RoboSystems Platform

A financial intelligence platform that unifies structured data, searchable documents, and AI memory—where AI doesn't just retrieve information, it understands meaning and context.

Knowledge Graph Management

Connect your financial data sources, maintain semantic relationships, and power AI-native applications. Built on LadybugDB for blazing-fast analytical performance.

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Graphs & Repositories

Manage your graphs and access repositories

RFS LLC
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entity
roboledger
Harbinger FinLab
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entity
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SEC EDGAR Filings
sec
repository
roboinvestor

AI-Powered Interactive Console

Interact with your knowledge graph using natural language or direct Cypher queries. AI agents search documents, resolve semantic elements, and persist memory across sessions—with real-time execution monitoring.

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Natural Language Queries

Ask questions in plain English and let our AI agents translate them into optimized Cypher queries with automatic execution.

Real-Time Execution

Monitor query execution with live progress updates, streaming results, and detailed performance metrics including token usage.

Intelligent Analytics

Get confidence scores, execution times, and optimized query suggestions powered by financial and research AI agents.

Data Architecture & Search

Unify disparate financial data sources into a cohesive, queryable knowledge graph with hybrid semantic search, persistent AI memory, and domain extensions that power advanced analytics and AI-native applications

Data Sources

QuickBooks logo
QuickBooks
Accounting
  • Daily sync
  • Journal entries
  • Chart of accounts
SEC XBRL logo
SEC XBRL
Regulatory
  • 10-K/10-Q filings
  • Financial statements
  • Disclosures
Plaid logo
Plaid
Banking
  • Bank transactions
  • Account balances
  • Credit card transactions
Plaid logo
Plaid
Investments
  • Portfolios
  • Holdings
  • Trading transactions

Knowledge Graph

RoboSystems
Knowledge Graph
Powered by LadybugDB
Base Schema
RoboLedger
RoboInvestor
Base Schema
Foundation for all data
EntityTaxonomyElementDimensionStructureAssociationPeriodUnit
RoboLedger
Ledger management, close workflow & XBRL reporting
ReportFactTransactionEntryLine Item
RoboInvestor
Investment portfolio & securities extension
PortfolioSecurityPositionHolding

Applications

RoboLedger App
Ledger management, period close & AI-native reporting
RoboInvestor App
Portfolio management and security analysis
AI Agents logo
AI Agents
Claude AI with MCP-powered analysis

Domain Extensions

Start with the base schema, add RoboLedger or RoboInvestor extensions, then extend with custom nodes and relationships for your domain

Multi-Tenant Isolation

Each company operates in their own isolated knowledge graph—your data never mixes with other organizations

Semantic Hybrid Search

Search across filings, disclosures, and documents with hybrid BM25 full-text and KNN semantic vector matching powered by OpenSearch

Accounting Data Integration & Management

Powered by the RoboLedger schema extension — unifying QuickBooks, Plaid, and SEC XBRL data into a queryable knowledge graph for full-cycle ledger management, period close, and AI-native financial reporting

Data Integrations

Connect your accounting, banking, and regulatory data sources into the RoboLedger schema for a unified financial picture.

  • QuickBooks OAuth — chart of accounts, journal entries, and transactions
  • Plaid bank feeds — real-time transactions from bank accounts and credit cards
  • SEC EDGAR — US-GAAP XBRL taxonomy for account mapping and compliance

RoboLedger Application

  • US-GAAP auto-mapping with confidence scores
  • Period close workflow with financial statements
  • Visual Report Builder — Excel & formatted export

AI Console

  • Ask Claude AI questions about your books
  • Natural language to Cypher query generation
  • MCP integration for Claude Desktop and Cursor

The Vision: Knowledge Graph Driven Financial Reporting

Reports as Structured Data

RoboLedger creates XBRL-native financial reports — inherently queryable, comparable across periods, and ready for SEC filing.

AI-Native Close Workflow

From GAAP auto-mapping to guided period close to visual report builder — AI handles the mechanical work at machine speed so humans can focus on judgment.

How It Works

1

Connect

QuickBooks, Plaid, and SEC EDGAR via OAuth

2

Map to GAAP

AI auto-maps chart of accounts to US-GAAP taxonomy

3

Review Ledger

Transactions, journal entries, and trial balance

4

Close Books

Guided period close with XBRL-compliant statements

5

Report & Query

Visual Report Builder and Claude AI Console

Investment Portfolio & AI Research

The RoboInvestor extension tracks investment portfolios and provides AI-powered research against the SEC Shared Repository — connecting your private holdings to public company financial data

Portfolio Management

Track investment portfolios with cost basis, holdings, and valuations for both PE/VC and public market positions.

  • PE & VC instruments: SAFEs, KISSes, convertible notes, LLC units, LP interests
  • Portfolios with positions, cost basis, and current valuations
  • Link private holdings to public company SEC filing graphs

SEC Research Console

Text-to-Cypher AI translates natural language into graph queries against 115,000+ XBRL filings from 10,000+ public companies.

  • 10-K and 10-Q financial statements and fundamentals
  • AI-generated Cypher queries from plain English
  • Peer comparison and industry analysis

MCP & API Access

Connect Claude Desktop, Cursor, and other AI tools directly to your investment graph via the MCP protocol.

  • @robosystems/mcp for Claude Desktop and Cursor
  • Python and TypeScript client SDKs
  • Full REST API access with API key management

The Vision: Unified Investment & Accounting

The Bridge

RoboInvestor connects fund-level investments to underlying company financial and operational data. Your investment in Company X links directly to Company X's SEC filing graph.

From Founders to PE Firms

Whether you're a founder tracking personal investments alongside your business, or a PE firm managing 20+ portfolio companies, the same knowledge graph connects it all.

Roadmap: Portfolio Analytics Platform

Expanding RoboInvestor to support personal portfolios, family offices, and institutional investors

Brokerage Sync

Connect public market accounts via Plaid to sync holdings automatically

Market Data

Historical prices, benchmarks, and corporate actions

Performance Analytics

Portfolio returns, attribution, and risk metrics

How It Works

1

Track Your Portfolio

Add portfolios and positions — PE/VC instruments today, public market brokerage sync coming via Plaid

2

Research via AI

Ask questions in plain English — AI generates Cypher queries against 10,000+ public company SEC filings

3

Connect AI Tools

Use MCP to connect Claude Desktop or Cursor directly to your investment graph for deeper analysis

Ready to Build Your Knowledge Graph?

Transform your financial data into a semantic layer that AI can truly understand