Weeks of analysis in hours
AI Fund of Funds Performance Attribution Agent
Understand the 'why' behind your returns
Delegate your performance analysis to a specialized AI agent. It reads and consolidates data from all your underlying manager reports, automatically performing attribution analysis to show you exactly which managers, strategies, and sectors are driving your portfolio's performance.

Ideal for
Fund-of-Funds
Pension Funds
Endowments

See AI Fund of Funds Performance Attribution Agent in action
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See AI Fund of Funds Performance Attribution Agent in action
Play video

See AI Fund of Funds Performance Attribution Agent in action
Play video

Quarterly Performance Review
See AI Fund of Funds Performance Attribution Agent in action
Play video
Time comparison
Time comparison
Traditional way
1-2 weeks per quarter
With V7 Go agents
2-4 hours
Average time saved
95%
Why V7 Go
Why V7 Go
Automated Data Aggregation
Reads and extracts performance data from underlying manager reports in any format (PDF, Excel, etc.), eliminating the need for manual data entry from inconsistent sources.
Automated Data Aggregation
Reads and extracts performance data from underlying manager reports in any format (PDF, Excel, etc.), eliminating the need for manual data entry from inconsistent sources.
Automated Data Aggregation
Reads and extracts performance data from underlying manager reports in any format (PDF, Excel, etc.), eliminating the need for manual data entry from inconsistent sources.
Automated Data Aggregation
Reads and extracts performance data from underlying manager reports in any format (PDF, Excel, etc.), eliminating the need for manual data entry from inconsistent sources.
Performance Attribution Analysis
Automatically calculates and decomposes portfolio returns to show what percentage was driven by manager selection, asset allocation, sector focus, or other custom factors.
Performance Attribution Analysis
Automatically calculates and decomposes portfolio returns to show what percentage was driven by manager selection, asset allocation, sector focus, or other custom factors.
Performance Attribution Analysis
Automatically calculates and decomposes portfolio returns to show what percentage was driven by manager selection, asset allocation, sector focus, or other custom factors.
Performance Attribution Analysis
Automatically calculates and decomposes portfolio returns to show what percentage was driven by manager selection, asset allocation, sector focus, or other custom factors.
Manager & Strategy Benchmarking
Creates a structured database of performance, allowing you to easily compare and benchmark managers against each other and against relevant market indices.
Manager & Strategy Benchmarking
Creates a structured database of performance, allowing you to easily compare and benchmark managers against each other and against relevant market indices.
Manager & Strategy Benchmarking
Creates a structured database of performance, allowing you to easily compare and benchmark managers against each other and against relevant market indices.
Manager & Strategy Benchmarking
Creates a structured database of performance, allowing you to easily compare and benchmark managers against each other and against relevant market indices.
Top & Bottom Performer ID
Instantly identifies the specific managers and underlying investments that are contributing the most (and least) to your overall portfolio performance in any given period.
Top & Bottom Performer ID
Instantly identifies the specific managers and underlying investments that are contributing the most (and least) to your overall portfolio performance in any given period.
Top & Bottom Performer ID
Instantly identifies the specific managers and underlying investments that are contributing the most (and least) to your overall portfolio performance in any given period.
Top & Bottom Performer ID
Instantly identifies the specific managers and underlying investments that are contributing the most (and least) to your overall portfolio performance in any given period.
Qualitative Commentary Analysis
Doesn't just extract numbers. The agent reads the manager's narrative commentary to extract insights on strategy, market outlook, and key performance drivers.
Qualitative Commentary Analysis
Doesn't just extract numbers. The agent reads the manager's narrative commentary to extract insights on strategy, market outlook, and key performance drivers.
Qualitative Commentary Analysis
Doesn't just extract numbers. The agent reads the manager's narrative commentary to extract insights on strategy, market outlook, and key performance drivers.
Qualitative Commentary Analysis
Doesn't just extract numbers. The agent reads the manager's narrative commentary to extract insights on strategy, market outlook, and key performance drivers.
Customizable Dashboards & Reports
Delivers the attribution analysis in the format you need, whether it's a data feed for your BI tools, a populated Excel template, or a presentation-ready PDF for your investment committee.
Customizable Dashboards & Reports
Delivers the attribution analysis in the format you need, whether it's a data feed for your BI tools, a populated Excel template, or a presentation-ready PDF for your investment committee.
Customizable Dashboards & Reports
Delivers the attribution analysis in the format you need, whether it's a data feed for your BI tools, a populated Excel template, or a presentation-ready PDF for your investment committee.
Customizable Dashboards & Reports
Delivers the attribution analysis in the format you need, whether it's a data feed for your BI tools, a populated Excel template, or a presentation-ready PDF for your investment committee.
Consolidates and analyzes data from all your managers
To reveal the true drivers of your portfolio's performance.
Get started
Get started


Import your files
FactSet
,
Tableau
,
Microsoft Excel
Import your files from whereever they are currently stored
All types of Finance 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
Fund-of-Funds & LP Investment Teams
Fund-of-Funds & LP Investment Teams
Fund-of-Funds & LP Investment Teams
Stop wasting weeks on manual data aggregation. Automate your quarterly performance attribution to get faster, deeper insights into what's driving returns so you can optimize your portfolio.
Stop wasting weeks on manual data aggregation. Automate your quarterly performance attribution to get faster, deeper insights into what's driving returns so you can optimize your portfolio.
Stop wasting weeks on manual data aggregation. Automate your quarterly performance attribution to get faster, deeper insights into what's driving returns so you can optimize your portfolio.
Investor Relations & Reporting
Investor Relations & Reporting
Investor Relations & Reporting
Accelerate your quarterly reporting cycle for your own LPs. Use the agent to automate the data consolidation and analysis needed to build your investor reports and presentations.
Accelerate your quarterly reporting cycle for your own LPs. Use the agent to automate the data consolidation and analysis needed to build your investor reports and presentations.
Accelerate your quarterly reporting cycle for your own LPs. Use the agent to automate the data consolidation and analysis needed to build your investor reports and presentations.
Customer voices
Customer voices
Connect AI to your manager reports.
Connect AI to your manager reports.
Turn quarterly reporting from a manual chore into a strategic advantage.
Turn quarterly reporting from a manual chore into a strategic advantage.
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 report.
No matter the format.
The agent is built to handle the inconsistency of manager reporting. It intelligently extracts performance data from any source, including bespoke PDF quarterly letters, complex Excel reports, and data from investor portals.
Input types
50+ languages
Investor Portals
Complex Tables
Multi-modal
Document types
PDFs
Excel (.xlsx)
Graphs
Scans
Spreadsheets
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Works with any manager report.
No matter the format.
The agent is built to handle the inconsistency of manager reporting. It intelligently extracts performance data from any source, including bespoke PDF quarterly letters, complex Excel reports, and data from investor portals.
Input types
50+ languages
Investor Portals
Complex Tables
Multi-modal
Document types
PDFs
Excel (.xlsx)
Graphs
Scans
Spreadsheets
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Works with any manager report.
No matter the format.
The agent is built to handle the inconsistency of manager reporting. It intelligently extracts performance data from any source, including bespoke PDF quarterly letters, complex Excel reports, and data from investor portals.
Input types
50+ languages
Investor Portals
Complex Tables
Multi-modal
Document types
PDFs
Excel (.xlsx)
Graphs
Scans
Spreadsheets
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Achieve near-perfect accuracy
with AI reasoning.
Good attribution relies on perfect data. The agent is optimized to extract and normalize financial data—NAVs, capital flows, valuations—with extreme precision, eliminating the manual errors that corrupt performance analysis.
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.
Good attribution relies on perfect data. The agent is optimized to extract and normalize financial data—NAVs, capital flows, valuations—with extreme precision, eliminating the manual errors that corrupt performance analysis.
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.
Good attribution relies on perfect data. The agent is optimized to extract and normalize financial data—NAVs, capital flows, valuations—with extreme precision, eliminating the manual errors that corrupt performance analysis.
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 auditable performance record. Every number in your attribution report is visually linked back to its source in the original manager statement, giving your LPs and investment committee complete confidence.

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 auditable performance record. Every number in your attribution report is visually linked back to its source in the original manager statement, giving your LPs and investment committee complete confidence.

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 auditable performance record. Every number in your attribution report is visually linked back to its source in the original manager statement, giving your LPs and investment committee complete confidence.

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 detailed portfolio performance and manager-level data are highly confidential. V7 Go processes all of this information within your secure, private environment to ensure it is always protected.
Certifications
GDPR
SOC2
HIPAA
ISO
Safety
Custom storage
Data governance
Access-level permissions
Enterprise-grade security
for sensitive financial data.
Your detailed portfolio performance and manager-level data are highly confidential. V7 Go processes all of this information within your secure, private environment to ensure it is always protected.
Certifications
GDPR
SOC2
HIPAA
ISO
Safety
Custom storage
Data governance
Access-level permissions
Enterprise-grade security
for sensitive financial data.
Your detailed portfolio performance and manager-level data are highly confidential. V7 Go processes all of this information within your secure, private environment to ensure it is always protected.
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 Fund of Funds Performance Attribution Agent
How does it handle the non-standard formats of manager reports?
V7 Go's AI is built for this exact problem. It understands the context of financial reports and can intelligently identify and extract key data like NAVs, capital calls, and distributions, even if the report layouts vary between managers.
+
How does it handle the non-standard formats of manager reports?
V7 Go's AI is built for this exact problem. It understands the context of financial reports and can intelligently identify and extract key data like NAVs, capital calls, and distributions, even if the report layouts vary between managers.
+
How does it handle the non-standard formats of manager reports?
V7 Go's AI is built for this exact problem. It understands the context of financial reports and can intelligently identify and extract key data like NAVs, capital calls, and distributions, even if the report layouts vary between managers.
+
Can we define our own custom attribution model?
Yes. The agent is flexible. While it supports standard models like Brinson, you can configure it with your firm's proprietary methodology for performance attribution and risk decomposition.
+
Can we define our own custom attribution model?
Yes. The agent is flexible. While it supports standard models like Brinson, you can configure it with your firm's proprietary methodology for performance attribution and risk decomposition.
+
Can we define our own custom attribution model?
Yes. The agent is flexible. While it supports standard models like Brinson, you can configure it with your firm's proprietary methodology for performance attribution and risk decomposition.
+
Where does it get benchmark data from?
The agent can be connected via API to your primary market data providers (like Bloomberg or FactSet) to pull in relevant public market equivalent (PME) or index benchmark data for comparison.
+
Where does it get benchmark data from?
The agent can be connected via API to your primary market data providers (like Bloomberg or FactSet) to pull in relevant public market equivalent (PME) or index benchmark data for comparison.
+
Where does it get benchmark data from?
The agent can be connected via API to your primary market data providers (like Bloomberg or FactSet) to pull in relevant public market equivalent (PME) or index benchmark data for comparison.
+
How can we trust the data it extracts?
Through complete transparency. Every single number used in the attribution analysis is linked with a visual citation back to the exact table or sentence in the source manager report, creating a fully auditable trail.
+
How can we trust the data it extracts?
Through complete transparency. Every single number used in the attribution analysis is linked with a visual citation back to the exact table or sentence in the source manager report, creating a fully auditable trail.
+
How can we trust the data it extracts?
Through complete transparency. Every single number used in the attribution analysis is linked with a visual citation back to the exact table or sentence in the source manager report, creating a fully auditable trail.
+
Can it consolidate data for a single manager across multiple funds?
Yes. The agent can aggregate data at the manager level, providing you with a consolidated view of your total exposure and performance with a specific GP across your entire portfolio.
+
Can it consolidate data for a single manager across multiple funds?
Yes. The agent can aggregate data at the manager level, providing you with a consolidated view of your total exposure and performance with a specific GP across your entire portfolio.
+
Can it consolidate data for a single manager across multiple funds?
Yes. The agent can aggregate data at the manager level, providing you with a consolidated view of your total exposure and performance with a specific GP across your entire portfolio.
+
What is the final output of the analysis?
The agent delivers a comprehensive attribution report, typically as a data-rich Excel file or a presentation-ready PDF, complete with summary tables, charts, and detailed breakdowns of performance drivers.
+
What is the final output of the analysis?
The agent delivers a comprehensive attribution report, typically as a data-rich Excel file or a presentation-ready PDF, complete with summary tables, charts, and detailed breakdowns of performance drivers.
+
What is the final output of the analysis?
The agent delivers a comprehensive attribution report, typically as a data-rich Excel file or a presentation-ready PDF, complete with summary tables, charts, and detailed breakdowns of performance drivers.
+
Next steps
Next steps
Do you know what's truly driving your portfolio's returns?
Send us a selection of your anonymized quarterly manager reports. We'll show you the powerful, automated attribution analysis our AI agent can deliver.
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:
