Collateral Roll-Forward and Working-Capital Exam Intelligence
Field Examination Analyzer for Asset-Based Lending
The field examination analyzer ingests borrower agings, inventory, GL, and bank statements and produces the standard working-capital exam—roll-forward, dilution, turnover, ineligibles, concentrations, and a first-draft executive report—so examiners move straight to findings and judgment.
Built for asset-based lenders and advisory firms, the analyzer turns raw borrower data and prior workpapers into traceable collateral analysis and net borrowing availability. It drafts; the examiner reviews, adjusts, and signs—and every figure traces back to its source document.
Field exam signal map
Collateral + credit + IT
Borrower
Agings, inventory, GL, and bank data
Hours
To a first-draft executive report
Human
Review before the exam is issued
The problem
Senior Judgment Is Buried Under Exam Data Prep
The problem is not that examiners lack data. It is that days of normalizing borrower agings, inventory, GL, and bank statements crowd out the analysis lenders actually pay for.
Field Examination Analyzer & Collateral Roll-Forward
The analyzer normalizes borrower data and runs the standard working-capital exam—roll-forward, dilution, turnover, ineligibles, and net availability—so the examiner moves straight to findings. It is designed for traceability and human approval, not autonomous reporting.
Capabilities
What the Field Examination Analyzer Does
The analyzer connects collateral analysis with forward availability, then packages the exam for review.
Collateral roll-forward automation
Normalize borrower data and run the standard working-capital exam so examiners start from findings instead of data prep.
- AR collateral roll-forward, turnover, and dilution analysis
- Ineligibles, past-dues, cross-age, and concentration testing
- Inventory turnover and gross-margin testing with source traceability
Availability and over-advance detection
Step eligible collateral down to advance rates and surface over-advance risk before the next funding decision.
- Eligible-collateral and advance-rate recomputation
- Borrowing-base certificate validation against underlying detail
- Over-advance and reserve-adequacy flags with supporting evidence
Exam-to-report and model handoff
Produce a structured workpaper set and a first-draft executive report that also feeds the comprehensive cash flow model.
- First-draft executive report in the firm's format
- Structured workpaper set ready for reviewer adjustment
- Clean exam output that shortens the downstream cash flow model
Collateral roll-forward model
From Borrower Collateral to Lender Availability
This illustrative roll-forward shows how the analyzer moves from gross pledged collateral to net borrowing availability, separating true ineligibles from recoverable items and surfacing over-advance risk before funding.
Illustrative collateral roll-forward
From gross pledged collateral to net availability
$12.4M
Gross AR and inventory pledged
Borrower-reported collateral before exam adjustments
-$2.1M
Ineligibles and past-due
Cross-age, foreign, intercompany, and aged balances removed
-$1.3M
Dilution and concentration reserves
Credit memos, returns, and customer concentration limits
+$640K
Recoverable or correctable items
Ineligibles likely to clear with documentation or follow-up
-$1.9M
Advance rate applied
Eligible collateral stepped down to contractual advance rates
$7.7M
Net borrowing availability
Defensible availability after exam adjustments and reserves
Exposure windows
Current availability
$7.7M
Net of ineligibles, reserves, and advance-rate haircuts
Over-advance risk
$480K
Projected shortfall if aging and dilution trends continue
Recoverable review
$640K
Ineligible items finance and the borrower may be able to clear
Decision queue
Validate ineligible classifications
Confirm cross-age, concentration, and past-due treatments against the loan agreement before the report is issued.
Recompute advance rates and reserves
Reconcile the agent's eligible-collateral math against the borrowing base certificate and approved advance rates.
Confirm availability before funding
Review net availability and over-advance risk so the next funding decision is backed by current collateral.
Scenario
Anonymized asset-based lending exam scenario
This scenario is anonymized and is not presented as a named public case study.
Starting point
An asset-based lender and its advisory partner want to standardize working-capital field exams across a portfolio, reproduce the roll-forward, dilution, and ineligible analysis consistently, and see availability risk before the next funding.
Scoped outcome
ITECS scopes a governed field examination analyzer that connects borrower agings, inventory, GL, bank statements, and prior workpapers into a structured exam, a first-draft executive report, and net availability with over-advance flags for examiner review.
Data inputs
What the Analyzer Needs to Read
Discovery confirms which systems are authoritative. The page describes likely inputs, not a promise that every firm has clean integration-ready data on day one.
AR and AP agings
Detailed receivable and payable agings with customer, terms, cross-age, and past-due detail.
Inventory listings
Raw, WIP, and finished-goods detail with categories, valuation method, and slow-moving or obsolete flags.
General ledger
Trial balance and GL detail to reconcile collateral against the borrower's books.
Bank statements
Cash activity and collections to support dilution, turnover, and collateral-to-cash reconciliation.
Prior workpapers
Previous exams, eligibility definitions, and report formats that supply most of the structure for the next exam.
Borrowing base certificates
Borrower-submitted certificates and loan-agreement terms for eligibility, advance rates, and reserves.
Workflow
Read-Heavy, Write-Controlled Field Exam Intelligence
The analyzer connects approved borrower data, runs the working-capital exam, drafts the report, and routes it for examiner review before anything is issued.
01
Ingest
Read approved borrower agings, inventory, GL, bank statements, and prior workpapers without altering any records.
02
Normalize
Standardize formats, map eligibility definitions, and reconcile collateral against the general ledger and cash.
03
Analyze
Run the roll-forward, dilution, turnover, ineligible, and concentration tests with traceable assumptions.
04
Draft
Produce the structured workpaper set, net availability, and a first-draft executive report in the firm's format.
05
Approve
Route the exam to the examiner to review, adjust, and sign before anything is issued to the lender.
Controls
The Analyzer Is Read-Heavy and Write-Controlled
The field examination analyzer can analyze, draft, flag, and recommend. It does not finalize valuations, alter collateral records, or issue reports without examiner review.
- The analyzer is read-heavy and write-controlled: it can analyze, draft, flag, and recommend.
- It does not finalize valuations, alter collateral records, or issue reports without examiner review.
- All output preserves source data, assumptions, eligibility logic, and the reviewer's decision.
- Built for confidential work that may be examined by lenders, courts, or in litigation support.
How a Field Exam Analyzer Engagement Starts
- 1
Discovery workshop
Confirm exam methodology, eligibility definitions, report format, data sources, and the approval matrix.
- 2
Historical exam reproduction
Rebuild recent exams and reconcile the analyzer's output against issued reports and workpapers.
- 3
Availability and over-advance model
Add advance-rate logic, reserves, and trend signals so examiners see availability risk before funding.
- 4
Recommendation and review workflow
Add human-in-the-loop review, executive-report drafting, and the handoff into the cash flow model.
Pricing
The Business Case Is Senior Capacity, Not AI Novelty
Public pricing is intentionally not published for this use case because scope depends on data access, exam methodology, report formats, confidentiality requirements, and governance. The discovery workshop defines the economics before a build is proposed.
The analyzer does not replace the examiner's judgment. It removes the data assembly so exams turn around faster, run more consistently, and free senior capacity for findings—while the same clean output shortens the downstream cash flow model.
- Discovery validates exam methodology, eligibility definitions, data availability, and the approval model before a pilot is quoted
- Historical exam reproduction is the first proof point because it can be reconciled against issued reports and workpapers
- Availability modeling and recommendations are added only after the retrospective exam is trusted
Security
Security for Financial Services AI Workflows
Field exams touch borrower agings, inventory, GL, bank statements, and lender collateral data. ITECS keeps those signals controlled with scoped access, human approval, and audit-ready recommendation history.
Ready to test the analyzer on your own exams?
Start with a focused workshop that reviews your exam methodology, eligibility definitions, report formats, data availability, and approval requirements.
FAQ
Field Examination Analyzer FAQ
What is a field examination in asset-based lending?
A field examination is a periodic review of a borrower's collateral and financial records—receivables, inventory, payables, and cash—used to validate the borrowing base, test eligibility, and confirm a lender's collateral position.
What does the field examination analyzer do?
It reads approved borrower agings, inventory, GL, and bank statements to produce the standard working-capital exam—roll-forward, dilution, turnover, ineligibles, and a first-draft executive report—for examiner review and approval.
Does it replace the field examiner?
No. The analyzer drafts the exam and surfaces findings; the examiner reviews, adjusts, and signs. Every figure traces back to its source document, and no report is issued without human approval.
How does it connect to the cash flow model?
A clean, structured exam supplies most of the inputs for the comprehensive cash flow model, so the same output that validates collateral also shortens the downstream forecast work.
Is our borrower data kept confidential?
Yes. The analyzer runs on business or enterprise tiers that contractually isolate the firm's data and never train on it, with role-based access, audit logs, and a SOC 2 Type II and ISO 27001 foundation.
What data is needed for a discovery workshop?
ITECS typically asks for exam methodology, eligibility definitions, sample reports and workpapers, AR and AP agings, inventory listings, GL detail, bank statements, and borrowing base certificates.
