80% fewer iterations
AI Prompt Optimization Agent
AI Prompt Optimization Agent
AI Prompt Optimization Agent
Better prompts, better results
Better prompts, better results
Better prompts, better results
Stop wasting time manually refining prompts. Upload your current prompt, provide examples of desired outputs, and let the agent analyze performance gaps, identify structural weaknesses, and generate optimized versions that deliver measurably better results.

Ideal for
AI Operations Teams
Product Engineering
AI Development

See AI Prompt Optimization Agent in action
Play video

See AI Prompt Optimization Agent in action
Play video

Contract Review Prompt Optimization
See AI Prompt Optimization Agent in action
Play video
Decision-ready outputs from your data room
Turn diligence documents into
IC-ready slides.
V7 analyses CIMs, models, contracts, DDQs, and data rooms — then generates source-linked memos, tables, and PPT files your team can edit, trust, and send.
Speak to an expert in your industry in the next 24 hours.
See how V7 turns your firm’s documents into investor-ready outputs — with every number traced back to source.
Decision-ready outputs from your data room
Turn diligence documents into
IC-ready slides.
V7 analyses CIMs, models, contracts, DDQs, and data rooms — then generates source-linked memos, tables, and PPT files your team can edit, trust, and send.
Speak to an expert in your industry in the next 24 hours.
See how V7 turns your firm’s documents into investor-ready outputs — with every number traced back to source.
Decision-ready outputs from your data room
Turn diligence documents into
IC-ready slides.
V7 analyses CIMs, models, contracts, DDQs, and data rooms — then generates source-linked memos, tables, and PPT files your team can edit, trust, and send.
Speak to an expert in your industry in the next 24 hours.
See how V7 turns your firm’s documents into investor-ready outputs — with every number traced back to source.
Decision-ready outputs from your data room
Turn diligence documents into
IC-ready slides.
V7 analyses CIMs, models, contracts, DDQs, and data rooms — then generates source-linked memos, tables, and PPT files your team can edit, trust, and send.
Speak to an expert in your industry in the next 24 hours.
See how V7 turns your firm’s documents into investor-ready outputs — with every number traced back to source.
Time comparison
Traditional way
2-3 weeks
With V7 Go agents
2-4 hours
Average time saved
90%
Why V7 Go
Automated Performance Analysis
Evaluates your current prompt against sample outputs to identify accuracy gaps, inconsistencies, and failure patterns without manual testing.
Automated Performance Analysis
Evaluates your current prompt against sample outputs to identify accuracy gaps, inconsistencies, and failure patterns without manual testing.
Structural Weakness Detection
Flags missing context, ambiguous instructions, unclear output specifications, and logical gaps that cause agent errors or inconsistent behavior.
Structural Weakness Detection
Flags missing context, ambiguous instructions, unclear output specifications, and logical gaps that cause agent errors or inconsistent behavior.
Multi-Version Generation
Generates multiple optimized prompt variants with different approaches, allowing you to test and select the version that performs best for your use case.
Multi-Version Generation
Generates multiple optimized prompt variants with different approaches, allowing you to test and select the version that performs best for your use case.
Iterative Refinement Guidance
Provides specific, actionable recommendations for further optimization, including suggested rewording, additional context to include, and structural improvements.
Iterative Refinement Guidance
Provides specific, actionable recommendations for further optimization, including suggested rewording, additional context to include, and structural improvements.
Consistency Validation
Ensures optimized prompts produce consistent outputs across different input variations, reducing variance and improving reliability in production.
Consistency Validation
Ensures optimized prompts produce consistent outputs across different input variations, reducing variance and improving reliability in production.
Faster Time-to-Production
Compress weeks of manual prompt iteration into hours, enabling faster agent deployment and quicker time-to-value for your AI initiatives.
Faster Time-to-Production
Compress weeks of manual prompt iteration into hours, enabling faster agent deployment and quicker time-to-value for your AI initiatives.
Analyzes and optimizes any prompt
To deliver measurably better agent performance.
Get started

Import your files
OpenAI
,
GitHub
,
Notion
Import your files from whereever they are currently stored
All types of Business documents supported
Once imported our system extracts and organises the essentials
Features
Features
Results you can actually trust.
Reliable AI document processing toolkit.
Results you can trust.
Trustworthy AI document processing toolkit.
Supporting any prompt type.
From simple to complex.
Whether your prompt is a single instruction or a multi-step reasoning framework, the agent handles it. It works with prompts for any domain, any task type, and any complexity level.
Input types
Any Domain
Any Task Type
Any Complexity
Multi-Step Workflows
Document types
Text Files
JSON
Structured Data
Code Snippets
Configuration Files
Vendor_US.xlsx

12
Supply_2023.pptx

Review_Legal.pdf

Supporting any prompt type.
From simple to complex.
Whether your prompt is a single instruction or a multi-step reasoning framework, the agent handles it. It works with prompts for any domain, any task type, and any complexity level.
Input types
Any Domain
Any Task Type
Any Complexity
Multi-Step Workflows
Document types
Text Files
JSON
Structured Data
Code Snippets
Configuration Files
Vendor_US.xlsx

12
Supply_2023.pptx

Review_Legal.pdf

Identify real performance gaps
not just surface issues.
The agent goes beyond simple syntax checking. It analyzes actual output quality, identifies root causes of failures, and recommends structural changes that address underlying issues rather than symptoms.
Model providers

Security note
V7 never trains models on your private data. We keep your data encrypted and allow you to deploy your own models.
Answer
Type
Text
Tool
o4 Mini
Reasoning effort
Min
Low
Mid
High
AI Citations
Inputs
Set a prompt (Press @ to mention an input)
Identify real performance gaps
not just surface issues.
The agent goes beyond simple syntax checking. It analyzes actual output quality, identifies root causes of failures, and recommends structural changes that address underlying issues rather than symptoms.
Model providers

Security note
V7 never trains models on your private data. We keep your data encrypted and allow you to deploy your own models.
Answer
Type
Text
Tool
o4 Mini
Reasoning effort
Min
Low
Mid
High
AI Citations
Inputs
Set a prompt (Press @ to mention an input)
Optimized prompts you can trust
backed by analysis.
Every optimization recommendation is grounded in analysis of your actual outputs. The agent shows you exactly what it found, why it matters, and how the optimized version addresses it.

Visual grounding in action
00:54
Deliberate Misrepresentation: During the trial, evidence was presented showing that John Doe deliberately misrepresented his income on multiple occasions over several years. This included falsifying documents, underreporting income, and inflating deductions to lower his tax liability. Such deliberate deception demonstrates intent to evade taxes.
Pattern of Behavior: The prosecution demonstrated a consistent pattern of behavior by John Doe, spanning several years, wherein he consistently failed to report substantial portions of his income. This pattern suggested a systematic attempt to evade taxes rather than mere oversight or misunderstanding.
Concealment of Assets: Forensic accounting revealed that John Doe had taken significant steps to conceal his assets offshore, including setting up shell companies and using complex financial structures to hide income from tax authorities. Such elaborate schemes indicate a deliberate effort to evade taxes and avoid detection.
Failure to Cooperate: Throughout the investigation and trial, John Doe displayed a lack of cooperation with tax authorities. He refused to provide requested documentation, obstructed the audit process, and failed to disclose relevant financial information. This obstructionism further supported the prosecution's argument of intentional tax evasion.
Prior Warning and Ignoring Compliance

02
01
01
02
Optimized prompts you can trust
backed by analysis.
Every optimization recommendation is grounded in analysis of your actual outputs. The agent shows you exactly what it found, why it matters, and how the optimized version addresses it.

Visual grounding in action
00:54
Deliberate Misrepresentation: During the trial, evidence was presented showing that John Doe deliberately misrepresented his income on multiple occasions over several years. This included falsifying documents, underreporting income, and inflating deductions to lower his tax liability. Such deliberate deception demonstrates intent to evade taxes.
Pattern of Behavior: The prosecution demonstrated a consistent pattern of behavior by John Doe, spanning several years, wherein he consistently failed to report substantial portions of his income. This pattern suggested a systematic attempt to evade taxes rather than mere oversight or misunderstanding.
Concealment of Assets: Forensic accounting revealed that John Doe had taken significant steps to conceal his assets offshore, including setting up shell companies and using complex financial structures to hide income from tax authorities. Such elaborate schemes indicate a deliberate effort to evade taxes and avoid detection.
Failure to Cooperate: Throughout the investigation and trial, John Doe displayed a lack of cooperation with tax authorities. He refused to provide requested documentation, obstructed the audit process, and failed to disclose relevant financial information. This obstructionism further supported the prosecution's argument of intentional tax evasion.
Prior Warning and Ignoring Compliance

02
01
01
02
Enterprise grade security
for proprietary prompts.
Your prompts are proprietary intellectual property. V7 Go processes them within your secure environment, ensuring confidentiality and compliance with data privacy standards. Your prompts are never used for external model training.
Certifications
GDPR
SOC2
HIPAA
ISO
Safety
Custom storage
Data governance
Access-level permissions
Enterprise grade security
for proprietary prompts.
Your prompts are proprietary intellectual property. V7 Go processes them within your secure environment, ensuring confidentiality and compliance with data privacy standards. Your prompts are never used for external model training.
Certifications
GPDR
SOC2
HIPAA
ISO
Safety
Custom storage
Data governance
Access-level permissions
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Time saving for invoice processing
95%
"We are looking for V7 Go and AI in general to be the beating heart of our company and our growth. It will make us more productive as a company, liaising with customers, automating tasks, even finding new work."
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."
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."
Time saving for invoice processing
95%
"We are looking for V7 Go and AI in general to be the beating heart of our company and our growth. It will make us more productive as a company, liaising with customers, automating tasks, even finding new work."
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."
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."
Time saving for invoice processing
95%
"We are looking for V7 Go and AI in general to be the beating heart of our company and our growth. It will make us more productive as a company, liaising with customers, automating tasks, even finding new work."
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."
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."
Time saving for invoice processing
95%
"We are looking for V7 Go and AI in general to be the beating heart of our company and our growth. It will make us more productive as a company, liaising with customers, automating tasks, even finding new work."
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."
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."
Enterprise-grade
security.
Your data stays yours—always. Work with one of the few AI companies that never trains on your data.
No training on your data
Encrypted end-to-end
Audited and penetration-tested
Fine-grained access controls
Inhouse security team
Audit logs across every workflow
Time saving for invoice processing
95%
"We are looking for V7 Go and AI in general to be the beating heart of our company and our growth. It will make us more productive as a company, liaising with customers, automating tasks, even finding new work."
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."
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."
Time saving for invoice processing
95%
"We are looking for V7 Go and AI in general to be the beating heart of our company and our growth. It will make us more productive as a company, liaising with customers, automating tasks, even finding new work."
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."
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."
Time saving for invoice processing
95%
"We are looking for V7 Go and AI in general to be the beating heart of our company and our growth. It will make us more productive as a company, liaising with customers, automating tasks, even finding new work."
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."
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."
Time saving for invoice processing
95%
"We are looking for V7 Go and AI in general to be the beating heart of our company and our growth. It will make us more productive as a company, liaising with customers, automating tasks, even finding new work."
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."
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."
Enterprise-grade
security.
Your data stays yours—always. Work with one of the few AI companies that never trains on your data.
No training on your data
Encrypted end-to-end
Audited and penetration-tested
Fine-grained access controls
Inhouse security team
Audit logs across every workflow
Time saving for invoice processing
95%
"We are looking for V7 Go and AI in general to be the beating heart of our company and our growth. It will make us more productive as a company, liaising with customers, automating tasks, even finding new work."
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."
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."
Time saving for invoice processing
95%
"We are looking for V7 Go and AI in general to be the beating heart of our company and our growth. It will make us more productive as a company, liaising with customers, automating tasks, even finding new work."
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."
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."
Time saving for invoice processing
95%
"We are looking for V7 Go and AI in general to be the beating heart of our company and our growth. It will make us more productive as a company, liaising with customers, automating tasks, even finding new work."
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."
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."
Time saving for invoice processing
95%
"We are looking for V7 Go and AI in general to be the beating heart of our company and our growth. It will make us more productive as a company, liaising with customers, automating tasks, even finding new work."
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."
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."
Enterprise-grade
security.
Your data stays yours—always. Work with one of the few AI companies that never trains on your data.
No training on your data
Encrypted end-to-end
Audited and penetration-tested
Fine-grained access controls
Inhouse security team
Audit logs across every workflow





