Hebbia

Visibility29

Vibe98

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 Software Startups

AI Visibility Score

29/100

Low

Sentiment Score

98/100

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.

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

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

Agent Breakdown

AI Platforms

How often do different AI platforms reference Hebbia?

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Conversation Analysis

Topics

What conversations is Hebbia included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Hebbia to, and when?

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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.

ChatGPT

Claude

Gemini

AI 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

ChatGPT

1.Kira Systems

2.Litera

3.Evisort

4.Luminance

5.Eigen Technologies

+40 more

Claude

1.Domo

2.Alteryx

3.Luminance

4.Kira Systems

5.LawGeex

+3 more

Gemini

1.Kira Systems

2.ThoughtRiver

3.Eversheds Sutherland

4.Lex

5.Relativity

+11 more

AI 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

Claude

1.Adobe Acrobat Pro

2.ABBYY FineReader

3.Luminance

4.Kira Systems

5.GPT-4

+9 more

Gemini

1.iManage

2.NetDocuments

3.Adobe Acrobat Pro

4.ABBYY FineReader PDF

5.Kira Systems

+15 more

AI 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

Claude

1.Luminance

2.Kira Systems

3.Kira

4.Excel

Gemini

1.Excel

2.Kira Systems

3.Luminance

4.Relativity

5.DISCO

AI Overviews

1.V7 Go

2.Litera Kira

3.Ontra Insight for Credit

4.Centauri AI

5.SS&C

+8 more

Investment Research & Synthesis(1 query)

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

0/4 platforms mentioned

ChatGPT

1.Bloomberg Terminal

2.Refinitiv Eikon

3.LSEG

4.S&P Global

5.Capital IQ

+37 more

Claude

1.Bloomberg Terminal

2.FactSet

3.S&P Capital IQ

4.Seeking Alpha Premium

5.Koyfin

+7 more

Gemini

1.FactSet

2.Bloomberg Terminal

3.S&P Capital IQ

4.AlphaSense

5.Sentieo

+17 more

AI Overviews

1.AlphaSense

2.FinChat.io

3.Aiera

4.Hudson Labs

5.Energent.ai

+5 more

Legal & Compliance Workflow Automation(1 query)

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

0/4 platforms mentioned

ChatGPT

1.Lawyaw

2.Documate

3.DocuSign

4.Adobe Sign

5.Microsoft 365 SharePoint

+25 more

Claude

1.Clio

2.MyCase

3.HubSpot Service Hub

4.HotDocs

5.Legito

+7 more

Gemini

1.Lawyaw

2.Documate

3.Microsoft Word

4.PandaDoc

5.Ninox Database

+25 more

AI Overviews

1.Clio

2.Clio Draft

3.Lawyaw

4.Clio Manage

5.Smokeball

+9 more

Enterprise AI Trust & Category Comparison(1 query)

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

0/4 platforms mentioned

ChatGPT

1.Microsoft Azure OpenAI Service

2.Microsoft 365

3.Power Platform

4.Google Cloud

5.Vertex AI

+42 more

Claude

1.Bloomberg Terminal

2.Refinitiv Eikon/Workspace

3.Thomson Reuters CLEAR

4.BlackRock Aladdin

5.SS&C Advent

+15 more

Gemini

1.Microsoft Azure AI

2.Azure Machine Learning

3.Azure Cognitive Services

4.Azure Synapse Analytics

5.Amazon Web Services (AWS) AI/ML

+14 more

AI Overviews

1.Harvey

2.Thomson Reuters CoCounsel

3.Ironclad

4.Spellbook

5.Microsoft Word

+13 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

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).

Gap

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

Gap

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

Gap

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

Opportunity

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

Opportunity

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

Opportunity

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

Technical Health

Site Health for AI Visibility

How well Hebbia's website is optimized for AI agent discovery and comprehension.

88/100

15 passed 6 warnings

Audited 2/27/2026

Crawlability86

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO80

Titles, descriptions, headings

Content Quality87

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG87

Open Graph, Twitter cards

AI Readability60

How well AI can parse your content

Warnings

2 render-blocking resource(s) detected

Consider deferring or async-loading non-critical scripts and stylesheets.

Title is too short (7 characters)

Expand the title to 50-60 characters with descriptive keywords.

Meta description is too short (27 characters)

Expand the description to 150-160 characters with a clear value proposition.

Page has 2 H1 tags. Best practice is one.

Use a single H1 for the main heading, and H2-H6 for subheadings.

Missing Open Graph tags for social sharing

Add og:title, og:description, and og:image meta tags.

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

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

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations alongside or instead of Hebbia

Luminance23 mentions

Kira Systems21 mentions

Hebbia18 mentions

AlphaSense16 mentions

Kira11 mentions

Excel10 mentions

Bloomberg Terminal10 mentions

Datasite9 mentions

FactSet9 mentions

Spellbook9 mentions

Microsoft Word9 mentions

Source Intelligence

Citations

Sources that AI assistants cite. Getting featured here improves visibility.

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

https://www.dioptra.ai/resources/best-ai-contract-review-software-for-time-critical-ma-deals

Referenced in 1 query

Review

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

https://www.legalfly.com/post/the-top-7-ai-tools-for-m-a-due-diligence

Referenced in 1 query

Review

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

https://legal.thomsonreuters.com/en/insights/articles/how-ai-and-document-intelligence-are-changing-the-legal-tech-game

Referenced in 1 query

Pitch Story

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

https://www.hebbia.com/blog/m-a-software-and-tools

Referenced in 1 query

Review

13 Leading M&A Due Diligence Software Solutions to Explore

https://finsider.ai/blog/ma-due-diligence-software/

Referenced in 1 query

Review

Five ways to improve due diligence using gen AI | McKinsey

https://www.mckinsey.com/capabilities/transformation/our-insights/from-potential-to-performance-using-gen-ai-to-conduct-outside-in-diligence

Referenced in 1 query

Review

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

https://www.v7labs.com/blog/due-diligence-software

Referenced in 2 queries

Review

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

https://www.koleyjessen.com/insights/publications/balancing-ai-efficiency-with-human-judgment-in-m-a-due-diligence

Referenced in 1 query

Review

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

https://www.mayerbrown.com/en/insights/publications/2025/09/7-practical-ways-to-use-ai-in-manda-transactions

Referenced in 1 query

Review

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

https://imaa-institute.org/blog/ai-for-due-diligence/

Referenced in 2 queries

Review

Using Artificial Intelligence in Due Diligence for M&A Transactions

https://gknet.com/news/publications/using-artificial-intelligence-in-due-diligence-for-ma-transactions/

Referenced in 1 query

Review

AI Due Diligence: Overview, Benefits and Checklist - Sirion

https://www.sirion.ai/library/contract-ai/ai-due-diligence/

Referenced in 1 query

Review

Content Engineering

Recommended Actions

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.

Impact: High

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.

Impact: High

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.

Impact: Medium

Deploy 'Comparison' content specifically designed to trigger AI Overview inclusion for 'Most Trusted Enterprise AI'.

Hebbia is already performing well in AI Overviews (47%); optimizing for trust-based queries will capitalize on this existing algorithmic preference.

Impact: Medium

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