Deeper manager insights
AI Hedge Fund Performance Analysis Agent
Understand the 'how' behind the returns
Delegate the deep analysis of hedge fund performance to a specialized AI agent. It reads manager letters and performance reports to decompose returns, identify key risk exposures, and analyze the drivers of both alpha and beta, providing a true understanding of a manager's skill.

Ideal for
Fund-of-Funds
Pensions & Endowments
Institutional Investors

See AI Hedge Fund Performance Analysis Agent in action
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See AI Hedge Fund Performance Analysis Agent in action
Play video

See AI Hedge Fund Performance Analysis Agent in action
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Manager Performance Review
See AI Hedge Fund Performance Analysis Agent in action
Play video
Time comparison
Time comparison
Traditional way
1-2 days per manager
With V7 Go agents
15-30 minutes
Average time saved
95%
Why V7 Go
Why V7 Go
Performance Attribution Analysis
Goes beyond the total return number to decompose performance, showing how much was driven by market beta, sector selection, security selection (alpha), and other factors.
Performance Attribution Analysis
Goes beyond the total return number to decompose performance, showing how much was driven by market beta, sector selection, security selection (alpha), and other factors.
Performance Attribution Analysis
Goes beyond the total return number to decompose performance, showing how much was driven by market beta, sector selection, security selection (alpha), and other factors.
Performance Attribution Analysis
Goes beyond the total return number to decompose performance, showing how much was driven by market beta, sector selection, security selection (alpha), and other factors.
Risk-Adjusted Return Calculation
Automatically calculates key risk metrics like Sharpe ratio, Sortino ratio, and max drawdown, allowing you to compare managers on a true risk-adjusted basis.
Risk-Adjusted Return Calculation
Automatically calculates key risk metrics like Sharpe ratio, Sortino ratio, and max drawdown, allowing you to compare managers on a true risk-adjusted basis.
Risk-Adjusted Return Calculation
Automatically calculates key risk metrics like Sharpe ratio, Sortino ratio, and max drawdown, allowing you to compare managers on a true risk-adjusted basis.
Risk-Adjusted Return Calculation
Automatically calculates key risk metrics like Sharpe ratio, Sortino ratio, and max drawdown, allowing you to compare managers on a true risk-adjusted basis.
Style Drift Detection
Analyzes position-level data and manager commentary over time to detect any deviation from their stated investment style, such as changes in net exposure or sector concentration.
Style Drift Detection
Analyzes position-level data and manager commentary over time to detect any deviation from their stated investment style, such as changes in net exposure or sector concentration.
Style Drift Detection
Analyzes position-level data and manager commentary over time to detect any deviation from their stated investment style, such as changes in net exposure or sector concentration.
Style Drift Detection
Analyzes position-level data and manager commentary over time to detect any deviation from their stated investment style, such as changes in net exposure or sector concentration.
Investor Letter Summarization
Reads lengthy, unstructured investor letters to extract and summarize the manager's market outlook, thematic views, and explanations for their performance.
Investor Letter Summarization
Reads lengthy, unstructured investor letters to extract and summarize the manager's market outlook, thematic views, and explanations for their performance.
Investor Letter Summarization
Reads lengthy, unstructured investor letters to extract and summarize the manager's market outlook, thematic views, and explanations for their performance.
Investor Letter Summarization
Reads lengthy, unstructured investor letters to extract and summarize the manager's market outlook, thematic views, and explanations for their performance.
Portfolio Exposure Analysis
Consolidates holdings data from reports to provide a clear view of a fund's exposure to different sectors, geographies, and market factors.
Portfolio Exposure Analysis
Consolidates holdings data from reports to provide a clear view of a fund's exposure to different sectors, geographies, and market factors.
Portfolio Exposure Analysis
Consolidates holdings data from reports to provide a clear view of a fund's exposure to different sectors, geographies, and market factors.
Portfolio Exposure Analysis
Consolidates holdings data from reports to provide a clear view of a fund's exposure to different sectors, geographies, and market factors.
Cited and Auditable Insights
Every number and summarized point in the analysis is visually linked back to its source in the original manager report, creating a fully transparent and defensible diligence file.
Cited and Auditable Insights
Every number and summarized point in the analysis is visually linked back to its source in the original manager report, creating a fully transparent and defensible diligence file.
Cited and Auditable Insights
Every number and summarized point in the analysis is visually linked back to its source in the original manager report, creating a fully transparent and defensible diligence file.
Cited and Auditable Insights
Every number and summarized point in the analysis is visually linked back to its source in the original manager report, creating a fully transparent and defensible diligence file.
Analyzes manager performance reports and investor letters
To provide a true, multi-faceted view of performance.
Get started
Get started
Import your files
FactSet
,
Preqin
,
Tableau
Import your files from whereever they are currently stored
All types of Finance documents supported
Once imported our system extracts and organises the essentials
Customer voices
Customer voices
Connect AI to your manager reports.
Connect AI to your manager reports.
Go beyond the headline number to truly understand performance.
Go beyond the headline number to truly understand performance.
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.
Works with any manager's reports.
No matter how inconsistent.
This agent is designed for the non-standard world of hedge fund reporting. It extracts performance data from any format, including bespoke PDF investor letters with narrative commentary and complex, multi-tab Excel reports.
Input types
50+ languages
Complex Tables
Charts and Graphs
Unstructured Text
Document types
PDFs
Excel (.xlsx)
Investor Letters
Scans
Spreadsheets
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Works with any manager's reports.
No matter how inconsistent.
This agent is designed for the non-standard world of hedge fund reporting. It extracts performance data from any format, including bespoke PDF investor letters with narrative commentary and complex, multi-tab Excel reports.
Input types
50+ languages
Complex Tables
Charts and Graphs
Unstructured Text
Document types
PDFs
Excel (.xlsx)
Investor Letters
Scans
Spreadsheets
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Works with any manager's reports.
No matter how inconsistent.
This agent is designed for the non-standard world of hedge fund reporting. It extracts performance data from any format, including bespoke PDF investor letters with narrative commentary and complex, multi-tab Excel reports.
Input types
50+ languages
Complex Tables
Charts and Graphs
Unstructured Text
Document types
PDFs
Excel (.xlsx)
Investor Letters
Scans
Spreadsheets
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Achieve near-perfect accuracy
with AI reasoning.
Manager selection depends on precise data. The agent uses AI reasoning to accurately extract performance numbers and interpret manager commentary, ensuring your analysis is based on a true understanding of the fund.
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.
Manager selection depends on precise data. The agent uses AI reasoning to accurately extract performance numbers and interpret manager commentary, ensuring your analysis is based on a true understanding of the fund.
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.
Manager selection depends on precise data. The agent uses AI reasoning to accurately extract performance numbers and interpret manager commentary, ensuring your analysis is based on a true understanding of the fund.
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.
Create a fully defensible diligence file on every manager. Each extracted performance metric and summarized commentary point is visually linked to its source in the original report, providing a perfect audit trail.

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.
Create a fully defensible diligence file on every manager. Each extracted performance metric and summarized commentary point is visually linked to its source in the original report, providing a perfect audit trail.

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.
Create a fully defensible diligence file on every manager. Each extracted performance metric and summarized commentary point is visually linked to its source in the original report, providing a perfect audit trail.

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.
Manager performance data is highly confidential. V7 Go is architected to protect this sensitive information, processing all reports and performing all analysis 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.
Manager performance data is highly confidential. V7 Go is architected to protect this sensitive information, processing all reports and performing all analysis 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.
Manager performance data is highly confidential. V7 Go is architected to protect this sensitive information, processing all reports and performing all analysis 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 Hedge Fund Performance Analysis Agent
Where does the agent get the manager performance data?
The agent is designed to work with the documents you already receive from your managers, including password-protected PDFs of monthly or quarterly performance reports, investor letters, and capital account statements.
+
Where does the agent get the manager performance data?
The agent is designed to work with the documents you already receive from your managers, including password-protected PDFs of monthly or quarterly performance reports, investor letters, and capital account statements.
+
Where does the agent get the manager performance data?
The agent is designed to work with the documents you already receive from your managers, including password-protected PDFs of monthly or quarterly performance reports, investor letters, and capital account statements.
+
Can it handle manager reports that don't provide position-level transparency?
Yes. While position-level data allows for deeper analysis, the agent can still derive valuable insights from aggregated data and manager commentary, summarizing the reported drivers of performance and sector exposures.
+
Can it handle manager reports that don't provide position-level transparency?
Yes. While position-level data allows for deeper analysis, the agent can still derive valuable insights from aggregated data and manager commentary, summarizing the reported drivers of performance and sector exposures.
+
Can it handle manager reports that don't provide position-level transparency?
Yes. While position-level data allows for deeper analysis, the agent can still derive valuable insights from aggregated data and manager commentary, summarizing the reported drivers of performance and sector exposures.
+
How does it handle inconsistent reporting formats from different managers?
V7 Go's AI is built to understand contextually. It can intelligently identify key tables and data points (like NAVs and returns) from the varied and non-standard report formats used across the hedge fund industry.
+
How does it handle inconsistent reporting formats from different managers?
V7 Go's AI is built to understand contextually. It can intelligently identify key tables and data points (like NAVs and returns) from the varied and non-standard report formats used across the hedge fund industry.
+
How does it handle inconsistent reporting formats from different managers?
V7 Go's AI is built to understand contextually. It can intelligently identify key tables and data points (like NAVs and returns) from the varied and non-standard report formats used across the hedge fund industry.
+
Can we customize the analysis to fit our firm's diligence process?
Absolutely. The agent's workflow is fully configurable. You can instruct it to calculate your firm's proprietary risk metrics or to look for specific language in investor letters that aligns with your key diligence questions.
+
Can we customize the analysis to fit our firm's diligence process?
Absolutely. The agent's workflow is fully configurable. You can instruct it to calculate your firm's proprietary risk metrics or to look for specific language in investor letters that aligns with your key diligence questions.
+
Can we customize the analysis to fit our firm's diligence process?
Absolutely. The agent's workflow is fully configurable. You can instruct it to calculate your firm's proprietary risk metrics or to look for specific language in investor letters that aligns with your key diligence questions.
+
What's the output? Is it a dashboard?
The output is typically a standardized performance summary report in Excel or PDF. This data can then be easily fed into your own internal dashboards or portfolio management systems like Tableau or Power BI.
+
What's the output? Is it a dashboard?
The output is typically a standardized performance summary report in Excel or PDF. This data can then be easily fed into your own internal dashboards or portfolio management systems like Tableau or Power BI.
+
What's the output? Is it a dashboard?
The output is typically a standardized performance summary report in Excel or PDF. This data can then be easily fed into your own internal dashboards or portfolio management systems like Tableau or Power BI.
+
How is this different from the Fund of Funds Performance Attribution Agent?
This agent performs a deep-dive analysis on a single hedge fund manager. The Fund of Funds agent operates at the portfolio level, aggregating the outputs from multiple single-manager analyses to provide a consolidated view.
+
How is this different from the Fund of Funds Performance Attribution Agent?
This agent performs a deep-dive analysis on a single hedge fund manager. The Fund of Funds agent operates at the portfolio level, aggregating the outputs from multiple single-manager analyses to provide a consolidated view.
+
How is this different from the Fund of Funds Performance Attribution Agent?
This agent performs a deep-dive analysis on a single hedge fund manager. The Fund of Funds agent operates at the portfolio level, aggregating the outputs from multiple single-manager analyses to provide a consolidated view.
+
Next steps
Next steps
Want a deeper understanding of your managers?
Send us a recent investor letter or performance report from one of your managers. We'll show you the comprehensive, automated analysis our AI agent can deliver in minutes.
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: