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Compare
V7 vs. Hebbia
V7 vs. Hebbia
V7 vs. Hebbia
Searching for a good Hebbia alternative?
Searching for a good Hebbia alternative?
Searching for a good Hebbia alternative?
Evaluating Hebbia as an AI knowledge work platform
Evaluating Hebbia as an AI knowledge work platform
V7
vs.

V7
vs.

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Why choose V7 over Hebbia?
Both platforms automate document-intensive workflows for regulated industries, with different approaches to implementation and industry coverage.
Overview
Overview
Visual Source Grounding
V7 Go provides AI citations that visually highlight exact source locations in documents, enabling on-screen verification during human-in-the-loop review processes.
Broader Industry Coverage
V7 Go offers 300+ pre-built agents across finance, legal, insurance, and real estate, while Hebbia focuses primarily on finance and legal sectors.
Rapid Implementation
V7 Go solution engineers build custom agents in hours and deliver measurable outcomes within 11 days, compared to longer enterprise sales cycles.
Features
Features
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What makes V7 Go the best Hebbia alternative
See how both platforms compare across key capabilities
Features
Features
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V7

Hebbia
vs.
Visual Source Citations
Visual Source Citations
Visual Source Citations
Visual Source Citations
Interactive visual highlighting traces every output to exact document locations on screen
Interactive visual highlighting traces every output to exact document locations on screen
V7
Interactive visual highlighting traces every output to exact document locations on screen
Interactive visual highlighting traces every output to exact document locations on screen
Provides citations linking outputs to source documents with full traceability
Provides citations linking outputs to source documents with full traceability
Hebbia
Provides citations linking outputs to source documents with full traceability
Provides citations linking outputs to source documents with full traceability
Pre-built Industry Agents
300+ specialized agents for finance, legal, insurance, and real estate ready to deploy
300+ specialized agents for finance, legal, insurance, and real estate ready to deploy
V7
300+ specialized agents for finance, legal, insurance, and real estate ready to deploy
300+ specialized agents for finance, legal, insurance, and real estate ready to deploy
Supports 1,000+ use cases but requires more configuration for specialized workflows
Supports 1,000+ use cases but requires more configuration for specialized workflows
Hebbia
Supports 1,000+ use cases but requires more configuration for specialized workflows
Supports 1,000+ use cases but requires more configuration for specialized workflows
Context Window Capacity
Supports 1M+ token context windows for analyzing large document bundles
Supports 1M+ token context windows for analyzing large document bundles
V7
Supports 1M+ token context windows for analyzing large document bundles
Supports 1M+ token context windows for analyzing large document bundles
Infinite effective context window for processing very large document sets
Infinite effective context window for processing very large document sets
Hebbia
Infinite effective context window for processing very large document sets
Infinite effective context window for processing very large document sets
Multi-Modal Processing
Processes text, images, charts, tables, and handwriting across multiple formats
Processes text, images, charts, tables, and handwriting across multiple formats
V7
Processes text, images, charts, tables, and handwriting across multiple formats
Processes text, images, charts, tables, and handwriting across multiple formats
Handles text and visual inputs including charts and graphs in documents
Handles text and visual inputs including charts and graphs in documents
Hebbia
Handles text and visual inputs including charts and graphs in documents
Handles text and visual inputs including charts and graphs in documents
Low-Code Workflow Builder
Visual interface with conditional logic, loops, and branching for business users
Visual interface with conditional logic, loops, and branching for business users
V7
Visual interface with conditional logic, loops, and branching for business users
Visual interface with conditional logic, loops, and branching for business users
Matrix platform enables agent building but with more consultative configuration
Matrix platform enables agent building but with more consultative configuration
Hebbia
Matrix platform enables agent building but with more consultative configuration
Matrix platform enables agent building but with more consultative configuration
Implementation Support
Solution engineers build custom agents and integrations with measurable outcomes in 11 days
Solution engineers build custom agents and integrations with measurable outcomes in 11 days
V7
Solution engineers build custom agents and integrations with measurable outcomes in 11 days
Solution engineers build custom agents and integrations with measurable outcomes in 11 days
Enterprise sales model with consultative implementation process
Enterprise sales model with consultative implementation process
Hebbia
Enterprise sales model with consultative implementation process
Enterprise sales model with consultative implementation process
Pricing
Pricing
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Pricing
Hebbia pricing explained
Understanding enterprise pricing models and value delivery
Features
Features
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Features
V7
V7 Go pricing is structured around a base platform fee that includes access to the V7 platform with AI agents, plus user licenses and data processing charges based on actual usage and use case requirements. The platform offers flexible pricing that scales with document volume, and premium white-glove service includes building custom integrations with legacy systems, designing industry-specific AI agents by expert solution engineers, and providing hands-on implementation support with measurable outcomes.
V7 Go pricing is structured around a base platform fee that includes access to the V7 platform with AI agents, plus user licenses and data processing charges based on actual usage and use case requirements. The platform offers flexible pricing that scales with document volume, and premium white-glove service includes building custom integrations with legacy systems, designing industry-specific AI agents by expert solution engineers, and providing hands-on implementation support with measurable outcomes.
Base platform fee plus user licenses and usage-based data processing charges
Base platform fee plus user licenses and usage-based data processing charges
Base platform fee plus user licenses and usage-based data processing charges
Base platform fee plus user licenses and usage-based data processing charges
White-glove service includes custom integrations and specialized agent development
White-glove service includes custom integrations and specialized agent development
White-glove service includes custom integrations and specialized agent development
White-glove service includes custom integrations and specialized agent development
Free proof of concept with sample documents before commitment
Free proof of concept with sample documents before commitment
Free proof of concept with sample documents before commitment
Free proof of concept with sample documents before commitment

Hebbia
Hebbia uses an enterprise pricing model that emphasizes value on day one with ROI out of the box and unlimited customization for enterprise customers. Pricing is not published openly and requires booking a demo for custom quotes. The platform offers Matrix, which provides access to their AI platform with the ability to build any AI agent. Costs are tailored based on enterprise needs, usage volume, and specific requirements, with some estimates suggesting premium pricing for large-scale deployments.
Hebbia uses an enterprise pricing model that emphasizes value on day one with ROI out of the box and unlimited customization for enterprise customers. Pricing is not published openly and requires booking a demo for custom quotes. The platform offers Matrix, which provides access to their AI platform with the ability to build any AI agent. Costs are tailored based on enterprise needs, usage volume, and specific requirements, with some estimates suggesting premium pricing for large-scale deployments.
Enterprise pricing model with custom quotes based on usage and requirements
Enterprise pricing model with custom quotes based on usage and requirements
Enterprise pricing model with custom quotes based on usage and requirements
Enterprise pricing model with custom quotes based on usage and requirements
Focus on value delivery from day one with ROI out of the box
Focus on value delivery from day one with ROI out of the box
Focus on value delivery from day one with ROI out of the box
Focus on value delivery from day one with ROI out of the box
Demo required to receive pricing information and discuss implementation
Demo required to receive pricing information and discuss implementation
Demo required to receive pricing information and discuss implementation
Demo required to receive pricing information and discuss implementation
Comparison
Comparison
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Comparison
Comparing V7 Go and Hebbia capabilities
Comparing pricing models and implementation approaches
Features
Features
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Features
V7
AI automation platform with specialized agents and visual grounding
V7 Go is an AI automation platform that provides over 300 pre-built specialized agents for document-intensive workflows across finance, legal, insurance, and real estate. The platform features visual grounding that traces every AI output to its exact source location in documents, creating audit trails for compliance with SOC 2, HIPAA, and GDPR requirements. V7 Go achieves 95-99% accuracy on document processing benchmarks and supports 1M+ token context windows. The platform includes white-glove service where solution engineers build custom integrations with legacy systems and design industry-specific agents, with measurable outcomes typically delivered within 11 days of initial engagement.

Hebbia
AI-powered document analysis for knowledge work
Hebbia is an AI platform designed for knowledge work in finance, legal, and professional services. The Matrix platform enables users to execute complex multi-step workflows with an infinite effective context window, processing vast amounts of data while maintaining full traceability by linking every AI output to its source document. Hebbia has been deployed at major firms for five years, processing over 2 trillion tokens and supporting over 1,000 use cases across asset management, advisory, legal, credit, real estate, and consulting. The platform emphasizes enterprise security and is trusted by firms managing over $25 trillion in assets under management, with approximately 92% accuracy on demanding benchmarks.
Testimonials
Testimonials
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Testimonials
Trusted by teams shipping AI to production
What customers say after choosing V7 Go
Features
Features
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Features
Manual work eliminated
90-98%
Nobody's going to believe it, but people are always looking for the killer AI use case, right? This magic pill. And this one is one of those. V7 Go will actually allow you to just eliminate 90 to 98% of the manual work. And it's so quick to build a use case.

Paul Dickau
CEO and Founder, HITICCO
Productivity increase
35%
We used V7 Go to automate our diligence process with data extraction and automated analysis. This led to a 35% productivity increase in just the first month of use.

Trey Heath
CEO of Centerline
Custom solution delivery
In hours, not weeks
Partnering with V7 means bringing our toughest data challenges to a team that turns them into solutions in hours. Their Solutions Engineers have redefined what’s possible for our business.

Allen Darby
CEO of Alaris Acquisitions
Manual work eliminated
90-98%
Nobody's going to believe it, but people are always looking for the killer AI use case, right? This magic pill. And this one is one of those. V7 Go will actually allow you to just eliminate 90 to 98% of the manual work. And it's so quick to build a use case.

Paul Dickau
CEO and Founder, HITICCO
Productivity increase
35%
We used V7 Go to automate our diligence process with data extraction and automated analysis. This led to a 35% productivity increase in just the first month of use.

Trey Heath
CEO of Centerline
Custom solution delivery
In hours, not weeks
Partnering with V7 means bringing our toughest data challenges to a team that turns them into solutions in hours. Their Solutions Engineers have redefined what’s possible for our business.

Allen Darby
CEO of Alaris Acquisitions
Manual work eliminated
90-98%
Nobody's going to believe it, but people are always looking for the killer AI use case, right? This magic pill. And this one is one of those. V7 Go will actually allow you to just eliminate 90 to 98% of the manual work. And it's so quick to build a use case.

Paul Dickau
CEO and Founder, HITICCO
Productivity increase
35%
We used V7 Go to automate our diligence process with data extraction and automated analysis. This led to a 35% productivity increase in just the first month of use.

Trey Heath
CEO of Centerline
Custom solution delivery
In hours, not weeks
Partnering with V7 means bringing our toughest data challenges to a team that turns them into solutions in hours. Their Solutions Engineers have redefined what’s possible for our business.

Allen Darby
CEO of Alaris Acquisitions
Manual work eliminated
90-98%
Nobody's going to believe it, but people are always looking for the killer AI use case, right? This magic pill. And this one is one of those. V7 Go will actually allow you to just eliminate 90 to 98% of the manual work. And it's so quick to build a use case.

Paul Dickau
CEO and Founder, HITICCO
Productivity increase
35%
We used V7 Go to automate our diligence process with data extraction and automated analysis. This led to a 35% productivity increase in just the first month of use.

Trey Heath
CEO of Centerline
Custom solution delivery
In hours, not weeks
Partnering with V7 means bringing our toughest data challenges to a team that turns them into solutions in hours. Their Solutions Engineers have redefined what’s possible for our business.

Allen Darby
CEO of Alaris Acquisitions
Manual work eliminated
90-98%
Nobody's going to believe it, but people are always looking for the killer AI use case, right? This magic pill. And this one is one of those. V7 Go will actually allow you to just eliminate 90 to 98% of the manual work. And it's so quick to build a use case.

Paul Dickau
CEO and Founder, HITICCO
Productivity increase
35%
We used V7 Go to automate our diligence process with data extraction and automated analysis. This led to a 35% productivity increase in just the first month of use.

Trey Heath
CEO of Centerline
Custom solution delivery
In hours, not weeks
Partnering with V7 means bringing our toughest data challenges to a team that turns them into solutions in hours. Their Solutions Engineers have redefined what’s possible for our business.

Allen Darby
CEO of Alaris Acquisitions
Manual work eliminated
90-98%
Nobody's going to believe it, but people are always looking for the killer AI use case, right? This magic pill. And this one is one of those. V7 Go will actually allow you to just eliminate 90 to 98% of the manual work. And it's so quick to build a use case.

Paul Dickau
CEO and Founder, HITICCO
Productivity increase
35%
We used V7 Go to automate our diligence process with data extraction and automated analysis. This led to a 35% productivity increase in just the first month of use.

Trey Heath
CEO of Centerline
Custom solution delivery
In hours, not weeks
Partnering with V7 means bringing our toughest data challenges to a team that turns them into solutions in hours. Their Solutions Engineers have redefined what’s possible for our business.

Allen Darby
CEO of Alaris Acquisitions
Manual work eliminated
90-98%
Nobody's going to believe it, but people are always looking for the killer AI use case, right? This magic pill. And this one is one of those. V7 Go will actually allow you to just eliminate 90 to 98% of the manual work. And it's so quick to build a use case.

Paul Dickau
CEO and Founder, HITICCO
Productivity increase
35%
We used V7 Go to automate our diligence process with data extraction and automated analysis. This led to a 35% productivity increase in just the first month of use.

Trey Heath
CEO of Centerline
Custom solution delivery
In hours, not weeks
Partnering with V7 means bringing our toughest data challenges to a team that turns them into solutions in hours. Their Solutions Engineers have redefined what’s possible for our business.

Allen Darby
CEO of Alaris Acquisitions
Manual work eliminated
90-98%
Nobody's going to believe it, but people are always looking for the killer AI use case, right? This magic pill. And this one is one of those. V7 Go will actually allow you to just eliminate 90 to 98% of the manual work. And it's so quick to build a use case.

Paul Dickau
CEO and Founder, HITICCO
Productivity increase
35%
We used V7 Go to automate our diligence process with data extraction and automated analysis. This led to a 35% productivity increase in just the first month of use.

Trey Heath
CEO of Centerline
Custom solution delivery
In hours, not weeks
Partnering with V7 means bringing our toughest data challenges to a team that turns them into solutions in hours. Their Solutions Engineers have redefined what’s possible for our business.

Allen Darby
CEO of Alaris Acquisitions
Integrate with 2000+ apps and services
Connect your favorite apps:
Connect your favorite apps:
Connect your favorite apps:
Using V7 Go to automate our diligence process led to a 35% productivity increase.
Centerline
Using V7 Go to automate our diligence process led to a 35% productivity increase.
Centerline
Using V7 Go to automate our diligence process led to a 35% productivity increase.
Centerline
The experience with V7 has been fantastic. Very customized level of support.
Alaris
The experience with V7 has been fantastic. Very customized level of support.
Alaris
The experience with V7 has been fantastic. Very customized level of support.
Alaris
V7 enables us to process complex documents at scale through an intuitive and powerful UI
Pinsent Masons
V7 enables us to process complex documents at scale through an intuitive and powerful UI
Pinsent Masons
V7 enables us to process complex documents at scale through an intuitive and powerful UI
Pinsent Masons
V7 Go enabled us to process financial statements 21x faster while also increasing accuracy by 54% .
Star Mountain
V7 Go enabled us to process financial statements 21x faster while also increasing accuracy by 54% .
Star Mountain
V7 Go enabled us to process financial statements 21x faster while also increasing accuracy by 54% .
Star Mountain
Using V7 Go to automate our diligence process led to a 35% productivity increase.
Centerline
The experience with V7 has been fantastic. Very customized level of support.
Alaris
V7 enables us to process complex documents at scale through an intuitive and powerful UI
Pinsent Masons
V7 Go enabled us to process financial statements 21x faster while also increasing accuracy by 54% .
Star Mountain
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Everything you need to run AI in production
A complete platform for document intelligence and workflows
Features
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Features
The Foundation
Security You Can Trust, Compliance You Can Prove
ISO, HIPAA, SOC 2, GDPR and more — your data stays protected under world-class security and governance.
The Foundation
Security You Can Trust, Compliance You Can Prove
ISO, HIPAA, SOC 2, GDPR and more — your data stays protected under world-class security and governance.
The Foundation
Security You Can Trust, Compliance You Can Prove
ISO, HIPAA, SOC 2, GDPR and more — your data stays protected under world-class security and governance.
The Foundation
Security You Can Trust, Compliance You Can Prove
ISO, HIPAA, SOC 2, GDPR and more — your data stays protected under world-class security and governance.
Unity Across Emails, Files, Documents & Data
Works With Everything You Already Use
Data
Calls
Files
Deals
Emails
People
Paper Docs
Customers
Documents
Conversations
Calls
Data
Deals
Files
People
Emails
Customers
Paper Docs
Conversations
Documents
Data
Calls
Files
Deals
Emails
People
Paper Docs
Customers
Documents
Conversations
Calls
Data
Deals
Files
People
Emails
V7 ingests emails, meetings, PDFs, paper scans, conversations, data sources, customer records, contracts — and makes them instantly usable.
Unity Across Emails, Files, Documents & Data
Works With Everything You Already Use
Data
Calls
Files
Deals
Emails
People
Paper Docs
Customers
Documents
Conversations
Calls
Data
Deals
Files
People
Emails
Customers
Paper Docs
Conversations
Documents
Data
Calls
Files
Deals
Emails
People
Paper Docs
Customers
Documents
Conversations
Calls
Data
Deals
Files
People
Emails
V7 ingests emails, meetings, PDFs, paper scans, conversations, data sources, customer records, contracts — and makes them instantly usable.
Unity Across Emails, Files, Documents & Data
Works With Everything You Already Use
Data
Calls
Files
Deals
Emails
People
Paper Docs
Customers
Documents
Conversations
Calls
Data
Deals
Files
People
Emails
Customers
Paper Docs
Conversations
Documents
Data
Calls
Files
Deals
Emails
People
Paper Docs
Customers
Documents
Conversations
Calls
Data
Deals
Files
People
Emails
V7 ingests emails, meetings, PDFs, paper scans, conversations, data sources, customer records, contracts — and makes them instantly usable.
Unity Across Emails, Files, Documents & Data
Works With Everything You Already Use
Data
Calls
Files
Deals
Emails
People
Paper Docs
Customers
Documents
Conversations
Calls
Data
Deals
Files
People
Emails
Customers
Paper Docs
Conversations
Documents
Data
Calls
Files
Deals
Emails
People
Paper Docs
Customers
Documents
Conversations
Calls
Data
Deals
Files
People
Emails
V7 ingests emails, meetings, PDFs, paper scans, conversations, data sources, customer records, contracts — and makes them instantly usable.
Multi-Model Power, Zero Lock-In
Integrations That Actually Integrate

Connect every tool your teams rely on — from CRM and finance to DevOps and data systems — all flowing through a single platform.
Multi-Model Power, Zero Lock-In
Integrations That Actually Integrate

Connect every tool your teams rely on — from CRM and finance to DevOps and data systems — all flowing through a single platform.
Multi-Model Power, Zero Lock-In
Integrations That Actually Integrate

Connect every tool your teams rely on — from CRM and finance to DevOps and data systems — all flowing through a single platform.
Multi-Model Power, Zero Lock-In
Integrations That Actually Integrate

Connect every tool your teams rely on — from CRM and finance to DevOps and data systems — all flowing through a single platform.
A New Class of AI Agents
300+ Expert-Built Agents for Real Work





Designed by industry leaders and deeply connected to your business — V7 Agents execute workflows with contextual, up-to-date intelligence.
A New Class of AI Agents
300+ Expert-Built Agents for Real Work





Designed by industry leaders and deeply connected to your business — V7 Agents execute workflows with contextual, up-to-date intelligence.
A New Class of AI Agents
300+ Expert-Built Agents for Real Work





Designed by industry leaders and deeply connected to your business — V7 Agents execute workflows with contextual, up-to-date intelligence.
A New Class of AI Agents
300+ Expert-Built Agents for Real Work





Designed by industry leaders and deeply connected to your business — V7 Agents execute workflows with contextual, up-to-date intelligence.
Features
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Features
From First Call to Commercials in 11 Days
A Fast, Proven Path to Value
Day 1
Introductory Call
Day 2
POC Scoping
Day 3
POC Kickoff
Day 5
POC Check-in
Day 10
POC Results Review
Day 11
Commercial discussions
Intro call, POC scoping, kickoff, check-ins, results review and commercial discussion — V7 moves from first contact to measurable outcomes in just 11 days.
From First Call to Commercials in 11 Days
A Fast, Proven Path to Value
Day 1
Introductory Call
Day 2
POC Scoping
Day 3
POC Kickoff
Day 5
POC Check-in
Day 10
POC Results Review
Day 11
Commercial discussions
Intro call, POC scoping, kickoff, check-ins, results review and commercial discussion — V7 moves from first contact to measurable outcomes in just 11 days.
From First Call to Commercials in 11 Days
A Fast, Proven Path to Value
Day 1
Introductory Call
Day 2
POC Scoping
Day 3
POC Kickoff
Day 5
POC Check-in
Day 10
POC Results Review
Day 11
Commercial discussions
Intro call, POC scoping, kickoff, check-ins, results review and commercial discussion — V7 moves from first contact to measurable outcomes in just 11 days.
From First Call to Commercials in 11 Days
A Fast, Proven Path to Value
Day 1
Introductory Call
Day 2
POC Scoping
Day 3
POC Kickoff
Day 5
POC Check-in
Day 10
POC Results Review
Day 11
Commercial discussions
Intro call, POC scoping, kickoff, check-ins, results review and commercial discussion — V7 moves from first contact to measurable outcomes in just 11 days.
Configure Anything to Fit Your Workflow
Built to Adapt. Designed Without Limits.
Answer
Type
Text
Tool
o4 Mini
Reasoning effort
Min
Low
Mid
High
AI Citations
Inputs
Set a prompt (Press @ to mention an input)
Customize every workflow, rule, interface and reasoning step. Adjust prompts, models, inputs, outputs, citations and integrations — full flexibility with zero constraints.
Configure Anything to Fit Your Workflow
Built to Adapt. Designed Without Limits.
Answer
Type
Text
Tool
o4 Mini
Reasoning effort
Min
Low
Mid
High
AI Citations
Inputs
Set a prompt (Press @ to mention an input)
Customize every workflow, rule, interface and reasoning step. Adjust prompts, models, inputs, outputs, citations and integrations — full flexibility with zero constraints.
Configure Anything to Fit Your Workflow
Built to Adapt. Designed Without Limits.
Answer
Type
Text
Tool
o4 Mini
Reasoning effort
Min
Low
Mid
High
AI Citations
Inputs
Set a prompt (Press @ to mention an input)
Customize every workflow, rule, interface and reasoning step. Adjust prompts, models, inputs, outputs, citations and integrations — full flexibility with zero constraints.
Configure Anything to Fit Your Workflow
Built to Adapt. Designed Without Limits.
Answer
Type
Text
Tool
o4 Mini
Reasoning effort
Min
Low
Mid
High
AI Citations
Inputs
Set a prompt (Press @ to mention an input)
Customize every workflow, rule, interface and reasoning step. Adjust prompts, models, inputs, outputs, citations and integrations — full flexibility with zero constraints.
Index Knowledge
All Knowledge in One Place

Investment memo generation

AI contract review

Property valuation AI

Claims processing automation

Financial statement analysis

Real estate lease abstraction

Portfolio management automation

Offering memorandum analysis

Insurance claims automation

OCR + data extraction

Due diligence automation

Pitch deck analysis

Document processing AI

Investment banking analysis

Insurance underwriting automation

Data room analysis

10-Q report analysis

Financial statement analysis

Investment memo generation

AI contract review

Property valuation AI

Claims processing automation

Financial statement analysis

Real estate lease abstraction

Portfolio management automation

Offering memorandum analysis

Insurance claims automation

OCR + data extraction

Due diligence automation

Pitch deck analysis

Document processing AI

Investment banking analysis

Insurance underwriting automation

Data room analysis

10-Q report analysis

Financial statement analysis
Product specs, sales playbooks, compliance policies, brand guides, policies, scripts, competitor briefs — neatly organized in searchable, permissioned Knowledge Hubs.
Index Knowledge
All Knowledge in One Place

Investment memo generation

AI contract review

Property valuation AI

Claims processing automation

Financial statement analysis

Real estate lease abstraction

Portfolio management automation

Offering memorandum analysis

Insurance claims automation

OCR + data extraction

Due diligence automation

Pitch deck analysis

Document processing AI

Investment banking analysis

Insurance underwriting automation

Data room analysis

10-Q report analysis

Financial statement analysis

Investment memo generation

AI contract review

Property valuation AI

Claims processing automation

Financial statement analysis

Real estate lease abstraction

Portfolio management automation

Offering memorandum analysis

Insurance claims automation

OCR + data extraction

Due diligence automation

Pitch deck analysis

Document processing AI

Investment banking analysis

Insurance underwriting automation

Data room analysis

10-Q report analysis

Financial statement analysis
Product specs, sales playbooks, compliance policies, brand guides, policies, scripts, competitor briefs — neatly organized in searchable, permissioned Knowledge Hubs.
Index Knowledge
All Knowledge in One Place

Investment memo generation

AI contract review

Property valuation AI

Claims processing automation

Financial statement analysis

Real estate lease abstraction

Portfolio management automation

Offering memorandum analysis

Insurance claims automation

OCR + data extraction

Due diligence automation

Pitch deck analysis

Document processing AI

Investment banking analysis

Insurance underwriting automation

Data room analysis

10-Q report analysis

Financial statement analysis

Investment memo generation

AI contract review

Property valuation AI

Claims processing automation

Financial statement analysis

Real estate lease abstraction

Portfolio management automation

Offering memorandum analysis

Insurance claims automation

OCR + data extraction

Due diligence automation

Pitch deck analysis

Document processing AI

Investment banking analysis

Insurance underwriting automation

Data room analysis

10-Q report analysis

Financial statement analysis
Product specs, sales playbooks, compliance policies, brand guides, policies, scripts, competitor briefs — neatly organized in searchable, permissioned Knowledge Hubs.
Index Knowledge
All Knowledge in One Place

Investment memo generation

AI contract review

Property valuation AI

Claims processing automation

Financial statement analysis

Real estate lease abstraction

Portfolio management automation

Offering memorandum analysis

Insurance claims automation

OCR + data extraction

Due diligence automation

Pitch deck analysis

Document processing AI

Investment banking analysis

Insurance underwriting automation

Data room analysis

10-Q report analysis

Financial statement analysis

Investment memo generation

AI contract review

Property valuation AI

Claims processing automation

Financial statement analysis

Real estate lease abstraction

Portfolio management automation

Offering memorandum analysis

Insurance claims automation

OCR + data extraction

Due diligence automation

Pitch deck analysis

Document processing AI

Investment banking analysis

Insurance underwriting automation

Data room analysis

10-Q report analysis

Financial statement analysis
Product specs, sales playbooks, compliance policies, brand guides, policies, scripts, competitor briefs — neatly organized in searchable, permissioned Knowledge Hubs.
Performance That Leaves Everything Else Behind
Outperforms LLMs, RPAs, IDPs & Hyperscalers
Hyperscaler
70-80%
LLM's
80-95%
RPA & IDP
80-99%
V7 Go
95-99%
On one-shot benchmarks, V7 Go reaches 95–99% accuracy, surpassing leading LLMs, RPA/IDP tools and hyperscalers across real enterprise workloads.
Performance That Leaves Everything Else Behind
Outperforms LLMs, RPAs, IDPs & Hyperscalers
Hyperscaler
70-80%
LLM's
80-95%
RPA & IDP
80-99%
V7 Go
95-99%
On one-shot benchmarks, V7 Go reaches 95–99% accuracy, surpassing leading LLMs, RPA/IDP tools and hyperscalers across real enterprise workloads.
Performance That Leaves Everything Else Behind
Outperforms LLMs, RPAs, IDPs & Hyperscalers
Hyperscaler
70-80%
LLM's
80-95%
RPA & IDP
80-99%
V7 Go
95-99%
On one-shot benchmarks, V7 Go reaches 95–99% accuracy, surpassing leading LLMs, RPA/IDP tools and hyperscalers across real enterprise workloads.
Performance That Leaves Everything Else Behind
Outperforms LLMs, RPAs, IDPs & Hyperscalers
Hyperscaler
70-80%
LLM's
80-95%
RPA & IDP
80-99%
V7 Go
95-99%
On one-shot benchmarks, V7 Go reaches 95–99% accuracy, surpassing leading LLMs, RPA/IDP tools and hyperscalers across real enterprise workloads.
Your Company’s Brain, Finally Organized
All Knowledge in One Place
Index Knowledge
Product specs, sales playbooks, compliance policies, brand guides, policies, scripts, competitor briefs — neatly organized in searchable, permissioned Knowledge Hubs.
Your Company’s Brain, Finally Organized
All Knowledge in One Place
Index Knowledge
Product specs, sales playbooks, compliance policies, brand guides, policies, scripts, competitor briefs — neatly organized in searchable, permissioned Knowledge Hubs.
Your Company’s Brain, Finally Organized
All Knowledge in One Place
Index Knowledge
Product specs, sales playbooks, compliance policies, brand guides, policies, scripts, competitor briefs — neatly organized in searchable, permissioned Knowledge Hubs.
Your Company’s Brain, Finally Organized
All Knowledge in One Place
Index Knowledge
Product specs, sales playbooks, compliance policies, brand guides, policies, scripts, competitor briefs — neatly organized in searchable, permissioned Knowledge Hubs.
FAQs
FAQs
FAQs
FAQs
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Have questions?
Find answers.
Have questions?
Find answers.
How do V7 Go and Hebbia approach document traceability differently?
Both platforms provide document traceability, but with different implementations. V7 Go offers visual grounding that interactively highlights exact source locations on screen during review, enabling users to verify AI outputs by clicking directly to the referenced passage. Hebbia provides full traceability by linking every AI action to its source document, which is essential for audit purposes. Both approaches support compliance requirements, with V7 Go emphasizing interactive verification and Hebbia focusing on comprehensive action logging across its infinite context window.
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What industries does each platform primarily serve?
Hebbia focuses primarily on finance and legal sectors, with strong adoption among investment banks, private equity firms, and law firms managing large document volumes. V7 Go serves these same industries while also providing specialized AI agents for insurance claims processing, underwriting, and real estate lease abstraction. Organizations with needs spanning multiple regulated industries may find V7 Go's broader agent library beneficial, while those focused exclusively on finance and legal workflows should evaluate both platforms based on their specific use cases.
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How do implementation timelines compare between the two platforms?
V7 Go emphasizes rapid implementation with solution engineers who build custom AI agents in approximately two hours and deliver measurable outcomes within 11 days of first contact. Hebbia follows a consultative enterprise sales model that emphasizes value on day one once implemented, though the sales and configuration process may take longer. Organizations with urgent automation needs may prefer V7 Go's faster time-to-value, while those comfortable with longer evaluation cycles may appreciate Hebbia's thorough consultative approach.
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What are the key technical differences in how each platform processes documents?
Hebbia's Matrix platform features an infinite effective context window that enables processing of very large document sets without context loss, which is particularly valuable for comprehensive due diligence across hundreds of documents. V7 Go supports 1M+ token context windows and emphasizes multimodal processing of text, images, charts, tables, and handwriting. Both platforms handle complex document types, with Hebbia optimizing for breadth of context and V7 Go focusing on visual grounding and structured extraction with 95-99% accuracy benchmarks.
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How do the workflow building capabilities compare?
V7 Go provides a low-code visual workflow designer with conditional logic, loops, and branching that enables business users and domain experts to configure complex tasks without deep technical expertise. The platform also offers multiple interaction modes including spreadsheet view and conversational chat. Hebbia's Matrix platform allows users to build any AI agent through a more consultative configuration process. Organizations with technical teams comfortable with configuration may find either approach suitable, while those seeking self-service workflow building may prefer V7 Go's visual interface.
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What security and compliance certifications does each platform offer?
Both platforms are designed for regulated industries with enterprise-grade security. V7 Go supports compliance with SOC 2, HIPAA, and GDPR requirements through its visual grounding and audit trail capabilities. Hebbia emphasizes enterprise security and is trusted by firms managing over $25 trillion in assets under management, with robust auditability features essential for regulated scenarios. Organizations should verify specific certifications and security features with each vendor based on their particular compliance requirements and industry regulations.
+
How do V7 Go and Hebbia approach document traceability differently?
Both platforms provide document traceability, but with different implementations. V7 Go offers visual grounding that interactively highlights exact source locations on screen during review, enabling users to verify AI outputs by clicking directly to the referenced passage. Hebbia provides full traceability by linking every AI action to its source document, which is essential for audit purposes. Both approaches support compliance requirements, with V7 Go emphasizing interactive verification and Hebbia focusing on comprehensive action logging across its infinite context window.
+
What industries does each platform primarily serve?
Hebbia focuses primarily on finance and legal sectors, with strong adoption among investment banks, private equity firms, and law firms managing large document volumes. V7 Go serves these same industries while also providing specialized AI agents for insurance claims processing, underwriting, and real estate lease abstraction. Organizations with needs spanning multiple regulated industries may find V7 Go's broader agent library beneficial, while those focused exclusively on finance and legal workflows should evaluate both platforms based on their specific use cases.
+
How do implementation timelines compare between the two platforms?
V7 Go emphasizes rapid implementation with solution engineers who build custom AI agents in approximately two hours and deliver measurable outcomes within 11 days of first contact. Hebbia follows a consultative enterprise sales model that emphasizes value on day one once implemented, though the sales and configuration process may take longer. Organizations with urgent automation needs may prefer V7 Go's faster time-to-value, while those comfortable with longer evaluation cycles may appreciate Hebbia's thorough consultative approach.
+
What are the key technical differences in how each platform processes documents?
Hebbia's Matrix platform features an infinite effective context window that enables processing of very large document sets without context loss, which is particularly valuable for comprehensive due diligence across hundreds of documents. V7 Go supports 1M+ token context windows and emphasizes multimodal processing of text, images, charts, tables, and handwriting. Both platforms handle complex document types, with Hebbia optimizing for breadth of context and V7 Go focusing on visual grounding and structured extraction with 95-99% accuracy benchmarks.
+
How do the workflow building capabilities compare?
V7 Go provides a low-code visual workflow designer with conditional logic, loops, and branching that enables business users and domain experts to configure complex tasks without deep technical expertise. The platform also offers multiple interaction modes including spreadsheet view and conversational chat. Hebbia's Matrix platform allows users to build any AI agent through a more consultative configuration process. Organizations with technical teams comfortable with configuration may find either approach suitable, while those seeking self-service workflow building may prefer V7 Go's visual interface.
+
What security and compliance certifications does each platform offer?
Both platforms are designed for regulated industries with enterprise-grade security. V7 Go supports compliance with SOC 2, HIPAA, and GDPR requirements through its visual grounding and audit trail capabilities. Hebbia emphasizes enterprise security and is trusted by firms managing over $25 trillion in assets under management, with robust auditability features essential for regulated scenarios. Organizations should verify specific certifications and security features with each vendor based on their particular compliance requirements and industry regulations.
+
How do V7 Go and Hebbia approach document traceability differently?
Both platforms provide document traceability, but with different implementations. V7 Go offers visual grounding that interactively highlights exact source locations on screen during review, enabling users to verify AI outputs by clicking directly to the referenced passage. Hebbia provides full traceability by linking every AI action to its source document, which is essential for audit purposes. Both approaches support compliance requirements, with V7 Go emphasizing interactive verification and Hebbia focusing on comprehensive action logging across its infinite context window.
+
What industries does each platform primarily serve?
Hebbia focuses primarily on finance and legal sectors, with strong adoption among investment banks, private equity firms, and law firms managing large document volumes. V7 Go serves these same industries while also providing specialized AI agents for insurance claims processing, underwriting, and real estate lease abstraction. Organizations with needs spanning multiple regulated industries may find V7 Go's broader agent library beneficial, while those focused exclusively on finance and legal workflows should evaluate both platforms based on their specific use cases.
+
How do implementation timelines compare between the two platforms?
V7 Go emphasizes rapid implementation with solution engineers who build custom AI agents in approximately two hours and deliver measurable outcomes within 11 days of first contact. Hebbia follows a consultative enterprise sales model that emphasizes value on day one once implemented, though the sales and configuration process may take longer. Organizations with urgent automation needs may prefer V7 Go's faster time-to-value, while those comfortable with longer evaluation cycles may appreciate Hebbia's thorough consultative approach.
+
What are the key technical differences in how each platform processes documents?
Hebbia's Matrix platform features an infinite effective context window that enables processing of very large document sets without context loss, which is particularly valuable for comprehensive due diligence across hundreds of documents. V7 Go supports 1M+ token context windows and emphasizes multimodal processing of text, images, charts, tables, and handwriting. Both platforms handle complex document types, with Hebbia optimizing for breadth of context and V7 Go focusing on visual grounding and structured extraction with 95-99% accuracy benchmarks.
+
How do the workflow building capabilities compare?
V7 Go provides a low-code visual workflow designer with conditional logic, loops, and branching that enables business users and domain experts to configure complex tasks without deep technical expertise. The platform also offers multiple interaction modes including spreadsheet view and conversational chat. Hebbia's Matrix platform allows users to build any AI agent through a more consultative configuration process. Organizations with technical teams comfortable with configuration may find either approach suitable, while those seeking self-service workflow building may prefer V7 Go's visual interface.
+
What security and compliance certifications does each platform offer?
Both platforms are designed for regulated industries with enterprise-grade security. V7 Go supports compliance with SOC 2, HIPAA, and GDPR requirements through its visual grounding and audit trail capabilities. Hebbia emphasizes enterprise security and is trusted by firms managing over $25 trillion in assets under management, with robust auditability features essential for regulated scenarios. Organizations should verify specific certifications and security features with each vendor based on their particular compliance requirements and industry regulations.
+
How do V7 Go and Hebbia approach document traceability differently?
Both platforms provide document traceability, but with different implementations. V7 Go offers visual grounding that interactively highlights exact source locations on screen during review, enabling users to verify AI outputs by clicking directly to the referenced passage. Hebbia provides full traceability by linking every AI action to its source document, which is essential for audit purposes. Both approaches support compliance requirements, with V7 Go emphasizing interactive verification and Hebbia focusing on comprehensive action logging across its infinite context window.
+
What industries does each platform primarily serve?
Hebbia focuses primarily on finance and legal sectors, with strong adoption among investment banks, private equity firms, and law firms managing large document volumes. V7 Go serves these same industries while also providing specialized AI agents for insurance claims processing, underwriting, and real estate lease abstraction. Organizations with needs spanning multiple regulated industries may find V7 Go's broader agent library beneficial, while those focused exclusively on finance and legal workflows should evaluate both platforms based on their specific use cases.
+
How do implementation timelines compare between the two platforms?
V7 Go emphasizes rapid implementation with solution engineers who build custom AI agents in approximately two hours and deliver measurable outcomes within 11 days of first contact. Hebbia follows a consultative enterprise sales model that emphasizes value on day one once implemented, though the sales and configuration process may take longer. Organizations with urgent automation needs may prefer V7 Go's faster time-to-value, while those comfortable with longer evaluation cycles may appreciate Hebbia's thorough consultative approach.
+
What are the key technical differences in how each platform processes documents?
Hebbia's Matrix platform features an infinite effective context window that enables processing of very large document sets without context loss, which is particularly valuable for comprehensive due diligence across hundreds of documents. V7 Go supports 1M+ token context windows and emphasizes multimodal processing of text, images, charts, tables, and handwriting. Both platforms handle complex document types, with Hebbia optimizing for breadth of context and V7 Go focusing on visual grounding and structured extraction with 95-99% accuracy benchmarks.
+
How do the workflow building capabilities compare?
V7 Go provides a low-code visual workflow designer with conditional logic, loops, and branching that enables business users and domain experts to configure complex tasks without deep technical expertise. The platform also offers multiple interaction modes including spreadsheet view and conversational chat. Hebbia's Matrix platform allows users to build any AI agent through a more consultative configuration process. Organizations with technical teams comfortable with configuration may find either approach suitable, while those seeking self-service workflow building may prefer V7 Go's visual interface.
+
What security and compliance certifications does each platform offer?
Both platforms are designed for regulated industries with enterprise-grade security. V7 Go supports compliance with SOC 2, HIPAA, and GDPR requirements through its visual grounding and audit trail capabilities. Hebbia emphasizes enterprise security and is trusted by firms managing over $25 trillion in assets under management, with robust auditability features essential for regulated scenarios. Organizations should verify specific certifications and security features with each vendor based on their particular compliance requirements and industry regulations.
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Don't wait too long
Don't wait too long
Don't wait too long
Don't wait too long
Move beyond prototypes.
Move beyond prototypes.
Build AI workflows that scale.
Build AI workflows that scale.
With V7, not workarounds.
With V7, not workarounds.
Welcome Go
Welcome Go
Welcome Go
It's time
See how V7 fits your documents, workflows, and compliance needs.





















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