Analyze documents
Summarize information, compare files, and identify key findings.
Hebbia
AI tool profile ·
An AI research tool for finance and legal teams that answers questions across hundreds of documents at once, with citations.
85TriVista score
Category rank#2 in Enterprise Search and Knowledge Management
Baseline ELO1,558.8
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At a glance
What it does
Hebbia is an AI research tool for document-heavy finance, legal, and consulting work. Its core product, Max, lets an analyst ask a question across large sets of documents at once, such as hundreds of contracts, filings, or earnings transcripts, and get answers with citations back to the source. Investment banks, asset managers, and law firms use it; customers include Morgan Stanley and Centerview Partners. It connects to SEC filings, FactSet, S&P Capital IQ, PitchBook, and Preqin, and to internal file storage like SharePoint, OneDrive, Box, and Dropbox. Hebbia states it does not train models on customer data and keeps each client's data isolated. It holds SOC 2 Type II and ISO/IEC 42001 certifications and supports US and EU processing regions.
Where it can help
This fits an investment firm, law firm, or consulting practice whose core job is reading dense documents, such as due diligence, credit analysis, or contract review, especially where junior staff now search filings, transcripts, and contracts by hand. A sensible starting point is a pilot with one analyst team on one workflow, like diligence document review, using your own document set rather than a generic demo. Hebbia does not publish pricing, so treat any figure as a placeholder and get a quote tied to your seat count and data sources. Because it is built for specialized, document-heavy work, it may be more than a team needs if its main need is simple everyday company search.
Business Goals
Business goals to explore
Potential matches to review against your requirements. Explore matching tools or read a task guide before you choose.
Automate sales proposal generation
Turn approved content and customer requirements into proposal drafts for your sales team.
Find company knowledge
Find answers across your documents and internal resources.
Improve shop floor productivity
Identify bottlenecks and support frontline teams with clearer work instructions and operational insights.
Reduce customer service response times
Find relevant answers, route requests, and help service teams respond to customers sooner.
Reduce procurement costs
Analyze spending, compare suppliers, and identify opportunities to improve purchasing.
Research external information
Explore external sources to support business decisions.
Company fit
Where this tool fits best
The industries and leadership roles this tool is most often matched with.
How your company could affect the fit
How one company factor at a time moves the modeled score. The published score is unchanged.
How your company could affect the fit
How one company factor at a time moves the modeled score. The published score is unchanged.
Industry Energy and utilities Modeled score85.2 / 100 Modeled category rank#2
Baseline Consumer products
Adjusted ELO 1,561.0
Change from baseline +4.4 ELO
Industry Technology and telecommunications Modeled score85.0 / 100 Modeled category rank#2
Baseline Consumer products
Adjusted ELO 1,560.2
Change from baseline +3.6 ELO
Industry Construction and real estate Modeled score85.0 / 100 Modeled category rank#2
Baseline Consumer products
Adjusted ELO 1,560.1
Change from baseline +3.5 ELO
Industry Healthcare and life sciences Modeled score85.0 / 100 Modeled category rank#2
Baseline Consumer products
Adjusted ELO 1,560.0
Change from baseline +3.4 ELO
Industry Financial and professional services Modeled score85.0 / 100 Modeled category rank#2
Baseline Consumer products
Adjusted ELO 1,559.9
Change from baseline +3.3 ELO
Technology Maturity High Modeled score84.9 / 100 Modeled category rank#2
Baseline Moderate
Adjusted ELO 1,559.6
Change from baseline +2.9 ELO
Technology Maturity Low Modeled score84.0 / 100 Modeled category rank#2
Baseline Moderate
Adjusted ELO 1,554.1
Change from baseline -2.5 ELO
Industry Automotive and transportation Modeled score84.7 / 100 Modeled category rank#2
Baseline Consumer products
Adjusted ELO 1,558.3
Change from baseline +1.7 ELO
Revenue Band $100M-$500M Modeled score84.6 / 100 Modeled category rank#2
Baseline $25M-$100M
Adjusted ELO 1,557.7
Change from baseline +1.1 ELO
Revenue Band Over $2B Modeled score84.6 / 100 Modeled category rank#2
Baseline $25M-$100M
Adjusted ELO 1,557.6
Change from baseline +0.9 ELO
Revenue Band $500M-$2B Modeled score84.3 / 100 Modeled category rank#2
Baseline $25M-$100M
Adjusted ELO 1,555.8
Change from baseline -0.8 ELO
Revenue Band Under $25M Modeled score84.4 / 100 Modeled category rank#2
Baseline $25M-$100M
Adjusted ELO 1,556.3
Change from baseline -0.3 ELO
Company Type Business services Modeled score84.4 / 100 Modeled category rank#2
Baseline Manufacturing
Adjusted ELO 1,556.4
Change from baseline -0.2 ELO
Industry Retail and distribution Modeled score84.5 / 100 Modeled category rank#2
Baseline Consumer products
Adjusted ELO 1,556.9
Change from baseline +0.2 ELO
Industry Food and beverage Modeled score84.4 / 100 Modeled category rank#2
Baseline Consumer products
Adjusted ELO 1,556.4
Change from baseline -0.2 ELO
Industry Industrial manufacturing Modeled score84.5 / 100 Modeled category rank#2
Baseline Consumer products
Adjusted ELO 1,556.8
Change from baseline +0.2 ELO
Cost guide
What it can cost
These estimates cover licensing, setup, integrations, staff time, security, administration, and support.
| Cost measure | Low | Base | High |
|---|---|---|---|
| First-year total | $18.7K | $30.5K | $50.6K |
| Three-year total | $34.5K | $54.1K | $87.3K |
| First-year cost per unit | $935 | $1.5K | $2.5K |
| Average annual cost per unit (over three years) | $574 | $902 | $1.5K |
Cost breakdown by scenario
| Component | Low | Base | High |
|---|---|---|---|
| Licensing and usage | $975 | $1.3K | $1.8K |
| Implementation | $5.1K | $8.5K | $14.5K |
| Integration | $3.6K | $6.5K | $11.7K |
| Staff time and change management | $2.9K | $4.2K | $5.9K |
| Security | $2.5K | $3.5K | $5.3K |
| Administration | $1.9K | $2.5K | $3.4K |
| Support | $900 | $1.2K | $1.6K |
Estimate assumptions: This scenario uses a category-based allowance, not a verified price for this product. Based on 20 enabled users. Confirm the vendor’s billing unit and current price or quote before budgeting.
Benefits have not been estimated: The current research does not estimate potential savings, return on investment, or how long it would take to recover the cost. Earlier benefit estimates are excluded.
Get started
What you need first
What you need firstSet up the basics
Confirm current product identity, commercial packaging, data processing terms, sign-in and access rules, retention, integrations, support model, implementation effort, and rollback conditions.
How to startSet clear limits
Verify identity, package, availability, ownership, pricing, and security evidence before approving a pilot
Before you scaleSet safe working rules
Recommended next action
Do not approve a pilot yet. Verify the current product identity, package, availability, owner, pricing, and security evidence; then define one workflow, a baseline, and rollback criteria.
Decision ownerBusiness and technology owner
STARTSet a goal and owner
Define what success looks like for a test of Hebbia and assign someone to lead it.
FIRST MONTHTest one workflow
Once the requirements above are met, compare a small trial with how your team works today.
MONTH TWOReview actual use
Track adoption, output quality, business results, and actual costs against the estimate.
MONTH THREEDecide what comes next
Use the results to decide whether to stop, adjust, or expand the pilot.
Risk profile
Required controls
Security and safe use
Confirm encryption, how the vendor uses your data, customer data separation, how long data stays and how to delete it, activity records, sign-in and user setup, where data is handled, other companies that process data, past incidents, and what your team must manage.
Exit and rollback
Keep source documents in the data room or repository and export Hebbia projects, matrices, questions, citations, annotations, outputs, and reviewer corrections. Matrix logic and retrieval behavior may not transfer directly, so preserve the workpaper and retest representative analyses on a replacement.
Recommended next step
Do not approve a pilot yet. Verify the current product identity, package, availability, owner, pricing, and security evidence; then define one workflow, a baseline, and rollback criteria.
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Research support
How to learn more about this tool
Where to check the product, price, security, and support.
Reference source
Product website
View source →
Research observations recorded: 1. Evidence quality: Good support.
Score history
How the rating has changed
Recorded score and category rank across research updates.
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TriVista Score 84.8/100Category rank #2
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TriVista Score 84.8/100Category rank #2
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