate strategies against deterministic replay, scenario perturbation, and execution assumptions before promotion.
- Vectorized research loops
- Tick-level replay paths
- Limit order book simulation
- Walk-forward validation
Platform Control
Govern Role, Domain, User, and Admin axes with audited grants, tenant isolation, and scoped emergency controls.
- Audited role lattice and scopes
- Row-level multi-tenant isolation
- Global and scoped kill-switches
- Step-up MFA for privileged actions
CLI & SDK
Expose a machine-readable agent contract so humans, scripts, and agents can inspect capabilities before executing.
- Typer-based operator CLI
- Machine-readable agent contract
- Dry-run and plan outputs
- Structured error envelopes
Built for Every Alpha Strategy
Whether you're running LOB strategies or long-term factor models, AlphaSwarm provides the tools to execute at scale.
Quant Hedge Funds
Systematic strategies at scale. Reduced time-to-live from months to days. 10x faster backtesting and 50% infrastructure cost reduction.
Prop Trading Firms
HFT-ready infrastructure with sub-microsecond tick replay. Accurate LOB simulation and 99.99% system uptime for professional execution.
Asset Managers
Seamlessly connect factor research to live execution. Automated factor rotation and 100+ pre-built institutional factors.
Fintech Startups
Launch quantitative products in weeks, not months. Zero infrastructure setup cost and rapid MVP development with our unified stack.
Connect Your Entire Stack
AlphaSwarm integrates with industry-leading data providers, brokers, ML frameworks, and cloud infrastructure.
Data
Brokers
ML & AI
Infrastructure
Analytics
Institutional-Grade Security
Your alpha is your most valuable asset. AlphaSwarm is designed to protect it at every layer of the stack.
Hash-Locked Immutable Specs
Every experiment and strategy is hash-locked. Ensure 100% reproducibility and prevent unauthorized mutations in production.
Audit-First Logging
Every action, configuration change, and agent decision is logged to an immutable audit trail for forensic analysis.
Step-up MFA (RFC 9470)
Multi-factor authentication required for sensitive operations like live deployment or large role escalations.
Platform Governance Lattice
Granular control across Role, Domain, User, and Admin axes. Audited grants with cross-principal explainability.
Multi-Tenant Isolation (RLS)
Security-first Row Level Security (RLS) ensuring strict isolation between organizations, workspaces, and projects.
VPC & On-Prem Deployment
Deploy within your own security boundary on AWS, Azure, GCP, or on-premise hardware. Zero-knowledge by design.
Transparent Pricing for Every Scale
Use a demo to scope the right rollout path before selecting a deployment plan.
Researcher
Perfect for individual researchers and backtesting experiments.
- Core Data Plane
- Vectorized Backtesting
- Community Support
- Local Execution Only
Pro
For professional quants and small funds running live bots.
- Advanced RL Framework
- Workflow Studio
- Live Paper Trading
- Standard Support
- Cloud Hosting Option
Institutional
Full-scale platform for large teams and high-frequency shops.
- HFT Backtesting Engine
- Custom Adapter Support
- 24/7 Priority Support
- SLA Guarantees
- On-Prem Deployment
Latest from the Lab
Practical notes on governed agent operations, promotion gates, tenant boundaries, and quant research workflows.
Ready to inspect the control plane?
Request a demo focused on your team's research workflow, promotion controls, tenant boundaries, and deployment posture.