Surface critical risks & opportunities
AI Outlier Detection Agent
AI Outlier Detection Agent
AI Outlier Detection Agent
Find the exceptions that prove the rule
Find the exceptions that prove the rule
Find the exceptions that prove the rule
Delegate the search for anomalies to a specialized AI agent. It analyzes massive datasets and document repositories to automatically surface the critical outliers—from fraudulent claims and contrarian opinions to non-standard contract clauses—that require your expert attention.

Ideal for
Risk & Compliance
Investment Teams
Data Science

See AI Outlier Detection Agent in action
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See AI Outlier Detection Agent in action
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Contrarian Analyst Screen
See AI Outlier Detection Agent in action
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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
Days of manual searching
With V7 Go agents
Minutes (automated)
Average time saved
99%
Why V7 Go
Statistical Anomaly Detection
Applies statistical models to your numerical data to automatically identify and flag data points that deviate significantly from the norm, such as unusual spikes in expenses or fraudulent transactions.
Statistical Anomaly Detection
Applies statistical models to your numerical data to automatically identify and flag data points that deviate significantly from the norm, such as unusual spikes in expenses or fraudulent transactions.
Unstructured Text Outlier Analysis
Goes beyond numbers to find outliers in text. It can find a non-standard clause in a portfolio of contracts or a contrarian analyst opinion in a library of research reports.
Unstructured Text Outlier Analysis
Goes beyond numbers to find outliers in text. It can find a non-standard clause in a portfolio of contracts or a contrarian analyst opinion in a library of research reports.
Customizable Rule-Based Alerts
Define what constitutes an 'outlier' for your business. The agent uses your custom rules and thresholds to scan for the specific exceptions that matter to your strategy.
Customizable Rule-Based Alerts
Define what constitutes an 'outlier' for your business. The agent uses your custom rules and thresholds to scan for the specific exceptions that matter to your strategy.
Predictive Anomaly Detection
Learns the normal patterns of behavior in your time-series data and can proactively flag deviations from that pattern as they happen, providing an early warning system for potential issues.
Predictive Anomaly Detection
Learns the normal patterns of behavior in your time-series data and can proactively flag deviations from that pattern as they happen, providing an early warning system for potential issues.
Reduces Alert Fatigue
Uses AI reasoning to filter out noise and false positives, ensuring that the anomalies it surfaces are statistically significant and worthy of your team's expert review.
Reduces Alert Fatigue
Uses AI reasoning to filter out noise and false positives, ensuring that the anomalies it surfaces are statistically significant and worthy of your team's expert review.
Actionable & Cited Exception Reports
Delivers a clean, prioritized list of all identified outliers. Each finding is supported by the underlying data and a visual citation linking back to the source document.
Actionable & Cited Exception Reports
Delivers a clean, prioritized list of all identified outliers. Each finding is supported by the underlying data and a visual citation linking back to the source document.
Analyzes massive datasets and document archives
To find the critical few data points that matter.
Get started


Import your files
Snowflake
,
Databricks
,
SharePoint
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.
Analyzes any dataset, structured or not.
Text, numbers, and everything in between.
This agent is built to find outliers wherever they hide. It analyzes numerical data in your databases and spreadsheets, and contextual outliers in your unstructured documents like contracts, reports, and news articles.
Input types
Databases
Unstructured Text
Time-Series Data
Multi-modal
Document types
Spreadsheets
PDFs
Transaction Logs
Contracts
APIs
Vendor_US.xlsx

12
Supply_2023.pptx

Review_Legal.pdf

Analyzes any dataset, structured or not.
Text, numbers, and everything in between.
This agent is built to find outliers wherever they hide. It analyzes numerical data in your databases and spreadsheets, and contextual outliers in your unstructured documents like contracts, reports, and news articles.
Input types
Databases
Unstructured Text
Time-Series Data
Multi-modal
Document types
Spreadsheets
PDFs
Transaction Logs
Contracts
APIs
Vendor_US.xlsx

12
Supply_2023.pptx

Review_Legal.pdf

Achieve near-perfect accuracy
with AI reasoning.
To avoid alert fatigue, the agent uses AI reasoning and your custom rules to accurately distinguish between a true, meaningful anomaly and simple statistical noise, ensuring your team only reviews the outliers that matter.
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)
Achieve near-perfect accuracy
with AI reasoning.
To avoid alert fatigue, the agent uses AI reasoning and your custom rules to accurately distinguish between a true, meaningful anomaly and simple statistical noise, ensuring your team only reviews the outliers that matter.
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 results,
grounded in your documents.
Every flagged outlier is fully defensible and easy to investigate. The agent provides a visual citation that shows you the exact data point or text passage in the source document, along with the context for why it was flagged.

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 results,
grounded in your documents.
Every flagged outlier is fully defensible and easy to investigate. The agent provides a visual citation that shows you the exact data point or text passage in the source document, along with the context for why it was flagged.

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 financial data.
Your transactional and business data is highly confidential. V7 Go is built to protect it, processing and analyzing all your sensitive information within your secure, private environment.
Certifications
GDPR
SOC2
HIPAA
ISO
Safety
Custom storage
Data governance
Access-level permissions
Enterprise-grade security
for sensitive financial data.
Your transactional and business data is highly confidential. V7 Go is built to protect it, processing and analyzing all your sensitive information within your secure, private environment.
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."

James Tomlinson
Managing Director
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
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."

James Tomlinson
Managing Director
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
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."

James Tomlinson
Managing Director
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
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."

James Tomlinson
Managing Director
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
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."

James Tomlinson
Managing Director
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
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."

James Tomlinson
Managing Director
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
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."

James Tomlinson
Managing Director
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
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."

James Tomlinson
Managing Director
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
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."

James Tomlinson
Managing Director
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
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."

James Tomlinson
Managing Director
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
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."

James Tomlinson
Managing Director
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
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."

James Tomlinson
Managing Director
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
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
Precision AI for Institutional Workflows


