SystemAgricultural Lending

Agricultural Credit Early Warning

Agricultural credit early warning that flags the farms needing a call this week, not at renewal

Stressed borrowers found months before renewal, not at it.

See one case, screen by screen ↓
target140daysbefore renewal: when the farm in the story was flagged, reviewed and moved to special mention
demo9of 12farms pushed into watch range by new extreme drought, cleared once insurance, prices and payments were checked
demo47sfor six agents to gather the evidence, re-project the year and draft the watch-list review
target100%of the ag book re-scored every week, against each farm’s own pattern
In short

What is Agricultural Credit Early Warning?

Software that watches an ag loan book between renewals and flags the borrowers whose credit is weakening. Agricultural Credit Early Warning joins the weekly drought map, commodity prices, line, deposit and payment behaviour, interim financials and crop insurance notices for every farm, re-scores the book every Thursday, and drafts the watch-list review for the farms that need one.

How to choose AI solutions for lending →

Updated

The problem

Why farm stress shows up at renewal, when the options are fewest

The drought map changes every Thursday, futures settle every day, and every borrower’s line, deposits and payments move every week. The credit file moves once a year. Most operating lines are re-underwritten in the weeks before planting — by then the drought, the herd sale or the failed crop is months old and the working capital is spent.

The signals already exist, in five places: the Drought Monitor, futures and cash prices, the core system’s line, deposit and payment data, the borrower’s interim financials, and crop insurance and government payment notices. Nobody joins them per farm, every week. And with renewals and extensions running high, the same small credit team cannot re-review 1,184 files by hand — so cattle proceeds get spent instead of applied, an indemnity is paid without the bank’s assignment, and carryover rolls into next year’s line.

typical5.6%of farm loans in the Chicago Fed district with major or severe repayment problems, the most since 2020
typical136indexChicago Fed district index of farm loan renewals and extensions, the highest since 2020
Where a watch-list review’s hours goestimated
By hand17 days
With the solution3 days
  • Pulling line, deposit and payment history3 → 0.3 d
  • Placing the acres on the drought map2 → 0.3 d
  • Reading interim financials and insurance notices3 → 0.5 d
  • Re-projecting the year’s cash flow4 → 0.5 d
  • Writing the review and action plan4 → 1 d
  • Decision by the Ag Lending Manager1 → 0.5 d

Estimated split for one watch-list review on a farm borrower, by hand and with the solution.

How it works

How a weekly scan moves

Six specialist agents put every farm on the weekly drought map and check insurance, prices and payments before they flag it; the Ag Lending Manager decides.

What comes in
Signals in5 sources · drought map, prices, accounts, financials, insurance
Agents at work
Drought and weather watcheracres to the weekly map
Market price watcher
Account behaviour watcher
Then
Farm financials readerworking capital, cash flow
Then
Early warning scorerscore + reasons
Then
Watch-list review drafterreview + talking points
A person decides
Ag Lending Managerapproves or dismisses
What comes out
Ranked alerts
Watch-list review
Officer call list
One case, step by step

One farm, flagged in October with renewal in March

Willowmere State Bank lends to 1,184 farms in 32 counties of Nebraska and Kansas. On Thursday 8 October the drought map moved again. Here is what happens next, screen by screen, in the working solution.

  1. 01Monday morning

    The whole ag book, on this week’s drought map

    Ruth Engel · Ag Lending Manager

    Ruth opens the book map: every farm a dot in its county, coloured by its early warning score, over the Drought Monitor map of 8 October. Perkins County has been in D3 extreme for 11 weeks. Under the map sit the three counts that matter: 27 alerts, 9 of them high; 38 on the watch list, $96.4M; $286M in D2 or worse, up $20M on the week.

    Thursday’s scan: 6 agents · 1,184 borrowers · 4,318 parcels · 8 Oct 10:00–10:41.

  2. 02Thursday, replayed

    Drought spread into Kansas — and twelve farms turned amber

    The agents

    Ruth replays Thursday’s scan. D3 reaches Rawlins, Decatur and Norton counties, and drought alone pushes 12 farms there into watch range. The agents then check each one against crop insurance, prices, payments and line use. Nine settle back. Three stay: Sutter Creek Farms (premium $18,400 unpaid, deposits −44%), Rasmussen Land Co. ($88,000 wheat claim with no assignment to the bank) and Wagoner Farms (2 overdrafts in September, line 79%).

    “9 cleared — insured and paying on time · 3 need a call: Sutter Creek 67 · Rasmussen 53 · Wagoner 49”

  3. 03One click

    Why a farm in extreme drought was not flagged

    Early warning scorer

    Herl Wheat Farms, Rawlins County, scored 54 on drought alone. With insurance, prices and payments it scores 24: drought +30 and wheat under its $5.92 median breakeven +4, but Revenue Protection at 80% assigned to the bank −20, and 12 of 12 payments on time with the line at 49% −14. No alert is raised; the agents keep watching every week.

    “Cleared: Revenue Protection at 80% covers the wheat; line 49% drawn against a 52% norm; every payment on time.”

  4. 04Another layer

    Yields and prices under the same farms

    Ruth Engel · Ag Lending Manager

    The map has three layers: drought with a 14-week slider, the yield outlook against the 5-year average, and the price move of each county’s main commodity. In Hitchcock County the outlook for pasture and hay is −42%; the county rail lists its farms most exposed, each with crop mix, insurance, the last 12 payments and line use.

  5. 05Ranked

    Every alert, ranked, with the reasons on the row

    Ruth Engel · Ag Lending Manager

    The alert feed ranks 27 borrowers by score: $75.0M of exposure on alert, 15 waiting for Ruth, 25 farms renewing within six months. At the top is Voss Land & Cattle LLC, Perkins County, cow-calf: score 81, up 9 — D3 drought 11 weeks, 212 bred cows sold, line 96% drawn. Officer Cody Harms; the line renews 1 March, 140 days away.

  6. 06Opened

    Seven signals, two mitigants, every one with its source

    Ruth Engel · Ag Lending Manager

    Voss is rated 4, Acceptable, since renewal in March, with $5,124,000 outstanding on four loans. The score shows why: $356,160 of sale-barn proceeds deposited 1 October for 212 bred cows, with the $868,000 cattle note unchanged (+18); the line at 96% against a five-year October norm of 55% (+15); working capital down from $612,000 to $188,400 on the 30 June balance sheet (+13). Weighing against it: the $214,000 wheat claim is assigned to the bank (−6), and calf prices are strong (−4).

    Each signal names what it rests on: “Sale settlement · 1 Oct”, “Balance sheet · 30 Jun”, “Drought Monitor · 8 Oct”.

  7. 0747 seconds

    “Build the watch-list review” — six agents at work

    The agents

    Ruth presses one button. The agents map 7 parcels to the 8 October map, price 418 calves and the corn against the farm’s $4.38 breakeven, read 14 months of accounts, read the 30 June balance sheet and the wheat claim, and re-project 2026: term debt coverage 0.86x against 1.31x in 2025, on $498,000 of scheduled term payments.

    “Watch-list review drafter drafted the review — rating 4 → 6 special mention · 6 actions · talking points for Cody Harms”

  8. 08Drafted

    The review, with repayment capacity and collateral re-done

    Watch-list review drafter

    Summary, repayment capacity, collateral, what weighs against it and a recommendation — every figure linked to its source. Available for term debt falls from $652,400 to $428,280. The herd on the cattle note is down to 428 head, so cattle loan to value rises from 85% to 121%; real estate loan to value is 41%, from 43%. The action plan has six steps with owners and dates, from counting the herd by 23 October to applying future cattle proceeds to the note under the security agreement.

    The draft says what it did not check: “Land value from the 2026 appraisal; not re-checked by this review.”

  9. 09Signed · 140 days before renewal

    Ruth moves Voss to special mention

    Ruth Engel · Ag Lending Manager

    Ruth can return the review to Cody or approve. She approves rating 6 and the watch-list addition, and signs: her name and role and the meaning — “Approved as reviewed” — recorded together. The watch list goes from 38 farms to 39, $101.5M, and the committee chaired by Douglas Fenn sees Voss on Tuesday 20 October.

  10. 10Same week

    The book, against its limits and a price shock

    Megan Tran · Portfolio risk analyst

    Exposure by commodity sits against each concentration limit and drought category: cow-calf has $97M, 49%, in D2 or worse; dryland wheat and row crops $88M, 62%. On the stress test, December corn down another 10% re-projects every farm’s cash flow: 110 farms below 1.0x term debt coverage, 14 more than today, with $61.2M more exposure. The result goes to the Chief Credit Officer.

    “Each farm’s own cash flow is re-projected; ratings are not changed.”

Who it’s for

Built for everyone who watches the ag book.

The same week, seen by four people at the bank — what it looked like before, and what it looks like now.

RE
Ruth EngelAg Lending Manager
Approver
Before
Runs 9 officers and 1,184 farm borrowers, and finds out about the drought when the file comes up for renewal.
Now
Sees the book on this week’s drought map every Monday, opens a drafted review, and decides on rating and watch list months ahead.
CH
Cody HarmsAg loan officer, Grant branch · 118 borrowers
Ag loan officer
Before
Knows his farm families, but not which one to visit first.
Now
Gets a ranked call list with the reason and talking points drafted from the evidence, and a due date.
DF
Douglas FennChief Credit Officer
Committee chair
Before
Wants to know which farms are slipping before the examiner does.
Now
Chairs a watch-list committee where every borrower has a rating, a next review date and an action plan marked on track or behind.
MT
Megan TranPortfolio risk analyst
Portfolio risk analyst
Before
Knows that a flag nobody can explain is a flag nobody acts on.
Now
Tunes the signals and weights, and runs price and drought stress tests that re-project every farm’s own cash flow.
Built on the engine

6 agents. Each with one job, and hard limits.

Six specialist agents put every farm on the weekly drought map and check insurance, prices and payments before they flag it; the Ag Lending Manager decides.

Drought and weather watcher

Maps every borrower’s acres and pastures — from mortgage legal descriptions, pasture leases and acreage reports — to the weekly Drought Monitor map and rainfall, and records the weeks at D2 or worse for pasture, dryland and irrigated acres.

  • Never guesses a location — unmapped acres go to the officer
  • Cites the map date for every value
Market price watcher

Prices each operation’s commodities against its own breakeven from the last cash flow, after every close, and records how many weeks it has been below.

  • Never forecasts a price
  • Uses posted settlements and local cash bids only
Account behaviour watcher

Watches line use, deposits, overdrafts, past dues and unusual payments against the farm’s own seasonal pattern; matches sale-barn and packer deposits to cattle notes and spots hay and feed payments.

  • Never contacts a borrower
  • Never blocks or changes an account
Farm financials reader

Reads interim balance sheets, Schedule F, crop insurance notices of loss and assignments, and FSA program payments; recomputes working capital, current ratio and term debt coverage, and re-projects the year.

  • Never changes a reported figure
  • Every number cites its page
  • Flags a claim with no assignment of indemnity
Early warning scorer

Applies the weights in Settings to each borrower’s signals and mitigants, raises an alert when the score crosses a level or rises 8 points in a week, and ranks the alerts.

  • Never changes a risk rating
  • Every alert shows its reasons
Watch-list review drafter

Drafts the watch-list review — what changed, repayment capacity, collateral, what weighs against it, a proposed rating and an action plan with owners and dates — and the officer’s talking points.

  • Drafts; the Ag Lending Manager decides
  • Never adds a borrower to the watch list
  • Never sends anything to a borrower
Ag Lending Manager

Approves or dismisses; the CCO's committee confirms. The agents propose; a named person decides.

Ask in plain words

Ask about any farm, county or signal

The lending team can ask in plain words — about a borrower, a county, a signal or a price scenario — and every answer points to its source.

Why is Voss Land & Cattle scored 81?

Seven signals add up to 91 and two mitigants take off 10: D3 extreme drought for 11 weeks (+20), 212 bred cows sold with the cattle note not paid down (+18), line 96% drawn against a 55% October norm (+15), working capital $188,400, was $612,000 (+13), and deposits −41%, hay $148,600 and 3 overdrafts (+25). The assigned wheat claim and strong calf prices take off 10. The line renews on 1 March, so there are 140 days to act.

Which other cow-calf borrowers in extreme drought sold cattle?

Three more, all in D3 counties and all on a cattle note: Kellerman Ranch, Keith, 140 head, $221,300; Ochsner Red Angus, Dundy, 96 head, $162,400; Two Forks Cattle Co., Hitchcock, 58 head, $97,400. None of the proceeds reached the cattle notes. I have added the three to the call list for Kara Nyquist and Jenna Wolfe.

Which farms in the new extreme-drought counties need a call?

Drought alone moved 12 farms in Rawlins, Decatur and Norton into watch range. Checked against crop insurance, prices, payments and line use, 9 cleared and 3 need a call: Sutter Creek Farms (premium unpaid, deposits −44%), Rasmussen Land Co. ($88,000 claim, no assignment) and Wagoner Farms (2 overdrafts, line 79%).

What if December corn falls another 10%?

At $3.65, another 14 farms would fall below 1.0x term debt coverage on their 2026 re-projections, with $61.2 million of exposure — mostly irrigated corn in Phelps, Kearney, Hamilton and Buffalo. No rating changes; I have set the scenario on the stress test so you can send it to Douglas Fenn.

Every screen

The working solution, as it ships.

13 screens from the working solution, on its sample data. Pick one to see it large.

The book mapEvery farm a dot on this week’s drought map, coloured by its early warning score, with Thursday’s scan and what moved this week underneath.
Thursday’s scan, replayedExtreme drought spreads into three Kansas counties; 12 farms turn amber, 9 clear once insurance and payments are checked, 3 need a call.
Why a farm clearedDrought-only score against the combined score, signal by signal — what the agents found and the points each one counts.
Yield outlook layerEach county’s yield outlook against the 5-year average, with its farms most exposed: crop mix, insurance, 12 payments and line use.
Ranked alertsEvery borrower whose score moved enough to need a look, ranked by score, with the reasons, officer and days to renewal.
The borrowerScore and its trend, every signal and mitigant with its weight and source, line use this year against last, and the loans.
Agents at workSix agents gather the drought, price, account and financial evidence and re-project the year, each step shown with what it found.
The watch-list reviewSummary, repayment capacity, collateral and recommendation, every figure linked to its source, beside the decision and the action plan.
Approve and signThe Ag Lending Manager approves the rating and the watch-list addition, with her name, role and the meaning of the signature.
Exposure and stress testThe book by commodity and drought category against concentration limits, and a corn, cattle or drought scenario re-projected farm by farm.
The call listEvery accepted alert becomes a call for its officer, with talking points drafted from the evidence and a due date.
The watch listBorrowers rated special mention or worse, with score trend, next review and whether the action plan is on track.
Your signals and approversThe scan schedule, signal thresholds, alert levels and who decides — all settings, versioned.
Governance

Built for credit discipline: explained, decided by a person, on the record.

Every flag says whyEach alert shows its signals, the points each one adds or takes off, and the document or data it came from — the drought map date, the sale settlement, the balance sheet page.
Agents never change a ratingThe agents score, explain and draft. They never change a risk rating, add a borrower to the watch list, contact a borrower or block an account.
A named person decidesThe Ag Lending Manager approves ratings 5 and 6 and watch-list additions, signing with the meaning recorded; ratings 7 and worse go to the Chief Credit Officer and special assets.
Dismissals need a reasonDismissing a high alert needs a written reason, and the reason is kept on the audit trail with the alert.
The committee confirmsThe watch-list committee confirms the list and every action plan on the third Tuesday of the month; plans behind schedule are marked.
Versioned rules, on the recordEvery scan, flag, dismissal and approval is on the audit trail, and changes to signals, thresholds and scoring weights are versioned.
Configuration

Your credit policy, not ours

The signals every borrower is watched for, the alert levels and who decides are settings — changed in plain words, versioned and on the audit trail.

SettingDefaultChoose from
Weekly scanThursdays 10:00 CTThursdays 10:00 CT · Thursdays 13:00 CT · Fridays 07:00 CT
PricesDaily after the closeDaily after the close · Twice a week · Weekly with the scan
Drought on pasture or dryland acres, for 4 weeksD2 severe or worseD1 moderate or worse · D2 severe or worse · D3 extreme or worse
Deposit decline, year on year30% or more20% · 30% · 40% or more
Overdrafts in any 30 days2 or more1 · 2 · 3 or more
Cattle sold against the herd on the cattle noteMore than 10% of the herdMore than 5% · 10% · 20% of the herd
Interim financials overdue60 days30 · 60 · 90 days
Watch-list committeeThird Tuesday of the monthThird Tuesday · First Monday of the month · Every two weeks
Connections

Works with the systems and sources you already use

Your core and loan systemsline balances, deposits, overdrafts and payments
U.S. Drought Monitor and weatherthe weekly map, rainfall and stations
Futures settlements and cash bidscorn, soybeans, wheat, cattle, milk, hogs
Borrower financialsinterim balance sheets, tax returns, cash flows
Crop insurance and FSA noticesnotices of loss, assignments, program payments
Loan documentsmortgage legal descriptions, security agreements
What it changes

The difference, in numbers.

Every figure is labelled: a target the solution is built to, an estimate, a typical published result, or a proven one.

target
140days
before renewal: when the hero farm was flagged and reviewed
At renewal0 days
With agents140 days
target
100%
of the ag book re-scored every week, against each farm's own pattern
1,184 of 1,184 farms
every Thursday
typical
5.6%
of farm loans with major or severe repayment problems, the most since 2020

“demo” = seen in the working solution, on its sample ag book · “target” = the design goal, measured in the live solution · “estimated” = our estimate · “typical” = published figures (Federal Reserve Bank of Chicago AgLetter, Seventh District — 5.6% of farm loans with major or severe repayment problems, Q4 2025; renewals and extensions index 136, Q1 2026). Drought categories follow the U.S. Drought Monitor. People, farms and the bank named on this page are fictional — characters and sample data in the working solution.

Questions

What ag lenders ask us.

What is an agricultural credit early warning system?

Software that watches an ag loan book between renewals and flags the borrowers whose credit is weakening. Agricultural Credit Early Warning joins the weekly drought map, commodity prices, line, deposit and payment behaviour, interim financials and crop insurance notices for every farm, re-scores the book every Thursday, and drafts the watch-list review for the farms that need one.

Will drought alone flood us with alerts?

No. Drought raises a farm’s score, but the agents check it against crop insurance, prices against the farm’s own breakeven, payments and line use before it stays flagged. In the working solution, new extreme drought pushed 12 farms into watch range; 9 cleared and 3 needed a call.

How is each farm’s score explained?

Every alert lists its signals and mitigants with the points each adds or takes off, and the source it rests on — the Drought Monitor map date, a sale settlement, a balance sheet, a notice of loss. Line use and deposits are compared with the farm’s own pattern over the last five years, not a book average.

Does the AI change risk ratings or contact borrowers?

No. The agents score, explain and draft. The Ag Lending Manager approves ratings 5 and 6 and watch-list additions; ratings 7 and worse go to the Chief Credit Officer; the loan officer makes the call. Agents never contact a borrower, block an account or add anyone to the watch list.

What goes into the drafted watch-list review?

What changed, repayment capacity with the year re-projected at today’s prices and herd, collateral and loan to value, what weighs against it, a proposed rating and an action plan with owners and dates, plus talking points for the officer. Every figure links to its source, and the reviewer can return it to the officer or approve it.

Can it run stress tests on the ag portfolio?

Yes. Exposure is shown by commodity and drought category against your concentration limits, and the stress test re-projects each borrower’s own cash flow for a corn or cattle price drop or a drought spreading one county east. Ratings are not changed by a scenario.

Can we set our own signals and approvers?

Yes. The scan schedule, the drought category and duration, line use above the seasonal norm, deposit decline, overdrafts, cattle sold, overdue financials, alert levels, approvers and the committee date are all settings, versioned and on the audit trail.

How long does it take to go live?

The Agentic Solution Engine builds and deploys it from your requirements and documents — your credit policy, rating definitions, watch-list procedure and a sample of your farm borrowers — and it goes live once every quality gate has passed. We will walk you through it on your own book first.

See it on
your ag book.

We’ll run Agricultural Credit Early Warning on a sample of your own farm borrowers and this week’s drought map.