Data-driven portfolio construction
AI Fund of Funds Portfolio Optimization Agent
Build a better portfolio, backed by data
Delegate your portfolio modeling to a specialized AI agent. It analyzes your universe of managers and runs thousands of simulations to help you construct an optimal fund-of-funds portfolio that balances your specific risk, return, and exposure targets.

Ideal for
Fund-of-Funds
Institutional Consultants
Endowments & Foundations

See AI Fund of Funds Portfolio Optimization Agent in action
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See AI Fund of Funds Portfolio Optimization Agent in action
Play video

See AI Fund of Funds Portfolio Optimization Agent in action
Play video

New Fund Modeling
See AI Fund of Funds Portfolio Optimization Agent in action
Play video
Time comparison
Time comparison
Traditional way
Weeks of modeling
With V7 Go agents
Hours
Average time saved
95%
Why V7 Go
Why V7 Go
Constraint-Based Optimization
Build portfolios that adhere to your specific investment policy statement. The agent can optimize for returns while respecting constraints on manager concentration, geography, sector, and strategy.
Constraint-Based Optimization
Build portfolios that adhere to your specific investment policy statement. The agent can optimize for returns while respecting constraints on manager concentration, geography, sector, and strategy.
Constraint-Based Optimization
Build portfolios that adhere to your specific investment policy statement. The agent can optimize for returns while respecting constraints on manager concentration, geography, sector, and strategy.
Constraint-Based Optimization
Build portfolios that adhere to your specific investment policy statement. The agent can optimize for returns while respecting constraints on manager concentration, geography, sector, and strategy.
Scenario & Monte Carlo Simulation
Stress-test your portfolio by running thousands of Monte Carlo simulations to understand the potential range of outcomes under different market conditions.
Scenario & Monte Carlo Simulation
Stress-test your portfolio by running thousands of Monte Carlo simulations to understand the potential range of outcomes under different market conditions.
Scenario & Monte Carlo Simulation
Stress-test your portfolio by running thousands of Monte Carlo simulations to understand the potential range of outcomes under different market conditions.
Scenario & Monte Carlo Simulation
Stress-test your portfolio by running thousands of Monte Carlo simulations to understand the potential range of outcomes under different market conditions.
Liquidity & Cash Flow Modeling
Projects the future cash flows of your portfolio—capital calls and distributions—based on the pacing of your underlying managers, helping you manage liquidity and unfunded commitments.
Liquidity & Cash Flow Modeling
Projects the future cash flows of your portfolio—capital calls and distributions—based on the pacing of your underlying managers, helping you manage liquidity and unfunded commitments.
Liquidity & Cash Flow Modeling
Projects the future cash flows of your portfolio—capital calls and distributions—based on the pacing of your underlying managers, helping you manage liquidity and unfunded commitments.
Liquidity & Cash Flow Modeling
Projects the future cash flows of your portfolio—capital calls and distributions—based on the pacing of your underlying managers, helping you manage liquidity and unfunded commitments.
Risk Factor Analysis
Analyzes the underlying holdings of your managers (where available) to provide a true look-through view of your aggregate exposure to different risk factors.
Risk Factor Analysis
Analyzes the underlying holdings of your managers (where available) to provide a true look-through view of your aggregate exposure to different risk factors.
Risk Factor Analysis
Analyzes the underlying holdings of your managers (where available) to provide a true look-through view of your aggregate exposure to different risk factors.
Risk Factor Analysis
Analyzes the underlying holdings of your managers (where available) to provide a true look-through view of your aggregate exposure to different risk factors.
Dynamic Rebalancing Triggers
Continuously monitors your portfolio's exposures and can be configured to automatically alert you when allocations drift outside your target bands, triggering a rebalancing review.
Dynamic Rebalancing Triggers
Continuously monitors your portfolio's exposures and can be configured to automatically alert you when allocations drift outside your target bands, triggering a rebalancing review.
Dynamic Rebalancing Triggers
Continuously monitors your portfolio's exposures and can be configured to automatically alert you when allocations drift outside your target bands, triggering a rebalancing review.
Dynamic Rebalancing Triggers
Continuously monitors your portfolio's exposures and can be configured to automatically alert you when allocations drift outside your target bands, triggering a rebalancing review.
Data-Driven Decision Support
Delivers a clear, defensible report showing the recommended portfolio allocation and the data behind it, providing powerful support for your investment committee decisions.
Data-Driven Decision Support
Delivers a clear, defensible report showing the recommended portfolio allocation and the data behind it, providing powerful support for your investment committee decisions.
Data-Driven Decision Support
Delivers a clear, defensible report showing the recommended portfolio allocation and the data behind it, providing powerful support for your investment committee decisions.
Data-Driven Decision Support
Delivers a clear, defensible report showing the recommended portfolio allocation and the data behind it, providing powerful support for your investment committee decisions.
Models your universe of managers and strategies
To help you build the optimal portfolio.
Get started
Get started
Import your files
Microsoft Excel
,
Tableau
,
Preqin
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 research.
Connect AI to your manager research.
Build smarter, more resilient portfolios with data-driven optimization.
Build smarter, more resilient portfolios with data-driven optimization.
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.
Powered by all your data.
Qualitative and quantitative.
This agent builds its models on a foundation of your complete manager research, synthesizing quantitative performance data from Excel with qualitative insights extracted from unstructured PPMs and diligence reports.
Input types
Multi-Asset Class
Custom Constraints
Complex Models
Multi-modal
Document types
PDFs
Spreadsheets
Tables
Databases
APIs
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Powered by all your data.
Qualitative and quantitative.
This agent builds its models on a foundation of your complete manager research, synthesizing quantitative performance data from Excel with qualitative insights extracted from unstructured PPMs and diligence reports.
Input types
Multi-Asset Class
Custom Constraints
Complex Models
Multi-modal
Document types
PDFs
Spreadsheets
Tables
Databases
APIs
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Powered by all your data.
Qualitative and quantitative.
This agent builds its models on a foundation of your complete manager research, synthesizing quantitative performance data from Excel with qualitative insights extracted from unstructured PPMs and diligence reports.
Input types
Multi-Asset Class
Custom Constraints
Complex Models
Multi-modal
Document types
PDFs
Spreadsheets
Tables
Databases
APIs
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Achieve near-perfect accuracy
with AI reasoning.
Portfolio optimization requires precise data. The agent leverages V7 Go's industry-leading data extraction accuracy to ensure the inputs feeding your models are reliable and free from costly manual errors.
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.
Portfolio optimization requires precise data. The agent leverages V7 Go's industry-leading data extraction accuracy to ensure the inputs feeding your models are reliable and free from costly manual errors.
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.
Portfolio optimization requires precise data. The agent leverages V7 Go's industry-leading data extraction accuracy to ensure the inputs feeding your models are reliable and free from costly manual errors.
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 optimization run is fully transparent. The agent's output report details all the source data and assumptions used in the model, with citations linking back to the original manager documents for a completely auditable process.

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 optimization run is fully transparent. The agent's output report details all the source data and assumptions used in the model, with citations linking back to the original manager documents for a completely auditable process.

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 optimization run is fully transparent. The agent's output report details all the source data and assumptions used in the model, with citations linking back to the original manager documents for a completely auditable process.

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 manager data and portfolio strategy are your most valuable secrets. V7 Go is architected to protect this IP, processing all 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 manager data and portfolio strategy are your most valuable secrets. V7 Go is architected to protect this IP, processing all 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 manager data and portfolio strategy are your most valuable secrets. V7 Go is architected to protect this IP, processing all 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 Fund of Funds Portfolio Optimization Agent
Where does the agent get the manager data to run these models?
It uses a Knowledge Hub that you populate with your proprietary manager data, including historical performance from statements, and qualitative data from your diligence files (PPMs, DDQs, etc.).
+
Where does the agent get the manager data to run these models?
It uses a Knowledge Hub that you populate with your proprietary manager data, including historical performance from statements, and qualitative data from your diligence files (PPMs, DDQs, etc.).
+
Where does the agent get the manager data to run these models?
It uses a Knowledge Hub that you populate with your proprietary manager data, including historical performance from statements, and qualitative data from your diligence files (PPMs, DDQs, etc.).
+
Does this agent tell me which managers to invest in?
It provides a quantitative recommendation based on the data and constraints you provide. The final, qualitative decision always rests with your investment committee, but the agent's output provides a powerful, data-driven foundation.
+
Does this agent tell me which managers to invest in?
It provides a quantitative recommendation based on the data and constraints you provide. The final, qualitative decision always rests with your investment committee, but the agent's output provides a powerful, data-driven foundation.
+
Does this agent tell me which managers to invest in?
It provides a quantitative recommendation based on the data and constraints you provide. The final, qualitative decision always rests with your investment committee, but the agent's output provides a powerful, data-driven foundation.
+
Can it model private assets with irregular cash flows?
Yes. The agent is specifically designed for the complexities of alternative assets. It can use historical J-curve data and manager-specific pacing models to forecast the irregular capital calls and distributions typical of private equity.
+
Can it model private assets with irregular cash flows?
Yes. The agent is specifically designed for the complexities of alternative assets. It can use historical J-curve data and manager-specific pacing models to forecast the irregular capital calls and distributions typical of private equity.
+
Can it model private assets with irregular cash flows?
Yes. The agent is specifically designed for the complexities of alternative assets. It can use historical J-curve data and manager-specific pacing models to forecast the irregular capital calls and distributions typical of private equity.
+
How customizable are the optimization parameters?
Fully customizable. You can instruct the agent to optimize for a variety of goals (e.g., maximize IRR, minimize volatility) and add any number of specific constraints (e.g., 'no more than 25% in venture capital').
+
How customizable are the optimization parameters?
Fully customizable. You can instruct the agent to optimize for a variety of goals (e.g., maximize IRR, minimize volatility) and add any number of specific constraints (e.g., 'no more than 25% in venture capital').
+
How customizable are the optimization parameters?
Fully customizable. You can instruct the agent to optimize for a variety of goals (e.g., maximize IRR, minimize volatility) and add any number of specific constraints (e.g., 'no more than 25% in venture capital').
+
What's the output? Is it a black box?
The output is fully transparent. You receive a detailed report, typically in Excel, showing the recommended portfolio allocations, the projected performance and risk metrics, and the source data used for the simulation.
+
What's the output? Is it a black box?
The output is fully transparent. You receive a detailed report, typically in Excel, showing the recommended portfolio allocations, the projected performance and risk metrics, and the source data used for the simulation.
+
What's the output? Is it a black box?
The output is fully transparent. You receive a detailed report, typically in Excel, showing the recommended portfolio allocations, the projected performance and risk metrics, and the source data used for the simulation.
+
Can it help with asset allocation decisions beyond manager selection?
Yes. You can use the agent at a higher level to model strategic asset allocation decisions, helping you determine the optimal mix between broad categories like private equity, private credit, and real estate.
+
Can it help with asset allocation decisions beyond manager selection?
Yes. You can use the agent at a higher level to model strategic asset allocation decisions, helping you determine the optimal mix between broad categories like private equity, private credit, and real estate.
+
Can it help with asset allocation decisions beyond manager selection?
Yes. You can use the agent at a higher level to model strategic asset allocation decisions, helping you determine the optimal mix between broad categories like private equity, private credit, and real estate.
+
Next steps
Next steps
Are you sure your portfolio is truly optimized?
Give us access to your anonymized manager data and your investment constraints. We'll show you the powerful portfolio simulations and optimizations our AI agent can run for you.
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: