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V7 vs. Prefect
V7 vs. Prefect
V7 vs. Prefect
Searching for a good Prefect alternative?
Searching for a good Prefect alternative?
Searching for a good Prefect alternative?
Evaluating Prefect as a workflow orchestration platform
Evaluating Prefect as a workflow orchestration platform
V7
vs.
V7
vs.
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Why choose V7 over Prefect?
While Prefect orchestrates data pipelines with predictable seat-based pricing, V7 Go provides AI agents for document-centric business automation.
Overview
Overview
Visual Grounding for Compliance
V7 Go provides AI citations that trace every extracted data point to its source document location, creating audit trails for SOX, HIPAA, and KYC/AML compliance that workflow orchestration platforms do not address.
Pre-Built Industry Agents
V7 Go offers specialized AI agents for finance, legal, insurance, and real estate workflows that can be deployed immediately, while Prefect requires building custom task logic from scratch.
Business User Accessibility
V7 Go provides a low-code interface accessible to domain experts and business users, whereas Prefect is designed primarily for developers and data engineers with Python expertise.
Features
Features
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What makes V7 Go the best Prefect alternative
Compare document AI automation with workflow orchestration
Features
Features
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V7
Prefect
vs.
Visual workflow builder
Visual workflow builder
Visual workflow builder
Visual workflow builder
Low-code interface with conditional logic, loops, and human review stages for business users
Low-code interface with conditional logic, loops, and human review stages for business users
V7
Low-code interface with conditional logic, loops, and human review stages for business users
Low-code interface with conditional logic, loops, and human review stages for business users
Python-based workflow definition with visual observability dashboard for monitoring
Python-based workflow definition with visual observability dashboard for monitoring
Prefect
Python-based workflow definition with visual observability dashboard for monitoring
Python-based workflow definition with visual observability dashboard for monitoring
Document AI processing
Specialized extraction and analysis of PDFs, contracts, financial statements with 95-99% accuracy
Specialized extraction and analysis of PDFs, contracts, financial statements with 95-99% accuracy
V7
Specialized extraction and analysis of PDFs, contracts, financial statements with 95-99% accuracy
Specialized extraction and analysis of PDFs, contracts, financial statements with 95-99% accuracy
General task orchestration without specialized document extraction or analysis capabilities
General task orchestration without specialized document extraction or analysis capabilities
Prefect
General task orchestration without specialized document extraction or analysis capabilities
General task orchestration without specialized document extraction or analysis capabilities
Visual source grounding
AI citations link every output to exact source locations for compliance and auditability
AI citations link every output to exact source locations for compliance and auditability
V7
AI citations link every output to exact source locations for compliance and auditability
AI citations link every output to exact source locations for compliance and auditability
No native source tracing for AI outputs or document-level audit trails
No native source tracing for AI outputs or document-level audit trails
Prefect
No native source tracing for AI outputs or document-level audit trails
No native source tracing for AI outputs or document-level audit trails
Pre-built AI agents
Industry-specific agents for finance, legal, insurance, and real estate ready to deploy
Industry-specific agents for finance, legal, insurance, and real estate ready to deploy
V7
Industry-specific agents for finance, legal, insurance, and real estate ready to deploy
Industry-specific agents for finance, legal, insurance, and real estate ready to deploy
Requires building custom task logic; no pre-built agents for specific industries
Requires building custom task logic; no pre-built agents for specific industries
Prefect
Requires building custom task logic; no pre-built agents for specific industries
Requires building custom task logic; no pre-built agents for specific industries
Workflow scheduling
Workflow automation with triggers and scheduling for document processing pipelines
Workflow automation with triggers and scheduling for document processing pipelines
V7
Workflow automation with triggers and scheduling for document processing pipelines
Workflow automation with triggers and scheduling for document processing pipelines
Workflow scheduling with observability, logging, alerting, and run retention
Workflow scheduling with observability, logging, alerting, and run retention
Prefect
Workflow scheduling with observability, logging, alerting, and run retention
Workflow scheduling with observability, logging, alerting, and run retention
Self-hosted deployment
Cloud-based platform with enterprise security certifications including SOC2 and ISO27001
Cloud-based platform with enterprise security certifications including SOC2 and ISO27001
V7
Cloud-based platform with enterprise security certifications including SOC2 and ISO27001
Cloud-based platform with enterprise security certifications including SOC2 and ISO27001
Customer Managed option with full data sovereignty for on-premises and air-gapped environments
Customer Managed option with full data sovereignty for on-premises and air-gapped environments
Prefect
Customer Managed option with full data sovereignty for on-premises and air-gapped environments
Customer Managed option with full data sovereignty for on-premises and air-gapped environments
Pricing
Pricing
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Pricing
Prefect pricing explained
Seat-based orchestration pricing vs. usage-based document processing
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 document volume. The platform offers transparent pricing that scales predictably with your processing needs. 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 throughout deployment.
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 document volume. The platform offers transparent pricing that scales predictably with your processing needs. 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 throughout deployment.
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
Prefect
Prefect uses a seat-based pricing model designed for predictable costs. The Hobby tier is free forever with 2 users and 500 minutes of serverless compute. Starter costs $100 per month for 3 users with 75 hours of serverless. Team pricing is $100 per user per month for 4-8 users. Pro and Enterprise tiers have custom pricing with additional features like SSO, RBAC, and SLA-backed uptime. The Customer Managed option provides self-hosted deployment for organizations requiring full data sovereignty.
Prefect uses a seat-based pricing model designed for predictable costs. The Hobby tier is free forever with 2 users and 500 minutes of serverless compute. Starter costs $100 per month for 3 users with 75 hours of serverless. Team pricing is $100 per user per month for 4-8 users. Pro and Enterprise tiers have custom pricing with additional features like SSO, RBAC, and SLA-backed uptime. The Customer Managed option provides self-hosted deployment for organizations requiring full data sovereignty.
Free Hobby tier with 2 users and 500 minutes of serverless compute monthly
Free Hobby tier with 2 users and 500 minutes of serverless compute monthly
Free Hobby tier with 2 users and 500 minutes of serverless compute monthly
Free Hobby tier with 2 users and 500 minutes of serverless compute monthly
Predictable seat-based pricing from $100/month to custom enterprise plans
Predictable seat-based pricing from $100/month to custom enterprise plans
Predictable seat-based pricing from $100/month to custom enterprise plans
Predictable seat-based pricing from $100/month to custom enterprise plans
Bring your own compute model reduces infrastructure costs for existing environments
Bring your own compute model reduces infrastructure costs for existing environments
Bring your own compute model reduces infrastructure costs for existing environments
Bring your own compute model reduces infrastructure costs for existing environments
Comparison
Comparison
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Comparison
Comparing V7 Go and Prefect capabilities
Comparing pricing models for workflow automation
Features
Features
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Features
V7
AI automation platform with specialized document agents
V7 Go is an AI automation platform designed for document-intensive workflows in regulated industries including finance, legal, insurance, and real estate. The platform provides specialized AI agents that process complex documents with visual grounding, tracing every output to its exact source location for auditability. V7 Go offers a low-code workflow designer accessible to business users, with pre-built agents for specific roles like financial analysts and contract managers. The platform achieves 95-99% accuracy on document processing and includes white-glove service with solution engineers who build custom integrations and design industry-specific agents for each organization.
Prefect
Workflow orchestration platform for data pipelines
Prefect is a workflow orchestration platform that enables teams to schedule, monitor, and manage data pipelines in their own infrastructure. The platform uses a seat-based pricing model starting with a free Hobby tier and scaling to Enterprise plans with custom pricing. Prefect supports both cloud-managed and self-hosted deployments, with the Customer Managed option providing full data sovereignty for regulated environments. The platform is used in production by organizations including NASA, Cisco, Cash App, and 1Password. Key features include workflow observability, logging and alerting, serverless compute options, and the ability to bring your own compute infrastructure.
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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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 workflow automation differ from Prefect's orchestration approach?
Prefect is designed for data engineers and developers who need to orchestrate Python-based data pipelines, providing scheduling, monitoring, and observability for tasks running in your own infrastructure. V7 Go focuses on document-centric automation with specialized AI agents that extract, analyze, and process complex documents like contracts, financial statements, and claims files. While Prefect excels at infrastructure orchestration with predictable seat-based pricing, V7 Go provides pre-built agents for specific industries and visual grounding that traces AI outputs to source documents for compliance requirements.
+
What level of technical expertise is required for each platform?
Prefect is built for technical teams with Python expertise, requiring developers to define workflows as code and manage infrastructure configurations. The platform assumes familiarity with data engineering concepts and deployment practices. V7 Go provides a low-code interface designed for business users and domain experts in regulated industries, with multiple interaction modes including a visual workflow designer, spreadsheet view, and conversational chat interface. V7 Go's white-glove service means solution engineers handle complex integrations, reducing the technical burden on your team.
+
Can V7 Go handle the same scheduling and monitoring capabilities as Prefect?
V7 Go provides workflow automation with triggers and scheduling for document processing pipelines, though its focus differs from Prefect's infrastructure orchestration. Prefect offers more granular control over task scheduling, run retention, and observability for data pipelines running across distributed infrastructure. V7 Go's strength lies in automating document-intensive processes with AI agents that understand industry-specific requirements, rather than general-purpose task orchestration. Organizations often use both types of platforms for different purposes within their automation stack.
+
How do compliance and audit capabilities compare between the platforms?
Prefect provides audit logs with retention periods ranging from 24 hours to custom durations depending on tier, along with RBAC and SSO for enterprise security. The Customer Managed option supports FedRAMP and HIPAA compliance through self-hosted deployment. V7 Go addresses compliance differently through visual grounding that traces every AI-generated output to its exact source location in documents, creating audit trails specifically for document-based compliance requirements like SOX, HIPAA, FDA, and KYC/AML. V7 Go also provides human-in-the-loop review stages for quality assurance in regulated workflows.
+
Which platform is better for organizations processing large volumes of documents?
V7 Go is purpose-built for high-volume document processing, supporting 1M+ token context windows for analyzing large documents and bundles with 95-99% accuracy. The platform handles complex document types including financial statements, contracts, and claims files with specialized extraction models. Prefect can orchestrate document processing workflows but does not provide native document AI capabilities, requiring integration with external document processing services. For organizations in finance, insurance, or real estate with document-intensive operations, V7 Go provides specialized capabilities that general orchestration platforms lack.
+
What are the deployment and infrastructure differences between V7 Go and Prefect?
Prefect offers flexible deployment options including cloud-managed orchestration, bring your own compute, and fully self-hosted Customer Managed deployments for air-gapped environments. This flexibility appeals to organizations with existing infrastructure investments or strict data sovereignty requirements. V7 Go operates as a cloud-based platform with enterprise security certifications including SOC2, ISO27001, and GDPR compliance. V7 Go's white-glove service includes solution engineers who build custom integrations with legacy systems, ensuring seamless data flow without requiring organizations to manage AI infrastructure themselves.
+
How does V7 Go's workflow automation differ from Prefect's orchestration approach?
Prefect is designed for data engineers and developers who need to orchestrate Python-based data pipelines, providing scheduling, monitoring, and observability for tasks running in your own infrastructure. V7 Go focuses on document-centric automation with specialized AI agents that extract, analyze, and process complex documents like contracts, financial statements, and claims files. While Prefect excels at infrastructure orchestration with predictable seat-based pricing, V7 Go provides pre-built agents for specific industries and visual grounding that traces AI outputs to source documents for compliance requirements.
+
What level of technical expertise is required for each platform?
Prefect is built for technical teams with Python expertise, requiring developers to define workflows as code and manage infrastructure configurations. The platform assumes familiarity with data engineering concepts and deployment practices. V7 Go provides a low-code interface designed for business users and domain experts in regulated industries, with multiple interaction modes including a visual workflow designer, spreadsheet view, and conversational chat interface. V7 Go's white-glove service means solution engineers handle complex integrations, reducing the technical burden on your team.
+
Can V7 Go handle the same scheduling and monitoring capabilities as Prefect?
V7 Go provides workflow automation with triggers and scheduling for document processing pipelines, though its focus differs from Prefect's infrastructure orchestration. Prefect offers more granular control over task scheduling, run retention, and observability for data pipelines running across distributed infrastructure. V7 Go's strength lies in automating document-intensive processes with AI agents that understand industry-specific requirements, rather than general-purpose task orchestration. Organizations often use both types of platforms for different purposes within their automation stack.
+
How do compliance and audit capabilities compare between the platforms?
Prefect provides audit logs with retention periods ranging from 24 hours to custom durations depending on tier, along with RBAC and SSO for enterprise security. The Customer Managed option supports FedRAMP and HIPAA compliance through self-hosted deployment. V7 Go addresses compliance differently through visual grounding that traces every AI-generated output to its exact source location in documents, creating audit trails specifically for document-based compliance requirements like SOX, HIPAA, FDA, and KYC/AML. V7 Go also provides human-in-the-loop review stages for quality assurance in regulated workflows.
+
Which platform is better for organizations processing large volumes of documents?
V7 Go is purpose-built for high-volume document processing, supporting 1M+ token context windows for analyzing large documents and bundles with 95-99% accuracy. The platform handles complex document types including financial statements, contracts, and claims files with specialized extraction models. Prefect can orchestrate document processing workflows but does not provide native document AI capabilities, requiring integration with external document processing services. For organizations in finance, insurance, or real estate with document-intensive operations, V7 Go provides specialized capabilities that general orchestration platforms lack.
+
What are the deployment and infrastructure differences between V7 Go and Prefect?
Prefect offers flexible deployment options including cloud-managed orchestration, bring your own compute, and fully self-hosted Customer Managed deployments for air-gapped environments. This flexibility appeals to organizations with existing infrastructure investments or strict data sovereignty requirements. V7 Go operates as a cloud-based platform with enterprise security certifications including SOC2, ISO27001, and GDPR compliance. V7 Go's white-glove service includes solution engineers who build custom integrations with legacy systems, ensuring seamless data flow without requiring organizations to manage AI infrastructure themselves.
+
How does V7 Go's workflow automation differ from Prefect's orchestration approach?
Prefect is designed for data engineers and developers who need to orchestrate Python-based data pipelines, providing scheduling, monitoring, and observability for tasks running in your own infrastructure. V7 Go focuses on document-centric automation with specialized AI agents that extract, analyze, and process complex documents like contracts, financial statements, and claims files. While Prefect excels at infrastructure orchestration with predictable seat-based pricing, V7 Go provides pre-built agents for specific industries and visual grounding that traces AI outputs to source documents for compliance requirements.
+
What level of technical expertise is required for each platform?
Prefect is built for technical teams with Python expertise, requiring developers to define workflows as code and manage infrastructure configurations. The platform assumes familiarity with data engineering concepts and deployment practices. V7 Go provides a low-code interface designed for business users and domain experts in regulated industries, with multiple interaction modes including a visual workflow designer, spreadsheet view, and conversational chat interface. V7 Go's white-glove service means solution engineers handle complex integrations, reducing the technical burden on your team.
+
Can V7 Go handle the same scheduling and monitoring capabilities as Prefect?
V7 Go provides workflow automation with triggers and scheduling for document processing pipelines, though its focus differs from Prefect's infrastructure orchestration. Prefect offers more granular control over task scheduling, run retention, and observability for data pipelines running across distributed infrastructure. V7 Go's strength lies in automating document-intensive processes with AI agents that understand industry-specific requirements, rather than general-purpose task orchestration. Organizations often use both types of platforms for different purposes within their automation stack.
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How do compliance and audit capabilities compare between the platforms?
Prefect provides audit logs with retention periods ranging from 24 hours to custom durations depending on tier, along with RBAC and SSO for enterprise security. The Customer Managed option supports FedRAMP and HIPAA compliance through self-hosted deployment. V7 Go addresses compliance differently through visual grounding that traces every AI-generated output to its exact source location in documents, creating audit trails specifically for document-based compliance requirements like SOX, HIPAA, FDA, and KYC/AML. V7 Go also provides human-in-the-loop review stages for quality assurance in regulated workflows.
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Which platform is better for organizations processing large volumes of documents?
V7 Go is purpose-built for high-volume document processing, supporting 1M+ token context windows for analyzing large documents and bundles with 95-99% accuracy. The platform handles complex document types including financial statements, contracts, and claims files with specialized extraction models. Prefect can orchestrate document processing workflows but does not provide native document AI capabilities, requiring integration with external document processing services. For organizations in finance, insurance, or real estate with document-intensive operations, V7 Go provides specialized capabilities that general orchestration platforms lack.
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What are the deployment and infrastructure differences between V7 Go and Prefect?
Prefect offers flexible deployment options including cloud-managed orchestration, bring your own compute, and fully self-hosted Customer Managed deployments for air-gapped environments. This flexibility appeals to organizations with existing infrastructure investments or strict data sovereignty requirements. V7 Go operates as a cloud-based platform with enterprise security certifications including SOC2, ISO27001, and GDPR compliance. V7 Go's white-glove service includes solution engineers who build custom integrations with legacy systems, ensuring seamless data flow without requiring organizations to manage AI infrastructure themselves.
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How does V7 Go's workflow automation differ from Prefect's orchestration approach?
Prefect is designed for data engineers and developers who need to orchestrate Python-based data pipelines, providing scheduling, monitoring, and observability for tasks running in your own infrastructure. V7 Go focuses on document-centric automation with specialized AI agents that extract, analyze, and process complex documents like contracts, financial statements, and claims files. While Prefect excels at infrastructure orchestration with predictable seat-based pricing, V7 Go provides pre-built agents for specific industries and visual grounding that traces AI outputs to source documents for compliance requirements.
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What level of technical expertise is required for each platform?
Prefect is built for technical teams with Python expertise, requiring developers to define workflows as code and manage infrastructure configurations. The platform assumes familiarity with data engineering concepts and deployment practices. V7 Go provides a low-code interface designed for business users and domain experts in regulated industries, with multiple interaction modes including a visual workflow designer, spreadsheet view, and conversational chat interface. V7 Go's white-glove service means solution engineers handle complex integrations, reducing the technical burden on your team.
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Can V7 Go handle the same scheduling and monitoring capabilities as Prefect?
V7 Go provides workflow automation with triggers and scheduling for document processing pipelines, though its focus differs from Prefect's infrastructure orchestration. Prefect offers more granular control over task scheduling, run retention, and observability for data pipelines running across distributed infrastructure. V7 Go's strength lies in automating document-intensive processes with AI agents that understand industry-specific requirements, rather than general-purpose task orchestration. Organizations often use both types of platforms for different purposes within their automation stack.
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How do compliance and audit capabilities compare between the platforms?
Prefect provides audit logs with retention periods ranging from 24 hours to custom durations depending on tier, along with RBAC and SSO for enterprise security. The Customer Managed option supports FedRAMP and HIPAA compliance through self-hosted deployment. V7 Go addresses compliance differently through visual grounding that traces every AI-generated output to its exact source location in documents, creating audit trails specifically for document-based compliance requirements like SOX, HIPAA, FDA, and KYC/AML. V7 Go also provides human-in-the-loop review stages for quality assurance in regulated workflows.
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Which platform is better for organizations processing large volumes of documents?
V7 Go is purpose-built for high-volume document processing, supporting 1M+ token context windows for analyzing large documents and bundles with 95-99% accuracy. The platform handles complex document types including financial statements, contracts, and claims files with specialized extraction models. Prefect can orchestrate document processing workflows but does not provide native document AI capabilities, requiring integration with external document processing services. For organizations in finance, insurance, or real estate with document-intensive operations, V7 Go provides specialized capabilities that general orchestration platforms lack.
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What are the deployment and infrastructure differences between V7 Go and Prefect?
Prefect offers flexible deployment options including cloud-managed orchestration, bring your own compute, and fully self-hosted Customer Managed deployments for air-gapped environments. This flexibility appeals to organizations with existing infrastructure investments or strict data sovereignty requirements. V7 Go operates as a cloud-based platform with enterprise security certifications including SOC2, ISO27001, and GDPR compliance. V7 Go's white-glove service includes solution engineers who build custom integrations with legacy systems, ensuring seamless data flow without requiring organizations to manage AI infrastructure themselves.
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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.