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Hebbia
Hebbia
Visibility32
Vibe98
Businesses/Enterprise Software/Hebbia
Hebbia
AI Visibility & Sentiment

Hebbia

Hebbia is an enterprise AI platform designed specifically for finance and legal professionals. The company leverages generative AI to transform how financial institutions, law firms, and advisory services process and analyze large volumes of documents, delivering actionable insights and dramatically improving workflow efficiency.

Active Monitoring
hebbia.ai
Enterprise SoftwareStartups
AI Visibility Score
32/100

Low

Sentiment Score
98/100
Score by Priority

How often this business is recommended to users across different types of conversations — from direct product queries to broader open-ended conversations where AI could recommend this company's products and services

core
32
adjacent
33
OverviewLandscapeInsights & ActionsConversationsCitationsBrand Voice

Is this your business?

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Hebbia today.

Hebbia has achieved a striking capture of high-intent Claude users within the Private Equity sector, yet it remains a ghost in the broader legal automation and investment research dialogues where incumbents like AlphaSense and Luminance currently dominate. This extreme platform-specific success proves Hebbia has the technical narrative to win, but it is currently failing to translate that authority into the ChatGPT and Gemini ecosystems where the majority of enterprise discovery begins.

Working in your favor

Dominant #1 positioning on Claude for M&A due diligence and speed-focused queries.

Strong resonance with the Deal-Flow Private Equity Associate persona, achieving a 63% mention rate.

High authority in AI Overviews for transactional speed queries, frequently appearing in top-tier positions (7-9).

Gaps to close

Complete absence in the 'Legal & Compliance Workflow Automation' and 'Enterprise AI Trust' categories.

Critically low 13% mention rate on ChatGPT, the primary entry point for CIOs and enterprise buyers.

Underperforming in the 'Investment Research & Synthesis' space, trailing significantly behind AlphaSense and Bloomberg.

Opportunities

Capture the legal workflow market by targeting queries related to automated credit agreement reviews where competitors are currently weak.

Bridge the gap between 'Private Equity' success and 'Investment Research' by highlighting earnings report synthesis capabilities.

Leverage existing CIO persona strength (56% mention rate) to force inclusion in 'Trusted Enterprise AI' comparison queries.

Highest-Impact Actions
1

Execute a ChatGPT-specific content offensive focused on Enterprise Trust and Security.

A 13% mention rate on the world's most used AI platform is a critical vulnerability that allows competitors to define the category without Hebbia's input.

2

Develop and index deep-dive technical documentation for 'Automated Credit Agreement Review' and 'Legal Document Workflows'.

Hebbia was not mentioned in 100% of these queries, leaving the boutique law firm and legal automation market entirely to Luminance and Kira Systems.

3

Optimize for the 'Investment Research' vertical to displace AlphaSense.

Initial traction on Gemini (Position #3) suggests the model identifies Hebbia's utility here, but more consistent data density is needed to achieve the 60%+ rates seen in PE personas.

Value Proposition

Stop experimenting with AI—start working with it. Hebbia delivers production-ready enterprise AI that creates value from day one, processing mountains of information into actionable insights with complete transparency and enterprise-grade security.

Overview

Hebbia is an enterprise AI platform designed specifically for finance and legal professionals. The company leverages generative AI to transform how financial institutions, law firms, and advisory services process and analyze large volumes of documents, delivering actionable insights and dramatically improving workflow efficiency.

Mission

Pioneering Enterprise AI to amplify what firms do best, transforming mountains of information into insights with ease.

Products & Services
AI-powered document analysis and review platformDue diligence automation toolsResearch synthesis and earnings report summarizationIC Memo Deal Library and comps trackingLegal document workflow automation
Current State

Visibility Landscape

A high-level view of how Hebbia performs across AI platforms, broken down by strategic priority level — from core brand queries to growth opportunities.

ChatGPTChatGPT
ClaudeClaude
GeminiGemini
AI OverviewsAI Overviews

Reputation1q

Brand recognition & direct queries

97
97
97
97
“What do you know about Hebbia? What do they do and what's their reputation?”
#1
#1
#1
#1

Core4q

Product/service category queries

23
75
47
43
“help me speed up m&a due diligence using ai, what software should i use”
#23
#1
#9
#7
“what tools can summarize earnings reports and track comps across an entire sector automatically”
No
#6
#3
No
“most trusted enterprise ai platforms for finance and legal right now”
No
No
No
#8
“how can i automate the review of thousands of credit agreements for a big transaction”
—
#1
No
No

Growth Areas2q

Adjacent, aspirational & visionary

0
62
47
44
“help me automate legal document workflow for a boutique law firm”
No
No
No
No
“best way to build an ic memo deal library from old internal documents”
—
#1
#6
#7
ChatGPT
Claude
Gemini
AI Overviews

“What do you know about Hebbia? What do they do and what's their reputation?”

ChatGPT#1
Claude#1
Gemini#1
AI Overviews#1

“help me speed up m&a due diligence using ai, what software should i use”

ChatGPT#23
Claude#1
Gemini#9
AI Overviews#7

“what tools can summarize earnings reports and track comps across an entire sector automatically”

ChatGPTNo
Claude#6
Gemini#3
AI OverviewsNo

“most trusted enterprise ai platforms for finance and legal right now”

ChatGPTNo
ClaudeNo
GeminiNo
AI Overviews#8

“how can i automate the review of thousands of credit agreements for a big transaction”

ChatGPT—
Claude#1
GeminiNo
AI OverviewsNo

“help me automate legal document workflow for a boutique law firm”

ChatGPTNo
ClaudeNo
GeminiNo
AI OverviewsNo

“best way to build an ic memo deal library from old internal documents”

ChatGPT—
Claude#1
Gemini#6
AI Overviews#7
Competitive Landscape
1
Luminance
23 mentions
2
Kira Systems
21 mentions
3
Hebbia
18 mentions
4
AlphaSense
16 mentions
5
Kira
11 mentions
6
Excel
10 mentions
7
Bloomberg Terminal
10 mentions
8
Datasite
9 mentions
9
FactSet
9 mentions
10
Spellbook
9 mentions
11
Microsoft Word
9 mentions
Analysis

Insights & Recommended Actions

What's working, what's not, and specific steps to improve Hebbia's AI visibility.

Key Findings

Strength

Dominant #1 positioning on Claude for M&A due diligence and speed-focused queries.

Strength

Strong resonance with the Deal-Flow Private Equity Associate persona, achieving a 63% mention rate.

Strength

High authority in AI Overviews for transactional speed queries, frequently appearing in top-tier positions (7-9).

Recommended Actions

1

Execute a ChatGPT-specific content offensive focused on Enterprise Trust and Security.

A 13% mention rate on the world's most used AI platform is a critical vulnerability that allows competitors to define the category without Hebbia's input.

2

Develop and index deep-dive technical documentation for 'Automated Credit Agreement Review' and 'Legal Document Workflows'.

Hebbia was not mentioned in 100% of these queries, leaving the boutique law firm and legal automation market entirely to Luminance and Kira Systems.

3

Optimize for the 'Investment Research' vertical to displace AlphaSense.

Initial traction on Gemini (Position #3) suggests the model identifies Hebbia's utility here, but more consistent data density is needed to achieve the 60%+ rates seen in PE personas.

Programmatic Testing

Sample Conversations

We programmatically analyze questions that real customers are asking to AI agents and chatbots, extract brand mentions and sentiment, analyze every response, and synthesize the data into an action plan to increase AI visibility.

ChatGPTChatGPTClaudeClaudeGeminiGeminiAI OverviewsAI Overviews
Transactional Speed & Due Diligence(3 queries)

“help me speed up m&a due diligence using ai, what software should i use”

1/4 platforms mentioned

Core
ChatGPTChatGPT
1.Kira Systems
2.Litera
3.Evisort
4.Luminance
5.Eigen Technologies

+40 more

ClaudeClaude
1.Domo
2.Alteryx
3.Luminance
4.Kira Systems
5.LawGeex

+3 more

GeminiGemini
1.Kira Systems
2.ThoughtRiver
3.Eversheds Sutherland
4.Lex
5.Relativity

+11 more

AI OverviewsAI Overviews
1.Thomson Reuters
2.Kira
3.Litera
4.Luminance
5.LegalFly
9.Hebbia

+9 more

“best way to build an ic memo deal library from old internal documents”

0/3 platforms mentioned

Adjacent
The M&A Due Diligence Specialist · Senior M&A Associate
ClaudeClaude
1.Adobe Acrobat Pro
2.ABBYY FineReader
3.Luminance
4.Kira Systems
5.GPT-4

+9 more

GeminiGemini
1.iManage
2.NetDocuments
3.Adobe Acrobat Pro
4.ABBYY FineReader PDF
5.Kira Systems

+15 more

AI OverviewsAI Overviews
1.Asora
2.Box
3.Egnyte
4.InvestmentNews
5.Stack AI

+7 more

“how can i automate the review of thousands of credit agreements for a big transaction”

0/3 platforms mentioned

Core
The M&A Due Diligence Specialist · Senior M&A Associate
ClaudeClaude
1.Luminance
2.Kira Systems
3.Kira
4.Excel
GeminiGemini
1.Excel
2.Kira Systems
3.Luminance
4.Relativity
5.DISCO
AI OverviewsAI Overviews
1.V7 Go
2.Litera Kira
3.Ontra Insight for Credit
4.Centauri AI
5.SS&C

+8 more

Source Intelligence

Citations

The sources AI platforms cite when recommending this brand. Pendium reverse-engineers what's already proven to be catnip to AI agents, then engineers content that fills gaps and helps agents do their job — which means more citations for you.

Best AI Contract Review Software for Time-Critical M&A Deals

dioptra.ai

Web1 ref

The Top 7 AI Tools for M&A Due Diligence | LEGALFLY

legalfly.com

Web1 ref

Artificial Intelligence for M&A due diligence: See it in action

legal.thomsonreuters.com

Web1 ref

9 Best M&A Workflow Platforms for Investors [2026] - Hebbia

hebbia.com

Web1 ref

13 Leading M&A Due Diligence Software Solutions to Explore

finsider.ai

Web1 ref

Five ways to improve due diligence using gen AI | McKinsey

mckinsey.com

Web1 ref

Best Due Diligence Software for M&A [2025 Guide] - V7 Go

v7labs.com

Web1 ref

Balancing AI Efficiency with Human Judgment in M&A Due ...

koleyjessen.com

Web1 ref

7 Practical Ways to Use AI in M&A Transactions - Mayer Brown

mayerbrown.com

Web1 ref

Best AI Tools for M&A Due Diligence - Imaa-institute.org

imaa-institute.org

Web1 ref

Using Artificial Intelligence in Due Diligence for M&A Transactions

gknet.com

Web1 ref

AI Due Diligence: Overview, Benefits and Checklist - Sirion

sirion.ai

Web1 ref

5 Best AI Tools for Contract Due Diligence in 2026 - Spellbook

spellbook.legal

Web1 ref

Best AI Tools for M&A Lawyers in 2026 - Spellbook

spellbook.legal

Web1 ref

10 Best Platforms for Managing the M&A Process

glenleibowitz.net

Web1 ref
Brand Identity

Brand Voice & Style

How AI perceives Hebbia's communication style and personality

Hebbia communicates with confident authority backed by concrete results. The brand voice is sophisticated yet accessible, speaking directly to senior financial and legal professionals who value substance over hype. Messaging emphasizes proven outcomes with specific metrics, enterprise-grade reliability, and the transformation from AI experimentation to real business value. The tone is professional and polished without being stiff, conveying deep expertise while remaining approachable and solution-focused.

Core Tone Traits

Authoritative & Results-Driven

Leads with impressive metrics and proven outcomes ($25T AUM, 1000+ use cases, 5 years deploying at top firms)

Sophisticated & Professional

Speaks the language of finance and legal professionals with industry-specific terminology and enterprise credibility

Confident & Direct

Makes bold claims backed by evidence—'Stop experimenting with AI. Start working with it.'

Trustworthy & Transparent

Emphasizes security (SOC2), transparency ('trace every action AI takes'), and no training on user data

Visual Identity

Primary

#5B5FE8

Secondary

#FFFFFF

Accent

#1A1A2E

Background

#FFFFFF

Foreground

#111111

Backing

Investors

F
Floodgate

Engineer content that makes AI agents recommend you

Pendium analyzes how AI platforms perceive your brand, reverse-engineers what they already cite, and continuously publishes content designed to fill gaps and earn more mentions — on autopilot, with you in the loop.

Data generated by Pendium.ai AI visibility scanning. Last scanned February 27, 2026.

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Frequently asked questions

Don't see your question? Book a demo and we'll walk you through it.

Hebbia is an enterprise AI platform designed specifically for finance and legal professionals. The company leverages generative AI to transform how financial institutions, law firms, and advisory services process and analyze large volumes of documents, delivering actionable insights and dramatically improving workflow efficiency.

Stop experimenting with AI—start working with it. Hebbia delivers production-ready enterprise AI that creates value from day one, processing mountains of information into actionable insights with complete transparency and enterprise-grade security.

AI Visibility Score

Hebbia has an AI visibility score of 22/100, rated as low. This score reflects how often and how prominently Hebbia appears in responses from AI assistants like ChatGPT, Claude, and Gemini.

AI Perception Summary

Hebbia has achieved a striking capture of high-intent Claude users within the Private Equity sector, yet it remains a ghost in the broader legal automation and investment research dialogues where incumbents like AlphaSense and Luminance currently dominate. This extreme platform-specific success proves Hebbia has the technical narrative to win, but it is currently failing to translate that authority into the ChatGPT and Gemini ecosystems where the majority of enterprise discovery begins.

Strengths

  • Dominant #1 positioning on Claude for M&A due diligence and speed-focused queries.
  • Strong resonance with the Deal-Flow Private Equity Associate persona, achieving a 63% mention rate.
  • High authority in AI Overviews for transactional speed queries, frequently appearing in top-tier positions (7-9).

Visibility Gaps

  • Complete absence in the 'Legal & Compliance Workflow Automation' and 'Enterprise AI Trust' categories.
  • Critically low 13% mention rate on ChatGPT, the primary entry point for CIOs and enterprise buyers.
  • Underperforming in the 'Investment Research & Synthesis' space, trailing significantly behind AlphaSense and Bloomberg.

Competitors in AI Recommendations

  • Luminance: 23 mentions
  • Kira Systems: 21 mentions
  • AlphaSense: 16 mentions
  • Kira: 11 mentions
  • Excel: 10 mentions
  • Bloomberg Terminal: 10 mentions
  • Datasite: 9 mentions
  • FactSet: 9 mentions
  • Spellbook: 9 mentions
  • Microsoft Word: 9 mentions
  • Relativity: 8 mentions
  • Litera: 7 mentions
  • Intralinks: 7 mentions
  • Sentieo: 6 mentions
  • Pinecone: 6 mentions

Categories: Enterprise Software

Tags: Startups