The age of Agentic AI is here — and it’s powered by APIs.

RAW is the platform for building the APIs that drive AI agents, chatbots, and advanced AI analytics. Effortlessly bring your operational data into the AI era — securely, reliably, and at scale.

Trusted by Teams Everywhere

McKinsey & Company
Walmart
IBM
Amazon
Deloitte
Nestlé
Ford
McKinsey & Company
Walmart
IBM
Amazon
Deloitte
Nestlé
Ford
20K+
Users
200K+
APIs hosted
100M+
API Invocations

Join our community and learn for yourself how incredibly easy it is to create new data services.

Start building today with our pre-made templates

Get a head-start and immediately begin experiencing the benefits of RAW.

Best-in-Class Features for AI Readiness

Guardrails to Minimize AI Hallucination

RAW applies context-specific rules and validation checks to keep AI outputs factual and relevant.

For instance, a financial app can restrict responses to verified stock prices, preventing agents from speculating or fabricating data.

Data Leakage Protection and Redaction

Automatically protect sensitive data with masking and redaction, safeguarding PII and financial details from exposure.

For example, user addresses and credit card numbers are hidden to prevent accidental leakage in AI outputs.

Data Drift Detection and Notification

RAW monitors code, data, and schema drift, notifying teams of discrepancies or shifts in quality, consistency, or structure.

For instance, if a source database schema changes, RAW flags it, allowing teams to proactively adjust dependent APIs.

Granular Access Control and Permissions

Enforce precise, role-based access to data, ensuring only authorized users or agents can view sensitive information.

For instance, a sales AI may access summary data, while finance AI has deeper access to operational insights.

Real-Time Performance and Anomaly Detection

RAW identifies unusual data patterns and monitors API response times to prevent errors and bottlenecks.

For example, if an AI chatbot encounters inconsistent transaction records, RAW flags them before they impact users.

Data Lineage and Audit Trails

Track data interactions end-to-end, supporting full traceability and regulatory compliance.

RAW logs every data request and response, helping teams monitor and address unexpected AI outputs in real-time.

Rate Limiting and API Throttling

Limit API requests and set quotas to control data flow, ensuring agents stay focused and secure without overwhelming the system.

Structured Response Validation for Output Consistency

Validate that API responses are structured and accurate, particularly in specialized fields.

For example, in medical applications, RAW ensures AI responses align with standardized terminology and approved knowledge bases.

Build with RAW
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Build

Low code development.

Build data services using Snapi, a low-code language that allows you seamlessly explore data, join and transform it in real-time from any source.

Built-in IDE.

Instantly start building and testing with a fully-integrated IDE that lets you code, test and experiment in an easy-to-use environment.

Data Connectors.

Out-of-the-box support for the most widely-used databases, popular data formats and data lakes. No dependencies needed, no installation required!

Host with RAW
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Host

Push to Deploy.

Serve data as APIs with a single click or read them from a GitHub repository. Set security rules and deploy services in production in seconds.

Integrated Testing.

Code in an isolated GitHub branch to test your new services separately from production. Test results are reported automatically with GitHub pull request integration. Create new API versions safely and migrate all endpoints atomically.

Built-in API Management.

Enforce usage policies, access control, collects statistics, monitor performance. Also seamlessly integrates with existing API management tools.

Share with RAW
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Built-in Data Catalog.

Includes an OpenAPI-compatible catalog that is automatically created and maintained from your API definitions and code. Also supports exporting metadata to existing data catalogs.

Secure Platform.

Offers vertically-integrated language and platform security, user and API key management, monitoring, and auditing capabilities.

Fine-grained Permissions.

Control who sees what with fine-grained control. Hide, rewrite or otherwise obfuscate sensitive information based on the consumer of the data.

Built by researchers, committed to open source

RAW is powered by Snapi, our home-grown data analysis language built from the ground up for real-time data analysis. Snapi has a rich built-in library with ready-to-use connectors to the most common data formats, data lakes, and databases.

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