The entitlement layer for financial data

One policy.
Every connection.
Every platform.

The policy layer between your data vendors and every consumer. Enforcing contracts inline, across warehouses, data shares, and AI agents.

Connection Human · User
Connection Application · Feeds
Connection AI Agent · MCP
$44Bn
global FSI data spend
42%
of FSI face compliance challenges
Only 13%
use any traceability tooling today
The problem

AI agents break market data governance.

AI‑driven workflows now move data across markets and systems faster than traditional controls can follow, leaving institutions with blind spots in who accessed what, and when.

For decades, FSI data governance relied on traceable ETL pipelines with clear contractual boundaries. Then came cloud data sharing, and now AI agents and MCP servers, accessing market data from hundreds of providers in real time, without a contract in sight.

1990s onwards
ETL & batch
Controlled pipelines. Clear lineage. Compliance by design.
2010s onwards
API access
Direct queries. Faster, but still mostly human-driven and auditable.
Early 2020s
Cloud data sharing
Snowflake, Databricks. Data shared instantly. Controls stretched thin.
Now
AI agents & MCP
Autonomous access. No lineage. No contract awareness. No control.
Control Break
AI agents and MCP servers now access market data from various data vendors such as FactSet, LSEG, S&P, Morningstar and MSCI without any contract aware entitlement layer, creating undiscovered breaches, regulatory exposure, and millions in potential back-billing. No existing tool was built for this.
42%
of financial services firms report significant data contract compliance challenges
Coalition Greenwich, 2024
Only 13%
currently use any form of data usage traceability or compliance tooling
WatersTechnology Data Mgmt Survey
30%
confident in AI agent access controls, down from 68% for human access
PwC EMEA Cloud Business Survey, 2023
The solution

Infrastructure, not a compliance tool.

entitle-ai sits between your data vendors and every consumer, enforcing live contracts automatically, across every access modality, in real time.

A
Automate
Contracts → policies, zero code
G
Govern
Inline enforcement, every channel
R
Report
Tamper-evident audit trails
M
Monetise
Turn governance into revenue

One layer. Every connection.

Without entitle-ai

FactSet
LSEG
S&P
Morningstar
Human
Application
AI Agents

✗  N×M direct integrations

✗  No central governance

✗  Manual permissioning

With entitle-ai

FactSet
LSEG
S&P
Morningstar
entitle-ai
Core policy engine
Human
Application
AI Agents
Asset Management
Banking
Insurance

✓  Single entitlement layer

✓  Automated governance

✓  Monetise & report

Warehouse & Platform Support
Snowflake Databricks Postgres Claude OpenAI Cursor AWS GCP Azure
For Data Consumers

Take control of your market data obligations.

Asset managers, banks, and hedge funds — know exactly how your data is being accessed, by whom, and under which contract. Automatically.

Automate data compliance
Fulfill contract and usage rights obligations to ensure compliance, maximize value, and build trust with providers.
Reduce audit risk
Reduce costs, streamline operations and remove friction to mitigate risk, improve transparency and ensure contractual adherence.
Comprehensive data reporting
Gain deeper insights into data consumption with detailed metrics on usage, users, and processes — empowering better control and decision-making.
For Data Providers

Turn governance into commercial advantage.

Bloomberg, LSEG, FactSet, and specialist data vendors — see how your data is consumed downstream, ensure licence compliance, and unlock new monetisation models.

Enhanced usage insights
Access deeper insights from consumers with transparency and consistency to achieve compliance and improve trust.
Secure & compliant data sharing
Enable secure and compliant data sharing with greater confidence, ensuring transparency and expanding data utilization.
$
Monetise data with cloud
Build, refine and expand commercial models to seamlessly scale, distribute, and monetise data in cloud marketplaces and through MCP Servers.
"One policy. Every connection.
Every platform."
The entitlement layer for financial data
Human · User
Application · Feeds
AI Agent · MCP
AI Assist

What if your compliance team ran itself?

Your policy engine captures everything. AI Assist turns that data into action, automatically triaging breaches, flagging contract gaps, and generating regulatory reports.

Join the waitlist
Live product signals
Institutions are already
adopting entitle-ai.
8
institutions onboarded
+2 this month
25
data sources governed
+4 this week
12
AI governance policies active
+3 this month
The governance layer for the
AI era of market data.

One policy. Every connection. Every platform.