AIOS
Agentic Operating System
by Swan AI Labs
100% Azure-Native — Built on Microsoft Azure end to end

The Operating System
for Agentic AI.

AIOS lets developers, analysts, and AI agents discover and operate an entire enterprise data estate — in plain English, from any IDE, LLM, or agent. No data warehouse. No custom integrations. No SQL required.

Schedule a Demo → See a Live Dashboard Why It Matters
10
Database Types Supported
5 sec
To Connect a Database
100%
Azure-Native
Production
Running today on 40+ DBs

The next decade of software is agentic.
The bottleneck is data.

Every enterprise is racing to deploy AI agents. Every one of them hits the same wall: agents can’t see, query, or operate the live data estate. The status quo is six-month custom integration projects costing millions per data source — one source at a time.

AIOS solves the data-access problem at its root. Point it at a database, and within minutes agents can discover schemas, run federated queries across systems, search semantically, and learn from every correction — permanently, across every tool, from then on.

Plain-English database operationsAgents and humans build, query, and modify databases by describing intent. AIOS assembles eight context sources before generating SQL — so it gets it right the first time.
The first conversational AI that operates infrastructureThe AIOS Brain doesn’t describe your data — it acts on it. Run queries, send emails, monitor agents, and generate briefings, all from one sentence.
Closed learning loopEvery correction a human makes embeds into the vector store and surfaces to every future agent on every future query. The whole system gets smarter, automatically, with no retraining.
$11.6B
Combined TAM today — AI agent platforms, database middleware, and data catalogs
$20.6B
Projected TAM by 2028 — 15% CAGR across the three categories AIOS unifies
200–500
Databases per F500 enterprise — the integration tax AIOS removes
5M+
Developers building AI-powered apps who today have no enterprise-grade backend

Up and Running in Minutes

Four steps from zero to full data intelligence across an entire organization.

1

Provision Your Tenant

One Azure-hosted tenant per organization, isolated end to end. You get an API key — the identity every agent uses to talk to AIOS.

Tenant boundary enforced at every API call.
2

Connect Your Databases

Paste a connection string. AIOS supports 10 database types — SQL Server, PostgreSQL, MySQL, MongoDB, Oracle, SQLite, Snowflake, BigQuery, Redshift, ClickHouse.

5 seconds per database. Read-only access is enough.
3

Plug In Any Tool

Drop your AIOS key into Claude Code, Cursor, Windsurf, ChatGPT, Copilot, or any tool that talks HTTP. One header: X-AIOS-Key.

Native MCP server included. Works with any AI tool.
4

Operate Your Data in Plain English

AIOS auto-discovers every schema, builds a knowledge graph, and unlocks queries, updates, table creation, ETL, and more — instantly, in any language.

Full data intelligence from the very first conversation.
Connects to all major databases
SQL ServerSQL Server
PostgreSQLPostgreSQL
MySQLMySQL
MongoDBMongoDB
OracleOracle
SQLiteSQLite
SnowflakeSnowflake
BigQueryBigQuery
RedshiftRedshift
ClickHouseClickHouse
Vibe Coding for Data

Build Your Entire Database
in Plain English

Connect a database, then do everything — queries, updates, table creation, views, encryption, triggers, ETL — from any IDE or LLM. No SQL required.

Simple

"Show me all unpaid invoices over $5K from the last 90 days"

"Create a Customers table with name, email, and signup date"

Intermediate

"Build a stored procedure that calculates monthly commission payouts by sales rep using the tiered rate schedule"

"Set up row-level security on Orders so each rep only sees their own"

Complex

"Normalize the legacy FlatOrders table into 3NF — split into Customers, Orders, OrderLines, and Products with FKs, migrate the data, and create a backward-compatible view"

Cross-Database

"Compare commission totals between QuickBooks and the CRM for Q1, flag discrepancies over $100, and write exceptions to a new reconciliation table"

DBA-Level Architecture

"Build a star schema warehouse — create FactSales and dimension tables for Customer, Product, Time, and Region, write the ETL as stored procedures, and schedule nightly"

DDL, DML, encryption, partitioning, triggers, stored procedures, row-level security, indexing, normalization, ETL — every feature of every supported database, accessible in conversation.

LangChain can run a SELECT. AIOS can architect an entire database in conversation.

Meet the Brain

Most AI assistants answer from static knowledge. AIOS Brain answers from a live infrastructure — and can take action on it. It is the first conversational AI that operates a data estate, not just describes it.

  • Ask in plain English — answers come from live databases
  • AI that manages AI — monitors agents, reports learning, flags anomalies
  • "Email Sarah a summary of today" triggers queries, composes, and sends — one sentence
  • Run SQL, traverse the knowledge graph, check schema changes — by asking
  • Morning briefings synthesize all overnight activity into a narrative
  • Call from any IDE, CLI, or dashboard — same API, full context
# Auth: X-AIOS-Key

> "What databases do I have?"

Brain: 41 databases across the estate.
Finance: a5finance, figfinance.
CRM: crm-fig, bid-fig. ERP: erp-swansolutions.
Tools used: query_schema_sources

> "Email Sarah a summary of today's activity"

Brain: 14 decisions logged, 3 corrections
applied, 2 schema changes detected.
Transmitting summary to sarah@... ✓
Tools used: query_decisions, send_email

> "Show overdue invoices from figfinance"

Brain: Executing query...
Tools used: run_sql_query
| InvoiceId | Customer | Amount   |
| INV-4421  | Meridian | $120,000 |
| INV-4425  | Coastal  | $85,000  |

Stop Managing Context Files by Hand

Every AI coding tool needs project context — and every one uses a different file format. Instead of maintaining static files scattered across every repo, AIOS stores all context in the database. Your IDE fetches it with one API call. Always current, never stale.

  • Context lives in the AIOS database, not scattered across repo files
  • One API call returns the right context for any project, any tool
  • Schema knowledge, conventions, and corrections — always current
  • Corrections learned in one session apply to every future session, every tool
  • Tenant-isolated — no cross-contamination between organizations
  • Works with Claude Code, Cursor, Windsurf, Copilot, Codex, Cline, Continue, JetBrains AI, Amazon Q, and any tool that reads context files or HTTP
# Replaces .CLAUDE.md, .cursorrules,
# .windsurfrules, AGENTS.md, etc.

# My SaaS App

E-commerce platform with microservices.

- Stack: Node.js, React, Postgres

## Database Schema Context

- ecommerce contains Orders, Products, Users
- Orders.UserId joins to Users.Id

## Known Corrections

- Use dayjs not moment (deprecated)
- Auth middleware is at /lib/auth

Context generated by AIOS — always current

The Platform

Eight integrated capabilities. One unified system that no other vendor combines under one roof.

Auto-Discovery

Point AIOS at any database. It maps every table, column, primary key, and foreign key automatically — and re-checks every two hours to detect schema drift.

Federated Queries

Query across any combination of databases in a single API call. Multi-step orchestration with per-agent access control and connection pooling built in.

Semantic Search

Embeddings-powered search across schemas and knowledge. Ask "which tables store payment data?" and get precise answers across hundreds of databases.

Knowledge Graph

Auto-built graph of entity relationships from foreign keys. Traverse cross-database connections, weighted by use, accessible from any agent.

Data Lineage

Track how information flows between systems. When an invoice changes in one database, AIOS knows exactly which downstream systems are affected.

Closed Learning Loop

Agents log decisions. Humans correct mistakes. Corrections auto-embed and surface to every future agent on every future query — without retraining.

The AIOS Brain

A conversational AI that operates the data estate. Run queries, send emails, monitor agents, generate briefings — from a dashboard, an IDE, or a single sentence.

Reusable Skill Packs

Catalog Claude Code skills tenant-wide. Every .claude/skills/*.md capability becomes discoverable across projects — push once, reuse everywhere, versioned automatically by content hash.

Where AIOS Fits

A single intelligent layer between an organization’s data estate and every AI agent that wants to operate on it.

AI Agents & Tools

Claude, ChatGPT, Cursor, Copilot, LangChain, CrewAI, Custom

↓

AIOS

Discovery • Graph • Search • Brain • Learning

↓

Microsoft Azure

Azure SQL • Azure OpenAI • Key Vault • AAD • App Service • Storage • FIPS-compliant Gov Cloud

Microsoft Azure — End to End

Built on Azure. Bet on Azure.

AIOS is 100% Azure-native and was designed that way from day one. Every line of customer data lives on Azure SQL. Every embedding is generated by Azure OpenAI. Every secret is held in Azure Key Vault. Every login flows through Azure AD. Every byte of compute is Azure App Service or Container Apps. Swan Create operates the entire AIOS portfolio — AIOS, FIG K-12, Wingspan, and more — exclusively on Microsoft Azure.

Azure SQL Everywhere

Tenant data, schema metadata, vector store, knowledge graph, audit logs — all on Azure SQL. Geo-redundant, encrypted at rest, zero-trust connectivity.

Azure OpenAI for the Brain

The conversational layer is powered by Azure OpenAI — same models as OpenAI, with Microsoft’s data-residency, content-filtering, and enterprise SLA wrapped around them.

Key Vault for Secrets

No credential is ever in source. Every connection string, API key, and license is vended just-in-time from Azure Key Vault — short-lived broker tokens, never user passwords.

Microsoft Entra ID (AAD) SSO

Sign in with Microsoft is first-class. Tenant isolation aligns with the customer’s existing Entra directory — no parallel identity to manage.

Azure Government Ready

FIPS-compliant cryptography, audit-mutation logging, and self-hosted deployment patterns are first-class — built for state, local, and federal compliance regimes.

Marketplace-Ready

Architected to publish on Azure Marketplace as a transactable SaaS offer — co-sell, MACC consumption, and Microsoft AI Cloud Partner Program eligible.

Microsoft alignment: Swan Create is a Microsoft for Startups Founders Hub member and a long-standing Azure-only ISV. AIOS represents an opportunity for Microsoft to ship the canonical Azure-native agentic-data platform — lighting up Azure SQL, Azure OpenAI, and Microsoft Entra consumption with every customer onboarded.

Production, Today

AIOS isn’t a slide deck. It’s the live platform Swan Create runs its own enterprise on.

Live Reference Implementation

Running 40+ Federated Databases

Swan Create operates a portfolio spanning finance, CRM, food & nutrition compliance, audit, and ERP — all on Azure SQL. AIOS auto-discovered every database in minutes, built a knowledge graph of thousands of tables, and now powers every internal AI agent across the company.

40+Federated databases
2,900+Tables sampled
HoursTo onboard new agents (vs. weeks)
Backed By

Microsoft for Startups · Founders Hub

Swan Create is a current Microsoft for Startups Founders Hub member, with active Azure consumption credits powering AIOS, FIG K-12, and the rest of the Swan Create portfolio. The path forward is Azure Marketplace, MACC eligibility, and joint go-to-market with Microsoft field teams.

100%Azure-native portfolio
10Database types supported
AzureOpenAI, SQL, Key Vault, Entra, App Service

For Partners, Builders, and Champions

AIOS is the rare platform with a real story for every audience pushing agentic AI forward.

For Microsoft

An Azure-native showcase for the agentic era

Every customer onboarded drives consumption across Azure SQL, Azure OpenAI, Key Vault, Entra ID, and App Service. AIOS is positioned to be the canonical example of an enterprise-grade agentic platform built end-to-end on Microsoft.

  • Azure Marketplace transactable SaaS path
  • MACC-eligible and co-sell-ready
  • FIPS-compliant Azure Government deployment patterns
  • Microsoft for Startups Founders Hub member
For Channel Partners & SIs

The integration layer your customers actually need

Stop quoting six-month custom RAG pipelines. AIOS turns a database connection into agent-ready intelligence in minutes. Bundle it with implementation services, training, and managed offerings.

  • White-label and reseller programs available
  • Implementation playbooks & certified delivery
  • Margin on subscriptions plus services revenue
  • Joint marketing and lead-generation support
For Developers & Vibe Coders

The backend your AI app was missing

Every AI app needs a backend. AIOS gives one to anyone with an API key — auto-discovery, semantic search, federation, and a learning loop, all behind a single header. Drop it into Cursor, Claude Code, Windsurf, or anything that talks HTTP.

  • One header (X-AIOS-Key) and you’re live
  • Native MCP server for Claude.ai & Cursor
  • Free tier and self-serve onboarding
  • Generous free credits during the launch period
For Influencers & Press

The story is the product

"Operate your entire database in plain English" lands instantly with engineering audiences. Live demos take five minutes. The Brain is photogenic. Vibe-coding-for-data is a fresh narrative no one else owns.

  • Demo-ready in under a minute on Zoom or stream
  • Sample dashboards with real-feeling demo data
  • Two voiceable personas (MCP & Kevin Flynn) for stylized content
  • Founders & engineers available for interviews
Become a Partner → Schedule a Demo

Want to see AIOS in action?

The fastest way to grok AIOS is to watch it discover an unfamiliar database, build a knowledge graph, and answer hard questions about it — in plain English — in real time. Most demos run 20 minutes.

Schedule a Demo → Open the Sample Dashboard Partnership Inquiry