Skip to content

Daloopa vs Hebbia

A side-by-side comparison of Daloopa and Hebbia, two Finance tools, drawn from Ignaite's continuously-verified listings.

Compared from listings verified as of

Daloopa

Finance

Source-linked financial data extracted from filings, feeding analyst models, AI agents, and LLMs.

View Daloopa

Hebbia

Finance

Enterprise AI that analyzes vast document sets for finance and law.

View Hebbia

At a glance

Feature comparison of Daloopa and Hebbia
AttributeDaloopaHebbia
CategoryFinanceFinance
Pricing (differs)FREEMIUMPAID
LicenseProprietaryProprietary
DeploymentCloudCloud
Platforms (differs)Web, APIWeb
Model support (differs)Model-agnosticMulti-model
Vendor (differs)DaloopaHebbia
Capabilities (differs)
  • MCP server
  • Document parsing (structured)
  • Structured extraction
  • Financial data extraction
  • Financial modeling
  • Trigger-action automation
  • Chat with documents
  • Cited answers
  • Structured extraction
  • Financial research

The honest brief

Daloopa

Every extracted metric links back to the exact source document, giving analysts auditable fundamentals across 5,500+ tickers rather than black-box numbers.

  • Auditable: every number traces to filings
  • Up to 14 years of standardized history
  • Free Data Sheets tier
  • MCP and API access for AI tools
  • Excel add-in for modeling
  • Paid tier pricing not public
  • Core/Premium require sales contact
  • Focused on public-company fundamentals
  • Free tier limited to 3 Data Sheets

Hebbia

Matrix answers each query as a traceable spreadsheet grid via an agent swarm over millions of docs, not one RAG pass.

  • Spreadsheet-grid answers across docs
  • Citation-first, source traceability
  • Handles millions of documents
  • SOC 2 / ISO 27001, no data training
  • No public pricing, sales-only
  • Heavy enterprise onboarding
  • Overbuilt for small teams
  • Answers a fixed doc set, takes no actions

When to pick which

Both cover Structured extraction.

Pick Daloopa if you need MCP server, Document parsing (structured), Financial data extraction, and Financial modeling.

  • MCP server (secondary capability)
  • Document parsing (structured) (secondary capability)
  • Financial data extraction (primary capability)
  • Financial modeling (secondary capability)

Pick Hebbia if you need Trigger-action automation, Chat with documents, Cited answers, and Financial research.

  • Trigger-action automation (secondary capability)
  • Chat with documents (primary capability)
  • Cited answers (primary capability)
  • Financial research (secondary capability)

They also differ on:

Pricing
FREEMIUM · PAID
Platforms
Web, API · Web
Daloopa detailsHebbia detailsAll Finance apps