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.

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Rabyt Financial Metrics

05:09 AM
  • 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 WEEKS
    Alpha Version Timeline
  • USER-TESTS
    23+
    Industry Interviews
  • DATA-INTEGRATIONS
    ALL
    Compatible Data Sources
  • FEATURE-COVERAGE
    85%
    vs. Competitors
  • FOUNDER-EXPERTISE
    15+ YRS
    Combined Experience
AI-Powered Financial Modeling

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.

Feature 01

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.

Feature 02

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.

Feature 03

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.

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Feature 04
Rabyt Knows Where to Look

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.

Interface

Agentic Interface

Rabyt Desktop

AI/ML

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

Phase 1: Ingest & Contextualize
Injection Agent
Entity Mapper
Phase 2: Data Hygiene
Sanity Check
Phase 3: Structure / BUILD
Scaffolding Agent
Formula Composer
Accounting Logic Agent
Phase 4: Assumptions & Scenarios
Reasoning Agent
Scenario Engine
Phase 5: Insight & Narrative
Narrative Agent
Presentation Agent
Phase 6: Review & Governance
Audit Agent
Compliance Agent
Data

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.

About Rabyt

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.

Danial Khan
The ability to infuse AI into a financial modelling workflow is game-changer. Its so exciting to think that an "AI financial analyst" can provide reasoning through iteration, and make modelling so much more productive.

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.

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