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.

RoboSystemsRoboSystems

Graphs & Repositories

Manage your graphs and access repositories

RFS LLC
kg9c3d6
entity
roboledger
Harbinger FinLab
kg7f2a1
entity
roboledgerroboinvestor
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.

$

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
EntityTaxonomyElementPeriodUnit
RoboLedger
Accounting & reporting extension
ReportFactDimensionStructureAssociationTransactionLine Item
RoboInvestor
Investment & securities extension
PortfolioSecurityPositionMarket Data

Applications

RoboLedger App
Accounting and financial 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 extension that unifies QuickBooks transactions, SEC XBRL filings, and banking data into a single, queryable knowledge graph with semantic search and AI memory

QuickBooks Integration

Synchronize your QuickBooks accounting data into the RoboLedger extension for unified reporting and analysis.

  • Chart of accounts synchronization
  • Journal entries and transactions
  • Trial balance import

RoboLedger Application

  • Financial report builder
  • Ledger and journal management
  • Entity data visualization

MCP Agent Access

  • Natural language queries
  • Claude AI integration
  • Cypher query generation

The Vision: Knowledge Graph Driven Financial Reporting

Reports as Structured Data

Unlike traditional PDF reports, RoboLedger creates XBRL-native financial reports that are inherently queryable and comparable across periods.

AI-Native Report Builder

Claude generates financial reports from natural language requests. AI handles the mechanical work at machine speed—humans apply judgment on what matters.

Coming Soon

SEC Filing Import

Import your company's 10-K/10-Q filings by CIK for normalized financial statement analysis

Plaid Banking

Connect bank accounts for automated transaction feeds and reconciliation

XBRL-Native Reports

Generate reports as structured data—comparable, portable, and machine-readable

How It Works

1

Connect QuickBooks

Securely authenticate with QuickBooks via OAuth to grant RoboLedger read access to your accounting data

2

Sync to Graph

Data flows into the RoboLedger extension within your company's isolated knowledge graph

3

Analyze & Report

Use RoboLedger to build reports, or query via MCP agents for AI-powered insights

Securities Research & Investment Analytics

The RoboInvestor extension provides AI-powered securities research and competitive analysis against the SEC Shared Repository with semantic search across filings and disclosures

SEC Shared Repository

Query 115,000+ SEC XBRL filings across 10,000+ public companies for securities research and competitive analysis.

  • 10-K and 10-Q financial statements
  • Company fundamentals and ratios
  • Peer comparison across industries

MCP Agent Access

Natural language queries against the SEC repository via Claude AI and the MCP protocol with semantic memory.

  • Ask questions in plain English
  • AI-generated Cypher queries
  • Semantic memory across sessions

RoboInvestor Application

Web interface for exploring the SEC repository and conducting securities research.

  • Chat-based research interface
  • Entity exploration and discovery
  • Query history and saved searches

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 data from RoboLedger.

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 graph connects it all.

Roadmap: Portfolio Analytics Platform

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

Portfolio Sync

Connect brokerage accounts (Schwab, Fidelity) to sync holdings

Market Data

Historical prices, benchmarks, and corporate actions

Performance Analytics

Portfolio returns, attribution, and risk metrics

How It Works

1

Access Repository

Connect to the SEC Shared Repository containing all public company XBRL filings

2

Ask Questions

Query in natural language or Cypher—AI translates your questions into optimized graph queries

3

Get Insights

Receive structured financial data, comparisons, and analysis for your research

Ready to Build Your Knowledge Graph?

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