90% faster valuation
AI MSR Valuation Agent
From weeks of tape analysis to hours of trading
Delegate the tedious work of loan tape analysis to a specialized AI agent. It extracts loan characteristics, models prepayment behavior, calculates portfolio metrics, and delivers a complete valuation package—freeing your traders to focus on market strategy and deal execution.

Ideal for
MSR Traders
Portfolio Managers
Mortgage Bankers

See AI MSR Valuation Agent in action
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See AI MSR Valuation Agent in action
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See AI MSR Valuation Agent in action
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MSR Portfolio Valuation
See AI MSR Valuation Agent in action
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Time comparison
Time comparison
Traditional way
2-3 weeks
With V7 Go agents
2-4 hours
Average time saved
90%
Why V7 Go
Why V7 Go
Automated Loan Characteristic Extraction
Instantly parses loan tapes to extract borrower profiles, loan terms, rates, balances, and prepayment history. Handles multiple tape formats and standardizes data for consistent analysis.
Automated Loan Characteristic Extraction
Instantly parses loan tapes to extract borrower profiles, loan terms, rates, balances, and prepayment history. Handles multiple tape formats and standardizes data for consistent analysis.
Automated Loan Characteristic Extraction
Instantly parses loan tapes to extract borrower profiles, loan terms, rates, balances, and prepayment history. Handles multiple tape formats and standardizes data for consistent analysis.
Automated Loan Characteristic Extraction
Instantly parses loan tapes to extract borrower profiles, loan terms, rates, balances, and prepayment history. Handles multiple tape formats and standardizes data for consistent analysis.
Prepayment Speed Modeling
Models CPR and SMM based on loan characteristics, current rate environment, and historical prepayment patterns. Generates scenario analysis across rate curves.
Prepayment Speed Modeling
Models CPR and SMM based on loan characteristics, current rate environment, and historical prepayment patterns. Generates scenario analysis across rate curves.
Prepayment Speed Modeling
Models CPR and SMM based on loan characteristics, current rate environment, and historical prepayment patterns. Generates scenario analysis across rate curves.
Prepayment Speed Modeling
Models CPR and SMM based on loan characteristics, current rate environment, and historical prepayment patterns. Generates scenario analysis across rate curves.
Portfolio Valuation Calculation
Calculates present value of cash flows, effective duration, and key-rate durations. Produces valuation metrics ready for trading and risk management systems.
Portfolio Valuation Calculation
Calculates present value of cash flows, effective duration, and key-rate durations. Produces valuation metrics ready for trading and risk management systems.
Portfolio Valuation Calculation
Calculates present value of cash flows, effective duration, and key-rate durations. Produces valuation metrics ready for trading and risk management systems.
Portfolio Valuation Calculation
Calculates present value of cash flows, effective duration, and key-rate durations. Produces valuation metrics ready for trading and risk management systems.
Bulk Portfolio Processing
Analyzes portfolios with thousands of loans simultaneously. Completes in hours what would take a team of analysts weeks to accomplish manually.
Bulk Portfolio Processing
Analyzes portfolios with thousands of loans simultaneously. Completes in hours what would take a team of analysts weeks to accomplish manually.
Bulk Portfolio Processing
Analyzes portfolios with thousands of loans simultaneously. Completes in hours what would take a team of analysts weeks to accomplish manually.
Bulk Portfolio Processing
Analyzes portfolios with thousands of loans simultaneously. Completes in hours what would take a team of analysts weeks to accomplish manually.
Scenario and Sensitivity Analysis
Automatically generates valuations across multiple rate scenarios and prepayment assumptions. Identifies portfolio sensitivities and hedging requirements.
Scenario and Sensitivity Analysis
Automatically generates valuations across multiple rate scenarios and prepayment assumptions. Identifies portfolio sensitivities and hedging requirements.
Scenario and Sensitivity Analysis
Automatically generates valuations across multiple rate scenarios and prepayment assumptions. Identifies portfolio sensitivities and hedging requirements.
Scenario and Sensitivity Analysis
Automatically generates valuations across multiple rate scenarios and prepayment assumptions. Identifies portfolio sensitivities and hedging requirements.
Auditable Valuation Trail
Every valuation component is traceable back to source loan data. Provides complete documentation for compliance, audit, and trading desk review.
Auditable Valuation Trail
Every valuation component is traceable back to source loan data. Provides complete documentation for compliance, audit, and trading desk review.
Auditable Valuation Trail
Every valuation component is traceable back to source loan data. Provides complete documentation for compliance, audit, and trading desk review.
Auditable Valuation Trail
Every valuation component is traceable back to source loan data. Provides complete documentation for compliance, audit, and trading desk review.
Extracts and values loan portfolios
To deliver complete MSR analysis in hours.
Get started
Get started



Import your files
Microsoft Excel
,
Snowflake
,
Tableau
Import your files from whereever they are currently stored
All types of Real Estate documents supported
Once imported our system extracts and organises the essentials
Customer voices
Customer voices
Connect AI to your valuation process.
Connect AI to your valuation process.
Trade faster with complete portfolio intelligence.
Trade faster with complete portfolio intelligence.
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.
Supporting complex data.
From any source.
Loan tapes come in many formats from different servicers and aggregators. This agent handles Fannie Mae, Freddie Mac, Ginnie Mae, and custom formats. It parses complex spreadsheets, extracts nested data, and standardizes everything for consistent analysis.
Input types
Multiple Tape Formats
Complex Tables
Large Datasets
Nested Structures
Document types
Excel Files
CSV Files
Database Exports
Text Files
JSON Data
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Supporting complex data.
From any source.
Loan tapes come in many formats from different servicers and aggregators. This agent handles Fannie Mae, Freddie Mac, Ginnie Mae, and custom formats. It parses complex spreadsheets, extracts nested data, and standardizes everything for consistent analysis.
Input types
Multiple Tape Formats
Complex Tables
Large Datasets
Nested Structures
Document types
Excel Files
CSV Files
Database Exports
Text Files
JSON Data
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Supporting complex data.
From any source.
Loan tapes come in many formats from different servicers and aggregators. This agent handles Fannie Mae, Freddie Mac, Ginnie Mae, and custom formats. It parses complex spreadsheets, extracts nested data, and standardizes everything for consistent analysis.
Input types
Multiple Tape Formats
Complex Tables
Large Datasets
Nested Structures
Document types
Excel Files
CSV Files
Database Exports
Text Files
JSON Data
Vendor_US.xlsx

3
Supply_2023.pptx

Review_Legal.pdf

Reach 99% accuracy rate
through multi-step validation.
In MSR valuation, precision is critical. This agent uses multi-step workflows to ensure loan characteristics are extracted correctly, prepayment models are properly calibrated, and valuations are mathematically sound. Every calculation is validated against source data.
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)
Reach 99% accuracy rate
through multi-step validation.
In MSR valuation, precision is critical. This agent uses multi-step workflows to ensure loan characteristics are extracted correctly, prepayment models are properly calibrated, and valuations are mathematically sound. Every calculation is validated against source data.
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)
Reach 99% accuracy rate
through multi-step validation.
In MSR valuation, precision is critical. This agent uses multi-step workflows to ensure loan characteristics are extracted correctly, prepayment models are properly calibrated, and valuations are mathematically sound. Every calculation is validated against source data.
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 data.
Every valuation component is traceable back to source loan data. Prepayment assumptions are documented. Discount curves are recorded. You get a complete audit trail that satisfies compliance requirements and trading desk review.

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 data.
Every valuation component is traceable back to source loan data. Prepayment assumptions are documented. Discount curves are recorded. You get a complete audit trail that satisfies compliance requirements and trading desk review.

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 data.
Every valuation component is traceable back to source loan data. Prepayment assumptions are documented. Discount curves are recorded. You get a complete audit trail that satisfies compliance requirements and trading desk review.

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.
Loan tapes contain sensitive borrower and portfolio data. V7 Go processes all data within your secure environment, integrating with your existing infrastructure. Your data is never shared or used for external purposes.
Certifications
GDPR
SOC2
HIPAA
ISO
Safety
Custom storage
Data governance
Access-level permissions
Enterprise grade security
for sensitive financial data.
Loan tapes contain sensitive borrower and portfolio data. V7 Go processes all data within your secure environment, integrating with your existing infrastructure. Your data is never shared or used for external purposes.
Certifications
GDPR
SOC2
HIPAA
ISO
Safety
Custom storage
Data governance
Access-level permissions
Enterprise grade security
for sensitive financial data.
Loan tapes contain sensitive borrower and portfolio data. V7 Go processes all data within your secure environment, integrating with your existing infrastructure. Your data is never shared or used for external purposes.
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 MSR Valuation Agent
How accurate are the prepayment models?
The agent uses industry-standard prepayment models calibrated to historical data and current market conditions. Results are validated against comparable portfolios and can be refined with your firm's proprietary prepayment assumptions.
+
How accurate are the prepayment models?
The agent uses industry-standard prepayment models calibrated to historical data and current market conditions. Results are validated against comparable portfolios and can be refined with your firm's proprietary prepayment assumptions.
+
How accurate are the prepayment models?
The agent uses industry-standard prepayment models calibrated to historical data and current market conditions. Results are validated against comparable portfolios and can be refined with your firm's proprietary prepayment assumptions.
+
What loan tape formats does it support?
The agent handles standard industry formats including Fannie Mae, Freddie Mac, Ginnie Mae, and custom tape formats. It automatically maps fields and standardizes data regardless of source.
+
What loan tape formats does it support?
The agent handles standard industry formats including Fannie Mae, Freddie Mac, Ginnie Mae, and custom tape formats. It automatically maps fields and standardizes data regardless of source.
+
What loan tape formats does it support?
The agent handles standard industry formats including Fannie Mae, Freddie Mac, Ginnie Mae, and custom tape formats. It automatically maps fields and standardizes data regardless of source.
+
Can we customize valuation assumptions?
Yes. The agent connects to your Knowledge Hub where you can store proprietary prepayment models, discount curves, and valuation methodologies. These become the baseline for all valuations.
+
Can we customize valuation assumptions?
Yes. The agent connects to your Knowledge Hub where you can store proprietary prepayment models, discount curves, and valuation methodologies. These become the baseline for all valuations.
+
Can we customize valuation assumptions?
Yes. The agent connects to your Knowledge Hub where you can store proprietary prepayment models, discount curves, and valuation methodologies. These become the baseline for all valuations.
+
How does it handle different loan types?
The agent is designed to handle fixed-rate, adjustable-rate, and hybrid mortgages. It applies appropriate prepayment models and valuation methods for each loan type.
+
How does it handle different loan types?
The agent is designed to handle fixed-rate, adjustable-rate, and hybrid mortgages. It applies appropriate prepayment models and valuation methods for each loan type.
+
How does it handle different loan types?
The agent is designed to handle fixed-rate, adjustable-rate, and hybrid mortgages. It applies appropriate prepayment models and valuation methods for each loan type.
+
Can valuations be exported to our systems?
Absolutely. The agent delivers structured output in JSON, CSV, or Excel format that integrates directly with your trading systems, risk management platforms, and reporting tools.
+
Can valuations be exported to our systems?
Absolutely. The agent delivers structured output in JSON, CSV, or Excel format that integrates directly with your trading systems, risk management platforms, and reporting tools.
+
Can valuations be exported to our systems?
Absolutely. The agent delivers structured output in JSON, CSV, or Excel format that integrates directly with your trading systems, risk management platforms, and reporting tools.
+
Is our loan data kept confidential?
Yes. V7 Go processes all loan tapes within your secure environment. Your data is never shared with third parties or used for external model training.
+
Is our loan data kept confidential?
Yes. V7 Go processes all loan tapes within your secure environment. Your data is never shared with third parties or used for external model training.
+
Is our loan data kept confidential?
Yes. V7 Go processes all loan tapes within your secure environment. Your data is never shared with third parties or used for external model training.
+
Next steps
Next steps
Still spending weeks on loan tape analysis?
Send us a sample loan tape and we'll deliver a complete valuation analysis in under an hour. See how much time you can reclaim.
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:
