90% faster modeling
AI Structured Finance Analyst Agent
AI Structured Finance Analyst Agent
AI Structured Finance Analyst Agent
From asset tapes to cash flow models in hours
From asset tapes to cash flow models in hours
From asset tapes to cash flow models in hours
Delegate the mechanical work of ABS analysis to a specialized AI agent. It extracts loan-level data from asset tapes, normalizes inconsistent formats, validates data quality, and populates your waterfall models with verified figures, freeing your team to focus on investment thesis and risk assessment.

Ideal for
Structured Finance Teams
Investment Banking
Asset Managers

See AI Structured Finance Analyst Agent in action
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See AI Structured Finance Analyst Agent in action
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Auto Loan ABS Analysis
See AI Structured Finance Analyst Agent in action
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Decision-ready outputs from your data room
Turn diligence documents into IC-ready slides.
V7 analyses CIMs, models, contracts, DDQs, and data rooms — then generates source-linked memos, tables, and PPT files your team can edit, trust, and send.
Speak to an expert in your industry in the next 24 hours.
See how V7 turns your firm’s documents into investor-ready outputs — with every number traced back to source.
Decision-ready outputs from your data room
Turn diligence documents into IC-ready slides.
V7 analyses CIMs, models, contracts, DDQs, and data rooms — then generates source-linked memos, tables, and PPT files your team can edit, trust, and send.
Speak to an expert in your industry in the next 24 hours.
See how V7 turns your firm’s documents into investor-ready outputs — with every number traced back to source.
Decision-ready outputs from your data room
Turn diligence documents into IC-ready slides.
V7 analyses CIMs, models, contracts, DDQs, and data rooms — then generates source-linked memos, tables, and PPT files your team can edit, trust, and send.
Speak to an expert in your industry in the next 24 hours.
See how V7 turns your firm’s documents into investor-ready outputs — with every number traced back to source.
Decision-ready outputs from your data room
Turn diligence documents into IC-ready slides.
V7 analyses CIMs, models, contracts, DDQs, and data rooms — then generates source-linked memos, tables, and PPT files your team can edit, trust, and send.
Speak to an expert in your industry in the next 24 hours.
See how V7 turns your firm’s documents into investor-ready outputs — with every number traced back to source.
Time comparison
Traditional way
3-5 days
With V7 Go agents
30-60 minutes
Average time saved
90%
Why V7 Go
Automated Loan-Level Data Extraction
Parses complex asset tapes in any format—fixed-width, delimited, or nested—and extracts all loan-level attributes into a standardized schema without manual field mapping.
Automated Loan-Level Data Extraction
Parses complex asset tapes in any format—fixed-width, delimited, or nested—and extracts all loan-level attributes into a standardized schema without manual field mapping.
Format Normalization & Reconciliation
Handles inconsistent data formats across multiple asset pools. Normalizes dates, rates, balances, and other fields to match your waterfall model's requirements automatically.
Format Normalization & Reconciliation
Handles inconsistent data formats across multiple asset pools. Normalizes dates, rates, balances, and other fields to match your waterfall model's requirements automatically.
Data Quality Validation & Flagging
Validates loan data against predefined rules and flags anomalies—missing values, out-of-range rates, inconsistent amortization schedules—for analyst review before modeling.
Data Quality Validation & Flagging
Validates loan data against predefined rules and flags anomalies—missing values, out-of-range rates, inconsistent amortization schedules—for analyst review before modeling.
Direct Model Population
Populates your Excel or Python-based cash flow models directly with extracted and validated data, eliminating manual copy-paste and reducing transcription errors.
Direct Model Population
Populates your Excel or Python-based cash flow models directly with extracted and validated data, eliminating manual copy-paste and reducing transcription errors.
Waterfall Assumption Verification
Cross-checks extracted data against your waterfall assumptions—prepayment speeds, default rates, loss severity—and flags deviations for strategic review.
Waterfall Assumption Verification
Cross-checks extracted data against your waterfall assumptions—prepayment speeds, default rates, loss severity—and flags deviations for strategic review.
Audit Trail & Traceability
Every extracted data point is linked to its source in the asset tape with full traceability. Creates a defensible record for investor presentations and regulatory review.
Audit Trail & Traceability
Every extracted data point is linked to its source in the asset tape with full traceability. Creates a defensible record for investor presentations and regulatory review.
Processes asset tapes in any format
To populate your cash flow models with verified data.
Get started



Import your files
Microsoft Excel
,
Snowflake
,
Google Sheets
Import your files from whereever they are currently stored
All types of Finance documents supported
Once imported our system extracts and organises the essentials
Features
Features
Results you can actually trust.
Reliable AI document processing toolkit.
Results you can trust.
Trustworthy AI document processing toolkit.
Supporting complex data structures.
Any tape format, any pool type.
Asset tapes come in countless formats—fixed-width, delimited, nested hierarchies, custom proprietary structures. This agent adapts to any format without requiring manual field mapping or configuration for each new pool.
Input types
Fixed-Width Files
Delimited Data
Nested Structures
Custom Formats
Document types
CSV
Excel
Text Files
JSON
Databases
Vendor_US.xlsx

12
Supply_2023.pptx

Review_Legal.pdf

Supporting complex data structures.
Any tape format, any pool type.
Asset tapes come in countless formats—fixed-width, delimited, nested hierarchies, custom proprietary structures. This agent adapts to any format without requiring manual field mapping or configuration for each new pool.
Input types
Fixed-Width Files
Delimited Data
Nested Structures
Custom Formats
Document types
CSV
Excel
Text Files
JSON
Databases
Vendor_US.xlsx

12
Supply_2023.pptx

Review_Legal.pdf

Reach 99%+ accuracy
on loan-level data extraction.
In structured finance, precision is non-negotiable. This agent extracts loan-level data with exceptional accuracy, validates every field against your rules, and flags anomalies for review. Your models are built on verified data, not best guesses.
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
on loan-level data extraction.
In structured finance, precision is non-negotiable. This agent extracts loan-level data with exceptional accuracy, validates every field against your rules, and flags anomalies for review. Your models are built on verified data, not best guesses.
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 source data.
Every extracted data point is linked back to its precise location in the asset tape. This creates a complete audit trail for investor presentations, regulatory review, and internal governance. You can defend every number in your model.

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 source data.
Every extracted data point is linked back to its precise location in the asset tape. This creates a complete audit trail for investor presentations, regulatory review, and internal governance. You can defend every number in your model.

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 institutional finance.
Asset tapes contain sensitive loan-level data and proprietary deal information. V7 Go processes all data within your secure environment. Tapes are never shared, never used for external purposes, and never exposed to third-party models.
Certifications
GDPR
SOC2
HIPAA
ISO
Safety
Custom storage
Data governance
Access-level permissions
Enterprise grade security
for institutional finance.
Asset tapes contain sensitive loan-level data and proprietary deal information. V7 Go processes all data within your secure environment. Tapes are never shared, never used for external purposes, and never exposed to third-party models.
Certifications
GPDR
SOC2
HIPAA
ISO
Safety
Custom storage
Data governance
Access-level permissions
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Time saving for invoice processing
95%
"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."

James Tomlinson
Managing Director
Productivity increase
35%
"We used V7 Go to automate our diligence process with data extraction and automated analysis. This led to a 35% productivity increase in just the first month of use."

Trey Heath
CEO of Centerline
Custom solution delivery
In hours, not weeks
"Partnering with V7 means bringing our toughest data challenges to a team that turns them into solutions in hours. Their Solutions Engineers have redefined what’s possible for our business."

Allen Darby
CEO of Alaris Acquisitions
Time saving for invoice processing
95%
"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."

James Tomlinson
Managing Director
Productivity increase
35%
"We used V7 Go to automate our diligence process with data extraction and automated analysis. This led to a 35% productivity increase in just the first month of use."

Trey Heath
CEO of Centerline
Custom solution delivery
In hours, not weeks
"Partnering with V7 means bringing our toughest data challenges to a team that turns them into solutions in hours. Their Solutions Engineers have redefined what’s possible for our business."

Allen Darby
CEO of Alaris Acquisitions
Time saving for invoice processing
95%
"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."

James Tomlinson
Managing Director
Productivity increase
35%
"We used V7 Go to automate our diligence process with data extraction and automated analysis. This led to a 35% productivity increase in just the first month of use."

Trey Heath
CEO of Centerline
Custom solution delivery
In hours, not weeks
"Partnering with V7 means bringing our toughest data challenges to a team that turns them into solutions in hours. Their Solutions Engineers have redefined what’s possible for our business."

Allen Darby
CEO of Alaris Acquisitions
Time saving for invoice processing
95%
"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."

James Tomlinson
Managing Director
Productivity increase
35%
"We used V7 Go to automate our diligence process with data extraction and automated analysis. This led to a 35% productivity increase in just the first month of use."

Trey Heath
CEO of Centerline
Custom solution delivery
In hours, not weeks
"Partnering with V7 means bringing our toughest data challenges to a team that turns them into solutions in hours. Their Solutions Engineers have redefined what’s possible for our business."

Allen Darby
CEO of Alaris Acquisitions
Enterprise-grade security
Your data stays yours—always. Work with one of the few AI companies that never trains on your data.
No training on your data
Encrypted end-to-end
Audited and penetration-tested
Fine-grained access controls
Inhouse security team
Audit logs across every workflow
Time saving for invoice processing
95%
"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."

James Tomlinson
Managing Director
Productivity increase
35%
"We used V7 Go to automate our diligence process with data extraction and automated analysis. This led to a 35% productivity increase in just the first month of use."

Trey Heath
CEO of Centerline
Custom solution delivery
In hours, not weeks
"Partnering with V7 means bringing our toughest data challenges to a team that turns them into solutions in hours. Their Solutions Engineers have redefined what’s possible for our business."

Allen Darby
CEO of Alaris Acquisitions
Time saving for invoice processing
95%
"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."

James Tomlinson
Managing Director
Productivity increase
35%
"We used V7 Go to automate our diligence process with data extraction and automated analysis. This led to a 35% productivity increase in just the first month of use."

Trey Heath
CEO of Centerline
Custom solution delivery
In hours, not weeks
"Partnering with V7 means bringing our toughest data challenges to a team that turns them into solutions in hours. Their Solutions Engineers have redefined what’s possible for our business."

Allen Darby
CEO of Alaris Acquisitions
Time saving for invoice processing
95%
"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."

James Tomlinson
Managing Director
Productivity increase
35%
"We used V7 Go to automate our diligence process with data extraction and automated analysis. This led to a 35% productivity increase in just the first month of use."

Trey Heath
CEO of Centerline
Custom solution delivery
In hours, not weeks
"Partnering with V7 means bringing our toughest data challenges to a team that turns them into solutions in hours. Their Solutions Engineers have redefined what’s possible for our business."

Allen Darby
CEO of Alaris Acquisitions
Time saving for invoice processing
95%
"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."

James Tomlinson
Managing Director
Productivity increase
35%
"We used V7 Go to automate our diligence process with data extraction and automated analysis. This led to a 35% productivity increase in just the first month of use."

Trey Heath
CEO of Centerline
Custom solution delivery
In hours, not weeks
"Partnering with V7 means bringing our toughest data challenges to a team that turns them into solutions in hours. Their Solutions Engineers have redefined what’s possible for our business."

Allen Darby
CEO of Alaris Acquisitions
Enterprise-grade security
Your data stays yours—always. Work with one of the few AI companies that never trains on your data.
No training on your data
Encrypted end-to-end
Audited and penetration-tested
Fine-grained access controls
Inhouse security team
Audit logs across every workflow
Time saving for invoice processing
95%
"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."

James Tomlinson
Managing Director
Productivity increase
35%
"We used V7 Go to automate our diligence process with data extraction and automated analysis. This led to a 35% productivity increase in just the first month of use."

Trey Heath
CEO of Centerline
Custom solution delivery
In hours, not weeks
"Partnering with V7 means bringing our toughest data challenges to a team that turns them into solutions in hours. Their Solutions Engineers have redefined what’s possible for our business."

Allen Darby
CEO of Alaris Acquisitions
Time saving for invoice processing
95%
"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."

James Tomlinson
Managing Director
Productivity increase
35%
"We used V7 Go to automate our diligence process with data extraction and automated analysis. This led to a 35% productivity increase in just the first month of use."

Trey Heath
CEO of Centerline
Custom solution delivery
In hours, not weeks
"Partnering with V7 means bringing our toughest data challenges to a team that turns them into solutions in hours. Their Solutions Engineers have redefined what’s possible for our business."

Allen Darby
CEO of Alaris Acquisitions
Time saving for invoice processing
95%
"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."

James Tomlinson
Managing Director
Productivity increase
35%
"We used V7 Go to automate our diligence process with data extraction and automated analysis. This led to a 35% productivity increase in just the first month of use."

Trey Heath
CEO of Centerline
Custom solution delivery
In hours, not weeks
"Partnering with V7 means bringing our toughest data challenges to a team that turns them into solutions in hours. Their Solutions Engineers have redefined what’s possible for our business."

Allen Darby
CEO of Alaris Acquisitions
Time saving for invoice processing
95%
"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."

James Tomlinson
Managing Director
Productivity increase
35%
"We used V7 Go to automate our diligence process with data extraction and automated analysis. This led to a 35% productivity increase in just the first month of use."

Trey Heath
CEO of Centerline
Custom solution delivery
In hours, not weeks
"Partnering with V7 means bringing our toughest data challenges to a team that turns them into solutions in hours. Their Solutions Engineers have redefined what’s possible for our business."

Allen Darby
CEO of Alaris Acquisitions
Enterprise-grade security
Your data stays yours—always. Work with one of the few AI companies that never trains on your data.
No training on your data
Encrypted end-to-end
Audited and penetration-tested
Fine-grained access controls
Inhouse security team
Audit logs across every workflow


