PYRAMYD vs Hebbia
Hebbia runs agents over financial documents. PYRAMYD runs them over your product and its market.
Both ship AI agents with cited answers. Hebbia runs them over your documents, public filings, and licensed financial data, for finance and legal teams. PYRAMYD, the intelligence platform for software companies, runs them over your product, your market, your competitors, and your deals.
Side-by-side
What each platform is built for.
Both run AI agents and cite their sources. The difference is what the agents run over, and the questions each was built to answer.
| Dimension | Hebbia | PYRAMYD |
|---|---|---|
| Core substrate | Matrix: agents break a question into steps and run it across all your files — PDFs, decks, email chains, images — showing their work in a grid you can edit.Sources: Hebbia blog: Matrix · hebbia.com | A typed graph of the software market, connected to your own product and deals: questions run over products, categories, reviews, and deals rather than a document set. |
| Primary vertical | Finance: investment banks and over 40% of the largest asset managers by AUM, plus law firms, consultants, and Fortune 500 companies. Named customers include KKR, MetLife, and the U.S. Air Force.Sources: Fitch Solutions, 24 Feb 2026 · hebbia.com · Hebbia, 26 Jun 2025 | Intelligence for software companies: CI in the Competitors hub and RFPs in the Accounts hub, alongside Markets and Products. |
| Best for | Due diligence, M&A analysis, contract review, origination, and screening across data rooms, filings, and research.Sources: Hebbia, 26 Jun 2025 · Fitch Solutions, 24 Feb 2026 | Competitive, category, and product-market questions about the software market, such as ‘How is our competitive set evolving in CRM?’ |
| Data source | Your own files (SharePoint, OneDrive, Box, Dropbox, Egnyte, IntraLinks), plus SEC and international filings, earnings transcripts, and licensed data from FactSet, S&P Capital IQ, PitchBook, Preqin, Fitch, Third Bridge, and Guidepoint.Sources: hebbia.com · Fitch Solutions, 24 Feb 2026 | Your product, customers, and deals from your own tools, beside 250K+ products, 2,546 categories, and 2.4M+ reviews already in the graph. New signals are collected every day from a catalog of 2,000+ sources. |
| Citations | Citation-backed research: answers link back to the supporting evidence.Sources: Fitch Solutions, 24 Feb 2026 · Hebbia blog: Headless Hebbia | Cited answers; AI-written fields record the model, prompt version, sources, and confidence. |
| Agents and outputs | Agents that decompose a task into steps, and generation of memos, slide decks, and spreadsheets; it acquired FlashDocs, a slide-generation company, in June 2025.Sources: Hebbia blog: Matrix · Hebbia, 26 Jun 2025 · Fitch Solutions, 24 Feb 2026 | APEX · 20 specialist agents and 150+ tools. |
| Access from AI assistants | An API and an MCP server: assistants such as Claude and ChatGPT can call Hebbia and get answers with the supporting evidence.Source: Hebbia blog: Headless Hebbia | With a scoped token, Claude Desktop, Cursor, or Zed (MCP) and ChatGPT (custom GPT Actions) can read your battlecards, competitors, and signals, but cannot ask APEX itself a question; full MCP access is coming. |
| Pricing | Not published. Seat-based, custom enterprise contracts negotiated with sales.Source: Metronome, 23 Jan 2026 | Published per-seat prices: Starter is Workspace plus one hub you choose; Growth and Enterprise add all four hubs, with live prices on the pricing page. |
Facts about Hebbia come from the public sources under each row, checked 7 Oct 2026. The PYRAMYD column and the “Wins on” column are ours.
When to pick each
Two answers, two markets.
Pick Hebbia when
- Your workflow is diligence, M&A, contract review, or origination across data rooms, filings, and research.
- A grid of questions run across many documents (Matrix) fits how your team works.
- You want licensed financial data — FactSet, S&P Capital IQ, PitchBook, Fitch — next to your own files.
- You want Claude or ChatGPT to call your research platform over MCP today.
Pick PYRAMYD when
- Your team asks competitive, category, or product-market questions about the software market and your place in it.
- You want a graph loaded before day one: 250K+ products, 2,546 categories and 2.4M+ reviews, with new signals collected every day from a catalog of 2,000+ sources.
- Competitive intelligence and RFP responses are core workflows — CI lives in the Competitors hub, RFPs run in the Accounts hub.
- Public, per-seat pricing matters: Starter is Workspace plus one hub you choose, and Growth and Enterprise add all four hubs.
Bottom line
Hebbia is built for finance and legal document work. PYRAMYD is built for software companies.
Hebbia's use by investment banks and over 40% of the largest asset managers by AUM tells you who it is built for. PYRAMYD's graph of 250K+ products and its five hubs tell you who we built for. Different markets, a shared commitment to agents with cited answers.
See PYRAMYD answer a question about your product and its market.
30 minutes. Bring a real competitive or category question. We'll show the answer from the graph, the sources behind it, and the per-seat economics vs. your current stack.