90% faster evaluation
AI LLM Evaluation Agent
AI LLM Evaluation Agent
AI LLM Evaluation Agent
Assess model quality at scale
Assess model quality at scale
Assess model quality at scale
Delegate LLM output evaluation to a specialized AI agent. It assesses model responses against your custom criteria, identifies quality issues, flags inconsistencies, and provides structured feedback. Free your team from manual review so they can focus on model improvement and deployment.

Ideal for
AI & ML Teams
Quality Assurance
Product Engineering

See AI LLM Evaluation Agent in action
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See AI LLM Evaluation Agent in action
Play video

Model Output Evaluation
See AI LLM Evaluation 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
40-60 hours per batch
With V7 Go agents
15-30 minutes
Average time saved
90%
Why V7 Go
Custom Evaluation Criteria
Define your own quality metrics and evaluation standards. The agent assesses every output against your specific criteria, whether measuring accuracy, tone, completeness, or domain-specific requirements.
Custom Evaluation Criteria
Define your own quality metrics and evaluation standards. The agent assesses every output against your specific criteria, whether measuring accuracy, tone, completeness, or domain-specific requirements.
Consistency Detection
Identifies inconsistencies across model outputs, flagging responses that deviate from established patterns or violate your quality standards, ensuring uniform performance.
Consistency Detection
Identifies inconsistencies across model outputs, flagging responses that deviate from established patterns or violate your quality standards, ensuring uniform performance.
Bias & Fairness Analysis
Detects potential biases, fairness issues, or problematic patterns in model outputs, helping you identify and address systemic quality problems before deployment.
Bias & Fairness Analysis
Detects potential biases, fairness issues, or problematic patterns in model outputs, helping you identify and address systemic quality problems before deployment.
Batch Processing at Scale
Evaluates hundreds or thousands of model outputs simultaneously, completing in minutes what would take your team weeks of manual review and assessment.
Batch Processing at Scale
Evaluates hundreds or thousands of model outputs simultaneously, completing in minutes what would take your team weeks of manual review and assessment.
Structured Feedback Generation
Produces detailed, actionable feedback for each output, including specific improvement suggestions and severity ratings to guide model refinement and retraining.
Structured Feedback Generation
Produces detailed, actionable feedback for each output, including specific improvement suggestions and severity ratings to guide model refinement and retraining.
Auditable Evaluation Trail
Creates a complete record of every evaluation decision with full reasoning and citations. Every assessment is transparent and defensible for compliance and quality assurance purposes.
Auditable Evaluation Trail
Creates a complete record of every evaluation decision with full reasoning and citations. Every assessment is transparent and defensible for compliance and quality assurance purposes.
Evaluates model outputs comprehensively
To deliver objective quality assessments.
Get started


Import your files
OpenAI
,
Google Sheets
,
Snowflake
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 diverse output formats.
From any source.
Model outputs come in many forms. This agent evaluates responses from any LLM, in any format—text, JSON, structured data, or unstructured content. It adapts to your evaluation needs, not the other way around.
Input types
Multiple LLMs
Custom Criteria
Batch Processing
Multi-format
Document types
JSON
CSV
Spreadsheets
Text
Logs
Vendor_US.xlsx

12
Supply_2023.pptx

Review_Legal.pdf

Supporting diverse output formats.
From any source.
Model outputs come in many forms. This agent evaluates responses from any LLM, in any format—text, JSON, structured data, or unstructured content. It adapts to your evaluation needs, not the other way around.
Input types
Multiple LLMs
Custom Criteria
Batch Processing
Multi-format
Document types
JSON
CSV
Spreadsheets
Text
Logs
Vendor_US.xlsx

12
Supply_2023.pptx

Review_Legal.pdf

Consistent evaluation standards
applied uniformly.
Eliminate subjective variation in evaluation. The agent applies your criteria consistently across every output, ensuring fair, objective assessment. No more inconsistent reviews or missed quality issues.
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)
Consistent evaluation standards
applied uniformly.
Eliminate subjective variation in evaluation. The agent applies your criteria consistently across every output, ensuring fair, objective assessment. No more inconsistent reviews or missed quality issues.
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)
Trustworthy assessments,
fully explained.
Every evaluation decision is transparent and auditable. The agent provides detailed reasoning for each assessment, showing exactly why an output passed or failed your criteria. No black boxes, just clear accountability.

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
Trustworthy assessments,
fully explained.
Every evaluation decision is transparent and auditable. The agent provides detailed reasoning for each assessment, showing exactly why an output passed or failed your criteria. No black boxes, just clear accountability.

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 sensitive AI work.
Model outputs and evaluation criteria are your proprietary assets. V7 Go processes all evaluation data within your secure environment. Your models, outputs, and quality standards are never shared or used for external purposes.
Certifications
GDPR
SOC2
HIPAA
ISO
Safety
Custom storage
Data governance
Access-level permissions
Enterprise-grade security
for sensitive AI work.
Model outputs and evaluation criteria are your proprietary assets. V7 Go processes all evaluation data within your secure environment. Your models, outputs, and quality standards are never shared or used for external purposes.
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





