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V7 vs. LangChain
V7 vs. LangChain
V7 vs. LangChain
Searching for a good LangChain alternative?
Searching for a good LangChain alternative?
Searching for a good LangChain alternative?
Evaluating LangChain as an LLM workflow framework
Evaluating LangChain as an LLM workflow framework
V7
vs.
V7
vs.
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Why choose V7 over LangChain?
Both platforms enable AI agent workflows. LangChain offers developer flexibility, while V7 Go provides pre-built agents with visual grounding for enterprises.
Overview
Overview
Visual Grounding & AI Citations
V7 Go traces every AI output to its exact source location in documents, providing built-in auditability for compliance requirements that LangChain leaves to custom implementation.
Pre-Built Industry Agents
V7 Go offers 300+ specialized agents for finance, legal, insurance, and real estate that deploy immediately, while LangChain requires building agent logic from scratch.
White-Glove Enterprise Service
V7 Go provides dedicated solution engineers who build custom integrations and design industry-specific agents, whereas LangChain relies primarily on self-service documentation and community support.
Features
Features
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What makes V7 Go the best LangChain alternative
Compare developer framework vs enterprise-ready platform capabilities
Features
Features
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V7
LangChain
vs.
Visual source grounding
Visual source grounding
Visual source grounding
Visual source grounding
AI Citations trace every output to exact source locations in documents for compliance
AI Citations trace every output to exact source locations in documents for compliance
V7
AI Citations trace every output to exact source locations in documents for compliance
AI Citations trace every output to exact source locations in documents for compliance
No native source tracing; requires custom implementation for document provenance
No native source tracing; requires custom implementation for document provenance
LangChain
No native source tracing; requires custom implementation for document provenance
No native source tracing; requires custom implementation for document provenance
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
Requires building custom agents from scratch using modular components
Requires building custom agents from scratch using modular components
LangChain
Requires building custom agents from scratch using modular components
Requires building custom agents from scratch using modular components
LLM provider flexibility
Supports GPT-4, Claude, and Gemini in composable pipelines
Supports GPT-4, Claude, and Gemini in composable pipelines
V7
Supports GPT-4, Claude, and Gemini in composable pipelines
Supports GPT-4, Claude, and Gemini in composable pipelines
Extensive support for 100+ LLM providers, databases, and APIs
Extensive support for 100+ LLM providers, databases, and APIs
LangChain
Extensive support for 100+ LLM providers, databases, and APIs
Extensive support for 100+ LLM providers, databases, and APIs
Observability & tracing
Built-in workflow monitoring with visual grounding for audit trails
Built-in workflow monitoring with visual grounding for audit trails
V7
Built-in workflow monitoring with visual grounding for audit trails
Built-in workflow monitoring with visual grounding for audit trails
LangSmith provides tracing, monitoring, and evaluation with tiered pricing
LangSmith provides tracing, monitoring, and evaluation with tiered pricing
LangChain
LangSmith provides tracing, monitoring, and evaluation with tiered pricing
LangSmith provides tracing, monitoring, and evaluation with tiered pricing
Human-in-the-loop review
Configurable review stages with approval workflows and feedback loops
Configurable review stages with approval workflows and feedback loops
V7
Configurable review stages with approval workflows and feedback loops
Configurable review stages with approval workflows and feedback loops
Annotation queues available but require custom workflow implementation
Annotation queues available but require custom workflow implementation
LangChain
Annotation queues available but require custom workflow implementation
Annotation queues available but require custom workflow implementation
Integration ecosystem
Native integrations plus custom legacy system connections via white-glove service
Native integrations plus custom legacy system connections via white-glove service
V7
Native integrations plus custom legacy system connections via white-glove service
Native integrations plus custom legacy system connections via white-glove service
100+ integrations with extensive community-contributed connectors
100+ integrations with extensive community-contributed connectors
LangChain
100+ integrations with extensive community-contributed connectors
100+ integrations with extensive community-contributed connectors
Pricing
Pricing
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Pricing
LangChain pricing explained
Understanding trace-based vs usage-based pricing models
Features
Features
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Features
V7
V7 Go pricing is fully custom and tailored to enterprise engagements, 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. The platform offers predictable 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 free proof-of-concept pilots.
V7 Go pricing is fully custom and tailored to enterprise engagements, 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. The platform offers predictable 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 free proof-of-concept pilots.
Custom enterprise pricing with base platform fee, user licenses, and usage-based charges
Custom enterprise pricing with base platform fee, user licenses, and usage-based charges
Custom enterprise pricing with base platform fee, user licenses, and usage-based charges
Custom enterprise pricing with base platform fee, user licenses, and usage-based charges
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
White-glove service includes dedicated solution engineers and custom integrations
White-glove service includes dedicated solution engineers and custom integrations
White-glove service includes dedicated solution engineers and custom integrations
White-glove service includes dedicated solution engineers and custom integrations
LangChain
LangChain offers tiered pricing through LangSmith. The free Developer plan includes 1 seat and 5,000 base traces per month. The Plus plan costs $39 per seat monthly with 10,000 traces and one free dev deployment. Enterprise pricing is custom with annual invoicing. Additional costs include $2.50 per 1,000 base traces beyond allotment, $0.005 per deployment run, and uptime charges for production deployments. A Startup Plan with discounts is available for early-stage companies.
LangChain offers tiered pricing through LangSmith. The free Developer plan includes 1 seat and 5,000 base traces per month. The Plus plan costs $39 per seat monthly with 10,000 traces and one free dev deployment. Enterprise pricing is custom with annual invoicing. Additional costs include $2.50 per 1,000 base traces beyond allotment, $0.005 per deployment run, and uptime charges for production deployments. A Startup Plan with discounts is available for early-stage companies.
Free Developer tier with 5,000 traces per month for individual projects
Free Developer tier with 5,000 traces per month for individual projects
Free Developer tier with 5,000 traces per month for individual projects
Free Developer tier with 5,000 traces per month for individual projects
Plus plan at $39 per seat monthly with 10,000 traces and deployment access
Plus plan at $39 per seat monthly with 10,000 traces and deployment access
Plus plan at $39 per seat monthly with 10,000 traces and deployment access
Plus plan at $39 per seat monthly with 10,000 traces and deployment access
Usage-based costs for traces, deployment runs, and production uptime
Usage-based costs for traces, deployment runs, and production uptime
Usage-based costs for traces, deployment runs, and production uptime
Usage-based costs for traces, deployment runs, and production uptime
Comparison
Comparison
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Comparison
Comparing V7 Go and LangChain capabilities
Comparing pricing models for AI workflow automation
Features
Features
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Features
V7
Enterprise-ready AI automation with pre-built specialized agents
V7 Go is an enterprise-ready AI automation platform that provides over 300 pre-built specialized AI agents for document-intensive workflows in regulated industries. The platform offers visual grounding that traces every AI output to its exact source location in documents, creating audit trails required for SOX, HIPAA, FDA, and KYC/AML compliance. V7 Go achieves 95-99% accuracy on document processing benchmarks and supports 1M+ token context windows for large document bundles. The platform includes white-glove service with solution engineers who build custom integrations with legacy systems and design industry-specific agents tailored to each organization.
LangChain
Open-source framework for building LLM applications
LangChain is an open-source framework that has become the de facto standard for developers building LLM-powered applications. The platform provides modular components for constructing AI chains, agents, and retrieval-augmented generation workflows, with support for 100+ integrations across major language models, databases, and APIs. LangChain's LangSmith observability platform offers tracing, monitoring, and evaluation capabilities with tiered pricing from a free Developer plan to custom Enterprise options. The framework is particularly popular among developers and researchers for rapid prototyping, though production deployments require additional infrastructure and compliance work.
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
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stroke-width="2.658" stroke="rgb(0, 0, 0)" transform="translate(0 5724.515)" width="10914.859276774878px"/><path d="M 0 0 L 10914.859 15.281" fill="transparent" height="15.280901282515515px" id="aF7yw4ARI" stroke-dasharray="" stroke-linecap="butt" stroke-linejoin="miter" stroke-miterlimit="10" stroke-width="2.658" stroke="rgb(0, 0, 0)" transform="translate(0 4197.547)" width="10914.859276774878px"/><path d="M 0 0 L 10914.859 15.281" fill="transparent" height="15.280901282515515px" id="BWfAofqB_" stroke-dasharray="" stroke-linecap="butt" stroke-linejoin="miter" stroke-miterlimit="10" stroke-width="2.658" stroke="rgb(0, 0, 0)" transform="translate(0 5915.476)" width="10914.859276774878px"/><path d="M 0 0 L 10914.859 15.281" fill="transparent" height="15.280901282514606px" id="X356pSU9g" stroke-dasharray="" stroke-linecap="butt" stroke-linejoin="miter" stroke-miterlimit="10" stroke-width="2.658" stroke="rgb(0, 0, 0)" transform="translate(0 4388.508)" width="10914.859276774878px"/><path d="M 0 0.219 L 10915 0" fill="transparent" height="1px" id="EAdcOxt57" stroke-dasharray="" stroke-linecap="butt" stroke-linejoin="miter" stroke-miterlimit="10" stroke-width="2.658" stroke="rgb(0, 0, 0)" transform="translate(0 6106.5)" width="10915px"/></g></svg>)
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
Learn more
Get started
Learn more
Everything you need to run AI in production
A complete platform for document intelligence and workflows
Features
Get started
Features
Your Entire Tech Stack, Perfectly Connected
1,000+ Integrations Across Your Entire Stack
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Connect every tool your teams rely on — from CRM to finance to devops — all in a single platform.
Your Entire Tech Stack, Perfectly Connected
1,000+ Integrations Across Your Entire Stack
Connect every tool your teams rely on — from CRM to finance to devops — all in a single platform.
Your Entire Tech Stack, Perfectly Connected
1,000+ Integrations Across Your Entire Stack
Connect every tool your teams rely on — from CRM to finance to devops — all in a single platform.
Your Entire Tech Stack, Perfectly Connected
1,000+ Integrations Across Your Entire Stack
Connect every tool your teams rely on — from CRM to finance to devops — all in a single platform.
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
Get started
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
Have questions?
Find answers.
Have questions?
Find answers.
Have questions?
Find answers.
How does V7 Go's approach to AI agents differ from LangChain's framework?
LangChain provides an open-source framework where developers build custom AI agents using modular components like chains, memory, and tools. This approach offers maximum flexibility but requires significant development effort and technical expertise. V7 Go takes a different approach by providing over 300 pre-built specialized AI agents designed for specific roles in finance, legal, insurance, and real estate. These agents can be deployed immediately and customized through a visual interface, making them accessible to business users without deep technical knowledge.
+
What level of technical expertise is required for each platform?
LangChain is designed for developers comfortable with Python, APIs, and LLM concepts. Building production-ready agents requires understanding of chains, prompts, memory management, and error handling. V7 Go is designed for business users and domain experts in regulated industries, providing a low-code interface where agents can be configured without programming. V7 Go's white-glove service means solution engineers handle complex integrations and custom agent development, reducing the technical burden on your team while ensuring industry-specific requirements are properly implemented.
+
Can LangChain provide the same visual grounding and auditability as V7 Go?
LangChain does not offer native visual grounding capabilities. While LangSmith provides tracing and observability for debugging workflows, it does not automatically link AI outputs to their source locations in documents. V7 Go's visual grounding traces every AI-generated output back to its exact location in the source document, creating audit trails required for compliance with SOX, HIPAA, FDA, and KYC/AML regulations. For regulated industries where proving data provenance is essential, V7 Go provides built-in auditability that would require extensive custom development to replicate in LangChain.
+
How do the integration capabilities compare between V7 Go and LangChain?
LangChain offers extensive integration flexibility with 100+ connectors to LLM providers, vector databases, and external APIs, making it highly adaptable for developers building custom solutions. V7 Go provides native integrations with business systems plus custom legacy system connections built by solution engineers as part of the white-glove service. Both platforms support multiple LLM providers including GPT-4, Claude, and Gemini. The key difference is that LangChain requires development work for each integration, while V7 Go's service team handles custom integration work for enterprise clients.
+
Which platform is better for document-intensive workflows in regulated industries?
V7 Go is purpose-built for document-intensive workflows in finance, legal, insurance, and real estate, achieving 95-99% accuracy with visual grounding for compliance. The platform handles complex document types including financial statements, contracts, and claims files with specialized extraction models and 1M+ token context windows. LangChain can process documents through custom implementations but lacks native document AI capabilities, accuracy guarantees, and built-in audit trails. Organizations in regulated industries requiring provable accuracy and compliance typically benefit from purpose-built document AI rather than general-purpose frameworks.
+
What support and implementation services does each platform offer?
LangChain provides community forums, documentation, and enterprise support for paying customers including team trainings and architectural guidance. Implementation is largely self-directed, with developers responsible for building and maintaining their own solutions. V7 Go offers premium white-glove service with dedicated solution engineers who build custom integrations with legacy systems, design industry-specific AI agents, and provide hands-on implementation support throughout deployment. This approach ensures domain expertise is embedded in your agents and reduces time-to-value, particularly for organizations that need extensive customization or lack internal technical resources.
+
How does V7 Go's approach to AI agents differ from LangChain's framework?
LangChain provides an open-source framework where developers build custom AI agents using modular components like chains, memory, and tools. This approach offers maximum flexibility but requires significant development effort and technical expertise. V7 Go takes a different approach by providing over 300 pre-built specialized AI agents designed for specific roles in finance, legal, insurance, and real estate. These agents can be deployed immediately and customized through a visual interface, making them accessible to business users without deep technical knowledge.
+
What level of technical expertise is required for each platform?
LangChain is designed for developers comfortable with Python, APIs, and LLM concepts. Building production-ready agents requires understanding of chains, prompts, memory management, and error handling. V7 Go is designed for business users and domain experts in regulated industries, providing a low-code interface where agents can be configured without programming. V7 Go's white-glove service means solution engineers handle complex integrations and custom agent development, reducing the technical burden on your team while ensuring industry-specific requirements are properly implemented.
+
Can LangChain provide the same visual grounding and auditability as V7 Go?
LangChain does not offer native visual grounding capabilities. While LangSmith provides tracing and observability for debugging workflows, it does not automatically link AI outputs to their source locations in documents. V7 Go's visual grounding traces every AI-generated output back to its exact location in the source document, creating audit trails required for compliance with SOX, HIPAA, FDA, and KYC/AML regulations. For regulated industries where proving data provenance is essential, V7 Go provides built-in auditability that would require extensive custom development to replicate in LangChain.
+
How do the integration capabilities compare between V7 Go and LangChain?
LangChain offers extensive integration flexibility with 100+ connectors to LLM providers, vector databases, and external APIs, making it highly adaptable for developers building custom solutions. V7 Go provides native integrations with business systems plus custom legacy system connections built by solution engineers as part of the white-glove service. Both platforms support multiple LLM providers including GPT-4, Claude, and Gemini. The key difference is that LangChain requires development work for each integration, while V7 Go's service team handles custom integration work for enterprise clients.
+
Which platform is better for document-intensive workflows in regulated industries?
V7 Go is purpose-built for document-intensive workflows in finance, legal, insurance, and real estate, achieving 95-99% accuracy with visual grounding for compliance. The platform handles complex document types including financial statements, contracts, and claims files with specialized extraction models and 1M+ token context windows. LangChain can process documents through custom implementations but lacks native document AI capabilities, accuracy guarantees, and built-in audit trails. Organizations in regulated industries requiring provable accuracy and compliance typically benefit from purpose-built document AI rather than general-purpose frameworks.
+
What support and implementation services does each platform offer?
LangChain provides community forums, documentation, and enterprise support for paying customers including team trainings and architectural guidance. Implementation is largely self-directed, with developers responsible for building and maintaining their own solutions. V7 Go offers premium white-glove service with dedicated solution engineers who build custom integrations with legacy systems, design industry-specific AI agents, and provide hands-on implementation support throughout deployment. This approach ensures domain expertise is embedded in your agents and reduces time-to-value, particularly for organizations that need extensive customization or lack internal technical resources.
+
How does V7 Go's approach to AI agents differ from LangChain's framework?
LangChain provides an open-source framework where developers build custom AI agents using modular components like chains, memory, and tools. This approach offers maximum flexibility but requires significant development effort and technical expertise. V7 Go takes a different approach by providing over 300 pre-built specialized AI agents designed for specific roles in finance, legal, insurance, and real estate. These agents can be deployed immediately and customized through a visual interface, making them accessible to business users without deep technical knowledge.
+
What level of technical expertise is required for each platform?
LangChain is designed for developers comfortable with Python, APIs, and LLM concepts. Building production-ready agents requires understanding of chains, prompts, memory management, and error handling. V7 Go is designed for business users and domain experts in regulated industries, providing a low-code interface where agents can be configured without programming. V7 Go's white-glove service means solution engineers handle complex integrations and custom agent development, reducing the technical burden on your team while ensuring industry-specific requirements are properly implemented.
+
Can LangChain provide the same visual grounding and auditability as V7 Go?
LangChain does not offer native visual grounding capabilities. While LangSmith provides tracing and observability for debugging workflows, it does not automatically link AI outputs to their source locations in documents. V7 Go's visual grounding traces every AI-generated output back to its exact location in the source document, creating audit trails required for compliance with SOX, HIPAA, FDA, and KYC/AML regulations. For regulated industries where proving data provenance is essential, V7 Go provides built-in auditability that would require extensive custom development to replicate in LangChain.
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How do the integration capabilities compare between V7 Go and LangChain?
LangChain offers extensive integration flexibility with 100+ connectors to LLM providers, vector databases, and external APIs, making it highly adaptable for developers building custom solutions. V7 Go provides native integrations with business systems plus custom legacy system connections built by solution engineers as part of the white-glove service. Both platforms support multiple LLM providers including GPT-4, Claude, and Gemini. The key difference is that LangChain requires development work for each integration, while V7 Go's service team handles custom integration work for enterprise clients.
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Which platform is better for document-intensive workflows in regulated industries?
V7 Go is purpose-built for document-intensive workflows in finance, legal, insurance, and real estate, achieving 95-99% accuracy with visual grounding for compliance. The platform handles complex document types including financial statements, contracts, and claims files with specialized extraction models and 1M+ token context windows. LangChain can process documents through custom implementations but lacks native document AI capabilities, accuracy guarantees, and built-in audit trails. Organizations in regulated industries requiring provable accuracy and compliance typically benefit from purpose-built document AI rather than general-purpose frameworks.
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What support and implementation services does each platform offer?
LangChain provides community forums, documentation, and enterprise support for paying customers including team trainings and architectural guidance. Implementation is largely self-directed, with developers responsible for building and maintaining their own solutions. V7 Go offers premium white-glove service with dedicated solution engineers who build custom integrations with legacy systems, design industry-specific AI agents, and provide hands-on implementation support throughout deployment. This approach ensures domain expertise is embedded in your agents and reduces time-to-value, particularly for organizations that need extensive customization or lack internal technical resources.
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How does V7 Go's approach to AI agents differ from LangChain's framework?
LangChain provides an open-source framework where developers build custom AI agents using modular components like chains, memory, and tools. This approach offers maximum flexibility but requires significant development effort and technical expertise. V7 Go takes a different approach by providing over 300 pre-built specialized AI agents designed for specific roles in finance, legal, insurance, and real estate. These agents can be deployed immediately and customized through a visual interface, making them accessible to business users without deep technical knowledge.
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What level of technical expertise is required for each platform?
LangChain is designed for developers comfortable with Python, APIs, and LLM concepts. Building production-ready agents requires understanding of chains, prompts, memory management, and error handling. V7 Go is designed for business users and domain experts in regulated industries, providing a low-code interface where agents can be configured without programming. V7 Go's white-glove service means solution engineers handle complex integrations and custom agent development, reducing the technical burden on your team while ensuring industry-specific requirements are properly implemented.
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Can LangChain provide the same visual grounding and auditability as V7 Go?
LangChain does not offer native visual grounding capabilities. While LangSmith provides tracing and observability for debugging workflows, it does not automatically link AI outputs to their source locations in documents. V7 Go's visual grounding traces every AI-generated output back to its exact location in the source document, creating audit trails required for compliance with SOX, HIPAA, FDA, and KYC/AML regulations. For regulated industries where proving data provenance is essential, V7 Go provides built-in auditability that would require extensive custom development to replicate in LangChain.
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How do the integration capabilities compare between V7 Go and LangChain?
LangChain offers extensive integration flexibility with 100+ connectors to LLM providers, vector databases, and external APIs, making it highly adaptable for developers building custom solutions. V7 Go provides native integrations with business systems plus custom legacy system connections built by solution engineers as part of the white-glove service. Both platforms support multiple LLM providers including GPT-4, Claude, and Gemini. The key difference is that LangChain requires development work for each integration, while V7 Go's service team handles custom integration work for enterprise clients.
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Which platform is better for document-intensive workflows in regulated industries?
V7 Go is purpose-built for document-intensive workflows in finance, legal, insurance, and real estate, achieving 95-99% accuracy with visual grounding for compliance. The platform handles complex document types including financial statements, contracts, and claims files with specialized extraction models and 1M+ token context windows. LangChain can process documents through custom implementations but lacks native document AI capabilities, accuracy guarantees, and built-in audit trails. Organizations in regulated industries requiring provable accuracy and compliance typically benefit from purpose-built document AI rather than general-purpose frameworks.
+
What support and implementation services does each platform offer?
LangChain provides community forums, documentation, and enterprise support for paying customers including team trainings and architectural guidance. Implementation is largely self-directed, with developers responsible for building and maintaining their own solutions. V7 Go offers premium white-glove service with dedicated solution engineers who build custom integrations with legacy systems, design industry-specific AI agents, and provide hands-on implementation support throughout deployment. This approach ensures domain expertise is embedded in your agents and reduces time-to-value, particularly for organizations that need extensive customization or lack internal technical resources.
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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.