Surface critical risks & opportunities
AI Outlier Detection Agent
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
Play video

See AI Outlier Detection Agent in action
Play video

Contrarian Analyst Screen
See AI Outlier Detection Agent in action
Play video
Time comparison
Time comparison
Traditional way
Days of manual searching
With V7 Go agents
Minutes (automated)
Average time saved
99%
Why V7 Go
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.
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.
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.
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.
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.
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.
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
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
Built for the teams that handle high-stakes work
Built to scale workflows for teams that need speed and accuracy.
For Teams
For Teams
Investment & Research Teams
Investment & Research Teams
Investment & Research Teams
Systematize your search for alpha. Let an AI agent tirelessly scan the market for the contrarian opinions, under-the-radar companies, and unusual data points that lead to differentiated investment ideas.
Systematize your search for alpha. Let an AI agent tirelessly scan the market for the contrarian opinions, under-the-radar companies, and unusual data points that lead to differentiated investment ideas.
Systematize your search for alpha. Let an AI agent tirelessly scan the market for the contrarian opinions, under-the-radar companies, and unusual data points that lead to differentiated investment ideas.
Risk, Compliance & Audit
Risk, Compliance & Audit
Risk, Compliance & Audit
Move from reactive investigations to proactive monitoring. Use the agent to continuously scan transactions and documents for anomalies that could indicate fraud, non-compliance, or internal control weaknesses.
Move from reactive investigations to proactive monitoring. Use the agent to continuously scan transactions and documents for anomalies that could indicate fraud, non-compliance, or internal control weaknesses.
Move from reactive investigations to proactive monitoring. Use the agent to continuously scan transactions and documents for anomalies that could indicate fraud, non-compliance, or internal control weaknesses.
Customer voices
Customer voices
Connect AI to your sea of data.
Connect AI to your sea of data.
Let it be the tireless analyst that finds the needle in the haystack for you.
Let it be the tireless analyst that finds the needle in the haystack for you.
Finance
•
Legal
•
Insurance
•
Tax
•
Real Estate
Finance
•
Legal
•
Insurance
•
Tax
•
Real Estate
Finance
•
Legal
•
Insurance
•
Tax
•
Real Estate
Customer Voices
Industrial equipment sales
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.
Read the full story
Industrial equipment sales
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.
Read the full story
Insurance
We have six assessors. Before V7 Go, each would process around 15 claims a day, about 90 in total. With V7 Go, we’re expecting that to rise to around 20 claims per assessor, which adds up to an extra 30 claims a day. That’s the equivalent of two additional full-time assessors. Beyond the cost savings, there’s real reputational gains from fewer errors and faster turnaround times.
Read the full story
Insurance
We have six assessors. Before V7 Go, each would process around 15 claims a day, about 90 in total. With V7 Go, we’re expecting that to rise to around 20 claims per assessor, which adds up to an extra 30 claims a day. That’s the equivalent of two additional full-time assessors. Beyond the cost savings, there’s real reputational gains from fewer errors and faster turnaround times.
Read the full story
Real Estate
Prior to V7, people using the software were manually inputting data. Now it’s so much faster because it just reads it for them. On average, it saves our customers 45 minutes to an hour of work, and it’s more accurate.
Read the full story
Real Estate
Prior to V7, people using the software were manually inputting data. Now it’s so much faster because it just reads it for them. On average, it saves our customers 45 minutes to an hour of work, and it’s more accurate.
Read the full story
Industrial equipment sales
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.
Read the full story
Insurance
We have six assessors. Before V7 Go, each would process around 15 claims a day, about 90 in total. With V7 Go, we’re expecting that to rise to around 20 claims per assessor, which adds up to an extra 30 claims a day. That’s the equivalent of two additional full-time assessors. Beyond the cost savings, there’s real reputational gains from fewer errors and faster turnaround times.
Read the full story
Real Estate
Prior to V7, people using the software were manually inputting data. Now it’s so much faster because it just reads it for them. On average, it saves our customers 45 minutes to an hour of work, and it’s more accurate.
Read the full story
Finance
“Whenever I think about hiring, I first try to do it in V7 Go.” Discover how HITICCO uses V7 Go agents to accelerate and enrich their prospect research.
Read the full story
Finance
The experience with V7 has been fantastic. Very customized level of support. You feel like they really care about your outcome and objectives.
Read the full story
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

3
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

3
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

3
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)
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
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
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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Answers
Answers
What you need to know about our
AI Outlier Detection Agent
What kind of data can this agent analyze for outliers?
It's designed to work with both structured and unstructured data. It can find statistical outliers in numerical datasets (like transaction logs or financial data) and contextual outliers in text-based document sets (like contracts or reports).
+
What kind of data can this agent analyze for outliers?
It's designed to work with both structured and unstructured data. It can find statistical outliers in numerical datasets (like transaction logs or financial data) and contextual outliers in text-based document sets (like contracts or reports).
+
What kind of data can this agent analyze for outliers?
It's designed to work with both structured and unstructured data. It can find statistical outliers in numerical datasets (like transaction logs or financial data) and contextual outliers in text-based document sets (like contracts or reports).
+
How do we define the 'normal' pattern for it to detect deviations?
You have options. You can provide a set of 'golden standard' documents or a baseline period of data for the agent to learn from. Alternatively, you can define explicit rules and thresholds that constitute an anomaly for your business.
+
How do we define the 'normal' pattern for it to detect deviations?
You have options. You can provide a set of 'golden standard' documents or a baseline period of data for the agent to learn from. Alternatively, you can define explicit rules and thresholds that constitute an anomaly for your business.
+
How do we define the 'normal' pattern for it to detect deviations?
You have options. You can provide a set of 'golden standard' documents or a baseline period of data for the agent to learn from. Alternatively, you can define explicit rules and thresholds that constitute an anomaly for your business.
+
How is this different from the 'Contrarian Analysis Agent'?
This agent is the engine that finds the raw outlier data. The Contrarian Analysis Agent is a more sophisticated workflow that takes those outliers and synthesizes them into a coherent argument or alternative investment thesis. This agent finds the needle; the other explains why the needle is important.
+
How is this different from the 'Contrarian Analysis Agent'?
This agent is the engine that finds the raw outlier data. The Contrarian Analysis Agent is a more sophisticated workflow that takes those outliers and synthesizes them into a coherent argument or alternative investment thesis. This agent finds the needle; the other explains why the needle is important.
+
How is this different from the 'Contrarian Analysis Agent'?
This agent is the engine that finds the raw outlier data. The Contrarian Analysis Agent is a more sophisticated workflow that takes those outliers and synthesizes them into a coherent argument or alternative investment thesis. This agent finds the needle; the other explains why the needle is important.
+
Can it run in real-time to detect anomalies as they happen?
Yes. The agent can be configured to monitor a live data stream or a folder of incoming documents, applying its detection models in near real-time to provide immediate alerts on new anomalies.
+
Can it run in real-time to detect anomalies as they happen?
Yes. The agent can be configured to monitor a live data stream or a folder of incoming documents, applying its detection models in near real-time to provide immediate alerts on new anomalies.
+
Can it run in real-time to detect anomalies as they happen?
Yes. The agent can be configured to monitor a live data stream or a folder of incoming documents, applying its detection models in near real-time to provide immediate alerts on new anomalies.
+
Does it explain why something is an outlier?
Yes. The output report not only flags the outlier but also provides the context. It will show you the anomalous data point alongside the baseline or peer group data, making it immediately obvious why it was flagged.
+
Does it explain why something is an outlier?
Yes. The output report not only flags the outlier but also provides the context. It will show you the anomalous data point alongside the baseline or peer group data, making it immediately obvious why it was flagged.
+
Does it explain why something is an outlier?
Yes. The output report not only flags the outlier but also provides the context. It will show you the anomalous data point alongside the baseline or peer group data, making it immediately obvious why it was flagged.
+
Is this only for finding negative things, like fraud?
Not at all. Outliers can be positive too. It's equally powerful for finding positive signals, such as a sales region that is dramatically outperforming its peers or a portfolio company with unusually high margin potential.
+
Is this only for finding negative things, like fraud?
Not at all. Outliers can be positive too. It's equally powerful for finding positive signals, such as a sales region that is dramatically outperforming its peers or a portfolio company with unusually high margin potential.
+
Is this only for finding negative things, like fraud?
Not at all. Outliers can be positive too. It's equally powerful for finding positive signals, such as a sales region that is dramatically outperforming its peers or a portfolio company with unusually high margin potential.
+
Next steps
Next steps
What are the critical signals you're missing?
Send us one of your large, complex datasets and tell us what you're looking for. We'll show you how our AI agent can cut through the noise to find the outliers that matter.
Uncover hidden liabilities
in
supplier contracts.
V7 Go transforms documents into strategic assets. 150+ enterprises are already on board:
Uncover hidden liabilities
in
supplier contracts.
V7 Go transforms documents into strategic assets. 150+ enterprises are already on board:
