AI-Powered Financial Modeling
Build audit-ready financial models 10× faster with Rabyt's AI agent that generates transparent models cell-by-cell in a Cursor-like environment.
Rabyt Financial Metrics
- TAM↑$2B+Total Addressable Market
- ROI↑10×Efficiency Improvement
- TIME-TO-MODEL↓90%Reduction in Modeling Time
- AUDIT-READY✓100%Transparent Formulas
- ANALYSTS→1.2M+Potential Users
- MVP→6 WEEKSAlpha Version Timeline
- USER-TESTS↑23+Industry Interviews
- DATA-INTEGRATIONS✓ALLCompatible Data Sources
- FEATURE-COVERAGE↑85%vs. Competitors
- FOUNDER-EXPERTISE✓15+ YRSCombined Experience
Build complex financial models 10× faster
Rabyt transforms how financial analysts work by providing an AI agent that understands your data and helps build transparent, audit-ready financial models.
Enterprise-Grade Security
Rabyt will be built with the same rigorous security standards as our competitors like Hebbia, Endex, and Rogo.ai. We understand that financial data is highly sensitive and requires robust protections at every level.
Secure Data Ingestion
Our platform will provide secure connectors to local files, OneDrive, SharePoint, and financial data providers like CapIQ and Bloomberg exports. Your sensitive financial data never leaves your secure environment without your explicit permission.

Sandboxed Execution
We prevent hallucinated formulas from corrupting your live workbooks. Every change is presented as a preview diff before you commit to it, ensuring full control over your financial models.

AI Transparency & Model Controls
Every AI-generated formula or adjustment is presented with full context and rationale. Users can review, edit, or reject suggestions before applying them, ensuring full control and audit-friendliness — without AI overreach.

SOC 2 Compliance
We're committed to achieving SOC 2 certification, ensuring our infrastructure meets rigorous security standards for enterprise deployments.
GDPR Compliance
Our platform (Post-MVP) will be designed to meet GDPR requirements, with transparent data processing, data minimization, and user rights management built-in.
FINRA Compatibility
We're building our platform with financial regulatory requirements in mind, ensuring compliance with FINRA guidelines for enterprise rollout (Post-MVP).
Long-Context Modeling
Our specialized pipelines can handle financial PDFs with 1-2M tokens through advanced retrieval and hierarchical summarization tailored to financial statements.
Advanced XBRL Parsing
We extract structured data from XBRL tags in financial documents, providing more accurate and reliable inputs for your financial models.
Data Encryption
All data is encrypted at rest and in transit using industry-standard encryption protocols to protect your sensitive financial information.
What do we envision for the Rabyt UI?
There are many approaches to financial modeling, but most remain outdated—manual, fragmented, or overly complex, making them hard to trust or scale.

Surface modeling issues before they become mistakes.
Get a taste of what Rabyt's Audit Agent can do for your models:
Rabyt AI Architecture
Our AI-powered financial modeling platform works through an integrated system of specialized components on top of a Electron.js desktop app with a FastAPI backend.
Agentic Interface
Rabyt Desktop
Agent Framework
Rabyt Desktop
Tools
Charting, Spreadsheet interaction
Financial Search Engines
Hybrid Keyword & Vector Search
Query Planning
Decomposing the Task
Context Window Management
Chat History, re-rank, metadata
Injection Agent
Entity Mapper
Sanity Check
Scaffolding Agent
Formula Composer
Accounting Logic Agent
Reasoning Agent
Scenario Engine
Narrative Agent
Presentation Agent
Audit Agent
Compliance Agent
Unified Financial Knowledge Graph
Data Lake
Structured, unstructured, semi-structured
Large Scale Content Injection
Regulatory filings, transcripts, web data
Financial Content Providers
E.g. Bloomberg Terminal, Yahoo Finance, etc.
Enterprise App Data
E.g. DealCloud, Salesforce, Sharepoint, etc.
Building the Future of Financial Modeling
Rabyt is a cursor-like environment for financial analysts who build and test complex financial models. Our AI agent contextualizes your data, then helps you build financial models cell-by-cell with transparent formulas, not black-box outputs. Users can accept or reject edits inline while our agent learns from those corrections, producing audit-ready models 10× faster with traceable logic.
Unified Data Graph
Ingests & links your raw data into a unified financial-data graph for powerful modeling.
Transparent Models
Generates models cell-by-cell with clear formulas, not black-box outputs.
Iterative Learning
Accept or reject edits inline while our agent learns from your corrections.

Join Our Vision
Transform Financial Modeling Forever. We're building the future of financial analysis with a $2B+ TAM and a clear path to revolutionizing how financial professionals work. Our team is ready to scale this vision with the right partners.
