Hebbia vs Rogo

Hebbia — Application · Private · $700M valuation · 4 of 4 figures sourced  |  Rogo — Application · Private · $300M raised · 3 of 3 figures sourced

Relationship

Hebbia's own official comparison page ranking itself as the top Rogo alternative.

3 of 3 capabilitiesShared product typeSourced competitorSearch our internal documents

3 of 3 capabilities — Shares document extraction, financial analysis and knowledge retrieval.

Ludbee capability tags · from the product records

Shared product type — Both ship AI agent.

Ludbee product records

Sourced competitor — “Rogo is optimized for standard investment banking tasks. For investors who are conducting complex due diligence that may not follow a template, the platform can feel less flexible than an advanced reasoning engine like Hebbia.”

hebbia.com · checked 2026-09-19

Search our internal documents — Rivals on this job — Point a tool at a company's own documents, wikis and tickets and get answers with citations back.

Ludbee needs vocabulary · the scope on the sourced edge

Aligned comparison

FieldHebbiaRogo
Size$700M valuation$300M raised different basis
Employees45100 Rogo has 2.2× more
Founded20202022 2 yrs later
StatusPrivatePrivate match
CategoryApplicationApplication match
Stack layerAI agent, Agent platformAI agent, Platform
HeadquartersNew York, USANew York, USA match

Capability overlap

Shared · 3

Document extractionFinancial analysisKnowledge retrieval

Identical capability tags — the difference is in execution, not scope.

Products, side by side

Hand-checked pairing

Hebbia

AI agent

Hebbia MaxAI agent

An AI analyst agent for deal teams that builds financial models, decks and dashboards from firm and market data, and works over email.

Rogo

AI agent

FelixAI agent

Financial analyst agent that researches companies and drafts materials for bankers and investors.

No counterpart

Hebbia sells these in a stack layer with no product recorded for Rogo yet — nothing on the other side to compare them against.

Agent platform

Hebbia MatrixAgent platform

Runs a document set through a grid of prompts, producing a table of answers with each cell traced to its source.

Rogo sells these in a stack layer with no product recorded for Hebbia yet — nothing on the other side to compare them against.

Platform

RogoPlatform

Searches and answers questions across a firm's filings, transcripts and internal documents.

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