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

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See AI Structured Finance Analyst Agent in action

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  • Mercedes-Benz logo
    SMC  logo
    Gradient rectangle
    Centerline logo
    Abstract graphic with black and white elements
    Abstract pattern with overlapping shapes.
    Alaris logo
    Progress bar with text at bottom percentage
    SITO logo
    Diagonal stripes on a rectangular background
    SVG logo for Reddit
    Grey and black abstract symbol
    Foobar logo
    ABL logo
    SVG logo for Google
    Bar chart with two bars of different heights
    Brotherhood Mutual logo
    Black and white abstract graphic.
    Paige logo
    Roche logo
    Logo with abstract shapes and text.
    Sony logo
    Munch Energie Logo
    Certainty Sofrware logo
    Raft logo
    Bayer Logo
    Light gray waveform pattern on white background
    SVG logo with black letters
    Abstract pattern with blue and green colors

See AI Structured Finance Analyst Agent in action

Play video

Auto Loan ABS Analysis

  • Mercedes-Benz logo
    SMC  logo
    Gradient rectangle
    Centerline logo
    Abstract graphic with black and white elements
    Abstract pattern with overlapping shapes.
    Alaris logo
    Progress bar with text at bottom percentage
    SITO logo
    Diagonal stripes on a rectangular background
    SVG logo for Reddit
    Grey and black abstract symbol
    Foobar logo
    ABL logo
    SVG logo for Google
    Bar chart with two bars of different heights
    Brotherhood Mutual logo
    Black and white abstract graphic.
    Paige logo
    Roche logo
    Logo with abstract shapes and text.
    Sony logo
    Munch Energie Logo
    Certainty Sofrware logo
    Raft logo
    Bayer Logo
    Light gray waveform pattern on white background
    SVG logo with black letters
    Abstract pattern with blue and green colors

See AI Structured Finance Analyst Agent in action

Play video

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

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Import your files

Microsoft Excel

,

Snowflake

,

Google Sheets

Import your files from whereever they are currently stored

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

OpenAI, Anthropic, Gemini logos

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

OpenAI, Anthropic, Gemini logos

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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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

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

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

Precision AI for Institutional Workflows

Build once.

Deploy across the team.

Improve over time.

Precision AI for Institutional Workflows

Build once.

Deploy across the team.

Improve over time.

Precision AI for Institutional Workflows

Build once.

Deploy across the team.

Improve over time.