The control plane for compute, data & AI across the investment enterprise
Asset managers are deploying AI at scale — without a control plane. AMSSAI delivers unified compute orchestration, data governance, LLM usage controls, and total-cost-of-ownership reporting in a single platform.
Asset managers are flying blind
Firms are spending millions on AI with no centralized visibility, governance, or cost control. AMSSAI closes the gap.
- AI/LLM costs are untracked — cloud bills grow 60–80% YoY with no attribution to desks, strategies, or use cases.
- Regulatory exposure is rising — SEC AI guidance, the EU AI Act, and MiFID III require model governance most ops teams cannot deliver.
- Data fragmentation — every AI project rebuilds the same pipes, with no shared data layer, lineage, or reuse.
- Shadow AI is rampant — PMs and quants use unapproved LLMs outside of risk and compliance visibility.
- Compute orchestration layer — allocates, tracks, and optimizes GPU/CPU spend across all AI workloads in real time.
- Data governance hub — a unified catalog with lineage, quality scoring, access controls, and regulatory audit trails.
- LLM control plane — model registry, usage metering, prompt logging, and policy enforcement across every LLM interaction.
- TCO dashboard — real-time cost visibility by desk, strategy, model, and use case, with anomaly alerts and budget guardrails.
Four integrated modules. One unified platform.
Built for the regulatory and operational realities of asset management.
Compute Orchestration
Dynamic GPU/CPU allocation across cloud and on-prem with cost guardrails.
- Workload prioritization by strategy & SLA
- Auto-scaling with per-desk guardrails
Data Governance
Unified catalog with lineage, quality scores, and role-mapped entitlements.
- Access control + entitlements
- Audit trail: SEC, MiFID, EU AI Act
LLM Control Plane
Model registry, usage metering, and policy enforcement for every model.
- Prompt logging & PII redaction
- Usage metering per user, desk, model
TCO Dashboard
Real-time AI spend by team, model, and use case for the CFO and board.
- Budget guardrails & anomaly alerts
- FinOps reporting
The first end-to-end platform built for asset managers
One vendor model — removing the vendor long tail that fragments today's investment technology stack.
Built end-to-end for AM workflows
Purpose-built for the realities of asset management — compliance, data entitlements, and model risk — not a horizontal tool retrofitted to finance.
Deep data integrations
Native connectivity to Bloomberg, FactSet, Refinitiv, SimCorp, and custodian data feeds out of the box.
LLM-agnostic control plane
Works across OpenAI, Anthropic, Google, and self-hosted models — govern them all from one place.
Regulatory IP
Pre-built audit trail templates for SEC AI guidance, the EU AI Act, and MiFID III.
See the control plane in action
Talk to our team about how AMSSAI brings compute, data, and LLM usage under one roof.
Contact us →