Business-loan underwriting, automated.
Specialised agents turn application packages into a decision-ready memo under your own credit policy. A person decides.
- Plugs into your LOS and CRM
- Your policy as rules
- Hosted service, or in your environment
- A person approves every decision
INTAKE
DOCUMENTS
VERIFY
FINANCIALS
POLICY
MEMO
READY FOR UNDERWRITER
Every memo built from your policy, every decision made by a person
Why business lenders choose it
Time per application is measured in the evaluation, against your own process.
Not a generic underwriting tool, not a document AI
Decisions you can defend.
Send us the application package as it is, however it arrives.
Forward emails. Take applications through an embedded form or a link. Or push structured applications from your origination flow through the API. Files are read as they come: PDFs, scanned PDFs, spreadsheets, CSV exports, email threads and images. Results land in your LOS or CRM, or in the Luminnovate workspace.
Sources
your policy as rules
reads · verifies · summarises · drafts- XLSX
- CSV
- EML
- JSON
- IMG
Results go
No migration. Your systems stay.
Any lending document, as it arrives. Structured, sourced output every time.
Handwritten, typed, scanned or photographed. PDFs, spreadsheets, images, email attachments and statements. Each is read into fields your underwriters can check, and every field carries the page it came from.
Applicant: Fremantle Joinery Pty Ltd
ABN 12 345 678 901
Directors: K. Nguyen, S. Kaur
Amount requested: $85,000
Purpose: purchase of a CNC router
Existing loans: one equipment loan, one card facility
- ApplicantFremantle Joinery Pty Ltd (p.1)
- EntityCompany, ABN 12 345 678 901 (p.1)
- Requested amount$85,000 (p.1)
- PurposePurchase of a CNC router (p.1)
- DirectorsK. Nguyen, S. Kaur (p.2)
- Declared liabilitiesEquipment loan, card facility (p.2)
Consistency against the other documents
- Directors match the register extractOK
- Declared liabilities match the bank statement debitsReview
- Amount matches the invoiceOK
03 Mar OSKO FROM CLIENT 2291 +4,200.00
05 Mar BPAY TAX OFFICE -3,100.00
07 Mar DEBIT BLUEWATER FINANCE -1,150.00
10 Mar TFR TO SAVINGS -2,000.00
14 Mar DEBIT BLUEWATER FINANCE -1,150.00
Detected lender repayments
- Bluewater Finance$1,150, weekly (p.1)
Ashgrove Plant Sales Pty Ltd
ABN 98 765 432 109
Used excavator, 2019, Model X35
Price: $62,000
GST: $6,200
Total: $68,200
- SupplierAshgrove Plant Sales Pty Ltd (p.1)
- AssetExcavator, Model X35 (p.1)
- Year2019 (p.1)
- ConditionUsed (p.1)
- Price$62,000 plus $6,200 GST (p.1)
Cross-checks against the application
- Supplier matches the applicationOK
- Asset matches the stated purposeOK
- Invoice total within the requested amountReview
Spreadsheet, workbook with a hidden tab
Revenue, cost of sales, wages, rent, depreciation, interest
Plus balance sheet and a notes file
| Prior year | Latest year | |
|---|---|---|
| Revenue | $1,180k | $1,320k |
| Gross margin | 41% | 38% |
| EBITDA | $210k | $195k |
| Current ratio | 1.4 | 1.2 |
Revenue grew while margin narrowed. The hidden tab holds a related-party loan, which is listed for the underwriter.
An agent for each underwriting step. One memo, one decision.
Each agent does one part of the work and hands the next a sourced result. The underwriter decides.
TriagingReceives the package from email, portal or API and asks for what is missing.
- Email threademail
- Application formportal
- StatementsPDF
- Invoiceemail
- Tax returnAPI
Package opened
Illustrative, syntheticReadingReads each document into fields and records the page each came from.
- Account holderp.1
- Closing balancep.3
- Lender debitp.2
CheckingChecks identity, business, address and web presence against the sources.
ReconcilingTurns statements into cash flow and works out serviceability under your rules, with the cashflow score.
Serviceability under your rules: review
Illustrative, syntheticApplyingApplies every rule in your credit policy and shows each result.
- Minimum trading historyOK
- Serviceability ratioReview
- Concentration limitOK
- Excluded industryOK
DraftingWrites the memo in your template, with exceptions listed.
The behavioural assessment inside the memo
Every applicant's statements are rated on five behavioural measures, high, medium or low, or 0 to 100, from the first file, with no model to train. It is the day-one assessment: thin files, edge cases, exclusions and referrals go to it, and a person decides.
- Rated, not scoredA rating per measure with the evidence behind it, cited in the memo's five Cs. The cashflow score is a different product: a probability of default built on your book when the history exists.
- Read the way the business tradesSignals engineered for business lending and for each business type read the operating rhythm: seasonality, payment cycles, weekday and month-end patterns. Each business is compared with its own history and the same months a year earlier before anyone else.
- Existing customers and renewalsFor an existing customer or a renewal the assessment also reads the facility it was given and its previous applications: how many times it applied, each offer, term and price, and the outcome.
- One system with the scoreThe score decides the straightforward cases under your policy; the memo and its assessment handle the rest. See the cashflow score.
Your underwriting queue
Every application in one underwriting queue.
Every incoming application is classified, checked and tracked through to a memo your underwriter can act on.
| Applicant | Source | Checks | Policy | Fields | Received | Memo | Status |
|---|---|---|---|---|---|---|---|
| Northcote Bakehouse | Broker portal | 9 of 10 verified | OK | 42 | Today 09:14 | Ready | Ready for underwriter |
| Dandenong Plumbing Services | 6 of 10 verified | Review | 31 | Today 08:52 | Waiting on documents | Waiting on documents | |
| Fremantle Joinery | Form | 2 flagged | Review | 38 | Today 08:31 | Drafting | Memo draft |
| Mosby Earthworks | API | 10 of 10 verified | OK | 47 | Yesterday 16:40 | Ready | Ready for underwriter |
| Kangaroo Point Cafe | 7 of 10 verified | OK | 29 | Yesterday 15:05 | Drafting | Memo draft | |
| Wong & Daly Print Works | Broker portal | 8 of 10 verified | OK | 35 | Yesterday 11:22 | Ready | Credit review |
| Campbelltown Motors | Form | 5 of 10 verified | Review | 27 | Yesterday 09:48 | Waiting on documents | Waiting on documents |
The state of underwriting
For lenders and for brokers
Lenders
The memo under your own credit policy.
- The behavioural assessment and cash-flow analysis from the statements
- Serviceability under your rules
- Exceptions listed
- Synced to your LOS or CRM
- A committee-ready evidence trail
- Your underwriter approves or declines
Brokers
The same intake and verification steps produce a lender-ready deal pack. Brokers package and verify. Lenders decide.
- A completeness checklist: missing statements, unsigned forms, stale documents
- Business verification
- A bank statement summary: income, cash flow, overdrafts and existing commitments
- The pack repackaged to each lender's criteria for submission
What it improves
The memo runs your own criteria as you wrote them and puts its signals beside them. The difference is measured in the terms your P&L uses.
- Losses on approved loansFewer loans written that later go bad.
- Approvals at the same lossMore good loans written for the same risk.
- KYB false positivesAt the same catch rate, fewer good customers held up for review.
- The right entity, the right priceEach loan decided for the company actually borrowing, with its directors and related companies, not a namesake or a partial match.
Worked examples
Results from Luminnovate's work, each labelled by its source and the data it used. Read the limits on each page.
- Revenue overstated by inflowsIllustrative worked example
- The builder whose loan masked a fallSynthetic business
- What a readable model costsResearch data on lending and bank accounts
- The simpler model that matchedResearch data on lending
How we start
A fixed-fee historical evaluation of the memo on your past applications, with no live changes. It shows where decisions would differ from yours, and the Impact Sandbox prices the difference before you adopt anything. Optional extras include a bureau cross-check, network exposure and fraud checks at origination. Then delivery by us, your team running it, or both. Terms are agreed after the evaluation. Delivered as a hosted service for lenders and brokers, or in your environment for institutions; your files are processed for your decision and never used to train any model.
Questions about the underwriting memo
What happens between an application arriving and a decision?
The manual work: it takes a business-loan application package as it arrives, reads every document into sourced fields, verifies the business against Australian registers, reads the bank statements the way the business trades, applies your credit policy as rules, and drafts a decision-ready memo in your template, with every figure traced. Underwriters judge, structure and decide.
Who uses it, and who decides?
Business lenders, asset and equipment financiers and broker aggregators in Australia: credit operations, credit risk and the brokers who feed them. A person approves every file.
Do we have to replace our origination system?
No. It takes the package from email, a form or your API, and returns the fields, the memo and the evidence to your LOS or CRM.
Will our underwriters still make the call?
Yes. It does the repetitive reading, verification, analysis and drafting. Your underwriters spend their time on judgement, exceptions, structuring and the decision.
Why not a general AI assistant?
Built for lending, not for summarising text: application packages, statements, Australian registers, your credit policy, exceptions, memos and the handoff to your systems; plus verification that holds up, cash flow read the way the business trades, and your policy as the rules with the evidence to prove every figure.
What do we get at the end of the evaluation?
Where decisions would have differed on your past applications, the effect on approvals and losses, time per file against your own process, and the evidence pack. There are no live changes, and the winner is named even when it is not us.
What you can buy
Start a pilot: the underwriting memo
Who it is for
Business lenders, asset and equipment financiers and community lenders, and broker aggregators who want a lender-ready pack. Heads of credit operations and underwriting.
What you get
- The memo in your template under your own credit policy, every figure traced to its source
- Bank statement analysis, business verification against Australian registers and the behavioural assessment inside it
- Exceptions and missing documents listed; your underwriter approves, edits or declines
- Results into your loan system or CRM, or the Luminnovate workspace
- For brokers: a completeness checklist, verification, the statement summary and a pack shaped to each lender's criteria
- The pilot report: agreement with your decisions, where they differ and why, and time per file against your own process
Cashflow signals, read the way the business trades
In underwriting, the behavioural assessment inside the memo rates each applicant's statements on five behavioural measures from the first file, with no model to train, so thin files, edge cases and exclusions are covered. The cashflow signals are engineered for business lending and for each business type, and read the business's operating rhythm: seasonality, payment cycles, weekday and month-end patterns. Each business is compared with its own history and the same months a year earlier before it is compared with anyone else.
How it arrives
A sandbox in your environment on a few of your own files while your privacy and security review runs, then the hosted service in Sydney: files in by upload or API, results back, nothing to install. Institutions whose policy requires it run it in their own environment.
The first step
A fixed-fee pilot on your own deals, with your policy loaded and success criteria agreed first, measured against your own underwriters. The winner is named even when it is not us.
Start with applications you have already decided, and see the memo beside your own process.
Start a pilot