ATM cash forecasting that plans tomorrow's armored-carrier run route by route, inside every limit, for your analyst and manager to approve
Smaller, better-timed cash orders inside every vault limit, and no machine left empty.
See one case, screen by screen ↓ATM cash forecasting predicts how much cash each ATM, teller cash recycler and branch vault will pay out before its next armored-carrier visit, so each order is big enough and no bigger. ATM & Branch Cash Forecasting adds agents that forecast every machine by hour and denomination, size each load, check every vault, ATM and truck limit, and explain each change from the standing order, for an analyst to prepare and a manager to approve.
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ATM cash forecasting decides, every business day, how much currency each ATM, teller cash recycler and branch vault gets on tomorrow's armored-carrier run. In most banks it comes from standing orders set months ago and adjusted in spreadsheets, so machines are loaded for the worst case. Much of the cash comes back unused, and the bank pays carry, insurance and transport on it, while paydays, Social Security and SSI dates, holidays and local events still empty the busiest machines.
Every order must also fit limits that are checked by hand: the vault's insurance limit through the week, each ATM's insured limit, the carrier's liability per truck, the carrier's order cutoff and the Federal Reserve's ordering and cross-shipping rules. A late order file moves the run to Monday, a machine out of service gets loaded anyway, a branch's request is lost in email, and nobody can show an examiner who approved an order or why.
Estimated split for preparing one armored-carrier route of about 24 stops, by hand and with the agents; our estimate, kept modest.
Seven agents forecast, challenge, size and check every order; the analyst prepares each route and the manager approves it.
Thursday, October 29, at Corvane National Bank. Marisol Brandt prepares Friday's run for Route 14 · Dayton East: Halvard Armored, truck 2, leaving the Dayton hub vault at 6:30 a.m. with 24 stops, 22 ATMs and 2 branch vaults, next visit Tuesday. The weekend has SSI paid Friday, Halloween Saturday and Social Security Tuesday. Here is what happens next, screen by screen, in the working solution.
Marisol's region has 6 routes and 131 stops for Friday. Route 31 needs a retry after the carrier portal timed out at 10:21 a.m.; Route 14 is ready for her with 4 exceptions; two routes are already with her manager and one is approved, its file sent. The agents' briefing since 6:00 a.m.: Friday's 6 routes carry $9.62 million against $12.38 million of standing orders, ATM 0417 would run out Sunday at 3:00 p.m., and the Challenger questioned 7 forecasts.
One button: “Prepare Route 14 · Dayton East”.
The agents propose $1,840,000 for Route 14, $770,000 less than the standing order of $2,610,000. The Forecast agent puts demand to Tuesday at $1.62 million, 18% above last week. The Challenger questioned 2 machines. The Limits agent notes that on the standing order the route would need a second truck, $1,150, and the Kettering Avenue vault would sit at 99% of its limit.
“It fits one truck under the carrier's $2.5 million limit, and the Dayton hub vault stays at or under $3.18 million this week, inside its $3.5 million insurance limit.”
Every ATM and branch vault sits on one line in stop order: cash now, days of cash against Tuesday's visit, the proposed load by denomination, the standing order and the change. ATM 0402 at the Kettering Ave drive-up gets $82,000, not $120,000: it returned $41,800 unused on average over its last 6 visits. The Kettering Avenue branch vault gets $96,000 in six denominations, not $180,000, because its tellers need $88,000 in $1s to $50s and the vault already holds $412,000, mostly $100s.
ATM 0417 in the Halloway Medical Center lobby has $31,260 and 1.2 days of cash. Marisol opens its line in place: on the $80,000 standing order the curve hits zero Sunday at 3:00 p.m.; the agents' $120,000, all in twenties, reaches the Tuesday 7:40 a.m. visit. If she disagrees, she changes the load with a reason and the Load planner and Limits agent recheck it.
“Hospital payday moved to Wednesdays; on the standing order it runs out Sun 3:00 p.m.”
Same four days over the last 8 weeks: $76,600. The hospital's payday, moved to every other Wednesday, adds $16,400; SSI on Friday $5,300; Halloween $6,100; Social Security on Tuesday $1,600. The Challenger found the payday after two Wednesday misses: $13,900 forecast against $20,700 actual on October 14, and $14,200 against $21,860 on October 28. $120,000 leaves $14,000 at the visit, above the $12,000 safety stock.
Ten steps, each with its agent's version, sources and confidence. The Challenger found 20 of 22 machines within 15% of yesterday's forecast and left ATM 0452's overnight spike, $48,800, out of demand with a referral to Fraud Operations. ATM 0461 is out of service, so the crew loads it only if it is repaired. ATM 0498, installed in September, has a confidence of 64%, under the 70% threshold, so a person must confirm its load.
The referral's outcome is not shown in the solution.
The Dayton hub vault peaks at $3.18 million on Thursday and holds $3.13 million on Monday after the Federal Reserve order, against its $3.5 million insurance limit; sized for standing orders it would reach $3.78 million. Monday's $2,300,000 Federal Reserve order, 95 bundles of $20s and 4 of $100s, does not cross-ship: the fit $20s went in on Tuesday, October 27, and the order falls in a new business week.
Marisol sends Route 14 to Owen Taggart, Cash Operations Manager, with the exceptions and her changes summarized. Owen opens the same route and approves $1,840,000 for 24 stops after one check line: one truck, the Dayton hub vault at or under $3.18 million, every ATM under $200,000, the file before the cutoff. Had he changed a load, the approval would have gone to the Head of Cash Operations instead.
“The Federal Reserve order for Monday stays a separate approval.”
With both approvals in, the Order file agent sends order file HLV-1030-14 to Halvard Armored and the carrier portal accepts it: 24 stops, one line per machine by denomination, ATM 0461 marked to load only if in service. It drafts Friday's cash-in-transit entry for the general ledger. No card or account data is in the file, and it is kept five years.
The trail shows Owen's approval with the 4 exceptions he reviewed, Marisol's send, the 10:30 a.m. refresh, the ATM 0452 exclusion and the accepted file, people and agents side by side. Internal audit filters and searches it, and exports an audit pack for an examiner with redaction and a checksum.
“Records are append-only.”
The same route, seen by the people who carry it: what their day looked like, and what it looks like now.
Seven agents forecast, challenge, size and check every order; the analyst prepares each route and the manager approves it.
Forecasts demand for every ATM, recycler and vault by hour and denomination from 24 months of withdrawals, paydays, Social Security and SSI dates, holidays, weather and local events.
Compares yesterday's forecasts with actual withdrawals every morning, questions every machine above a 15% miss, and leaves unusual patterns out of demand with a referral.
Turns each forecast into a load by denomination that reaches the next visit with safety stock, in whole straps and cassettes, and explains every change from the standing order.
Checks every order against vault insurance limits through the week, each ATM's insured limit, the carrier's per-truck liability and cutoff, Federal Reserve bundle units, cross-shipping and holidays.
Reads ATM monitoring every 15 minutes, predicts each cash-out, and proposes an emergency run only when a machine will run out before its visit and the run costs less than the empty hours.
After both people approve, builds and sends the carrier order file and the Federal Reserve order, checks the confirmations and drafts the general ledger entries.
Computes the monthly cost of cash by region for treasury finance: carry at the bank's cost of funds, insurance, transport and emergency runs.
Approves each route's order. The agents propose; a named person decides.
Ask about any route, machine, vault, order or rule, in plain words. Every answer cites its source and takes you to the screen.
Why does ATM 0417 need $40,000 more?
On its standing order of $80,000, ATM 0417 runs out Sunday at 3:00 p.m., two days before its next visit. The hospital it serves moved staff pay to every other Wednesday on October 14, and the Challenger caught two Wednesday misses of about 50%. With SSI paid Friday and Halloween Saturday, demand to Tuesday is $106,000. $120,000 leaves $14,000 at the visit, above the $12,000 safety stock.
Will Route 14 stay inside every limit?
Yes. Route 14 carries $1,840,000, under the $2.5 million a Halvard Armored truck may carry; on the standing order of $2,610,000 it would need a second truck. The Dayton hub vault stays at or under $3.18 million against its $3.5 million limit, the Kettering Avenue vault reaches $508,000 of $600,000, and no ATM goes above $200,000. Monday's Federal Reserve order does not cross-ship.
Which machines could run out before their next visit?
In Ohio–Indiana, two. ATM 2214 on Polaris Pkwy runs out today at 6:40 p.m., with its visit on Saturday; a $60,000 emergency run waits for Owen Taggart. ATM 3108 on Post Rd runs out Friday at 1:10 a.m., ten hours before its visit, but only about $1,900 of withdrawals fall in that window, so the watcher proposes no run. ATM 0417 would have been the third; Route 14 covers it.
What did idle cash cost us in September?
In Ohio–Indiana, $346,242 to carry, insure and move, against $410,912 in July, the last month on standing orders. Average cash fell from $52.6 million to $41.2 million; carry at 4.10% a year was $140,767.
13 screens from the working solution, on its sample data. Pick one to see it large.
The limits, thresholds and drivers every order is checked against are settings. The Cash Systems Administrator proposes a change and the Head of Cash Operations approves it, on the audit trail.
| Setting | Default | Choose from |
|---|---|---|
| Hub vault insurance limits | $3.5 million Dayton and Columbus · $3.0 million Indianapolis | Propose a change; the Head of Cash Operations approves |
| ATM and recycler insured limits | $200,000 any ATM · $250,000 teller cash recyclers | Branch vaults $450,000 to $750,000 by branch |
| Armored carriers | Halvard Armored $2.5 million a truck, file by 3:00 p.m. ET | Pellam Secure Logistics $2.0 million a truck, file by 2:00 p.m. ET |
| Confidence threshold | 70% | Below it a person confirms the load; a proposal to 65% waits for approval |
| Challenger question | Any machine whose one-day miss is above 15% | Shared by every region unless an override is approved |
| Safety stock | Half a day at the machine's busiest hours | ATM 0417: $12,000 |
| Emergency run | Only when the machine runs out before its visit and the empty hours cost more than the carrier's fee | Agreeing to no run, or asking for one anyway, needs a reason |
| Forecast drivers | Social Security and SSI dates, holidays and Federal Reserve closures, employer paydays, local events, weather: on | Each can be switched off for a region · tax refunds and state benefit dates off until February |
Every figure is labelled: a target the solution is built to, an estimate, a typical published result, or a proven one.
“demo” = seen in the working solution, on its sample data · “target” = the design goal, measured in the live solution · “estimated” = our estimate · “typical” = published figures (cash in 14% of US consumer payments: Federal Reserve, 2026 Diary of Consumer Payment Choice). Rules and schedules named on this page: the Federal Reserve's currency recirculation policy (cross-shipping), the Social Security Administration's 2026 payment schedule, 31 CFR 1010.430 (five-year retention). Corvane National Bank, Halvard Armored, Pellam Secure Logistics, Halloway Medical Center, the people, machines, routes and places named on this page are fictional: characters and sample data in the working solution.
ATM cash forecasting predicts how much cash each ATM, teller cash recycler and branch vault will pay out before its next armored-carrier visit, so each order is big enough and no bigger. ATM & Branch Cash Forecasting adds agents that forecast every machine by hour and denomination, size each load, check every vault, ATM and truck limit, and explain each change from the standing order, for an analyst to prepare and a manager to approve.
The Forecast agent reads 24 months of withdrawals by hour and denomination and adds the drivers: Social Security and SSI dates, federal holidays and Federal Reserve closures, employer paydays near machines, local events and weather. Each driver shows its effect on the forecast with a citation. Every morning the Challenger compares yesterday's forecasts with actual withdrawals and questions any machine that missed by more than 15%.
The Limits agent checks each vault through the whole week, not one day, along with each ATM's insured limit, the carrier's liability per truck and its order cutoff. It also sizes the Federal Reserve order in full bundles and checks it against the cross-shipping rule. It never lets an order past a limit and cannot approve an exception.
The Challenger leaves it out of demand so it does not inflate the order, and refers it to Fraud Operations. The solution shows only that the pattern was excluded and referred; the referral's outcome is never shown, recorded or exported in cash systems.
The Cash-out watcher reads ATM monitoring every 15 minutes. It proposes a run only when a machine will run out before its visit and the empty hours cost more than the carrier's fee. A manager approves every run, and agreeing to no run is a logged decision too.
Yes. The agents propose and explain; the analyst prepares the route and the manager approves it, and the carrier order file is sent only after both. A manager who changes an order hands it to the Head of Cash Operations, a forecast under 70% confidence needs a person, and every override carries a reason code.
Yes. Vault, ATM and recycler limits, carriers' truck limits and cutoffs, the confidence threshold, the Challenger's question level, safety stock, the emergency run rule and each forecast driver are settings. A change is proposed by the Cash Systems Administrator and approved by the Head of Cash Operations, on the audit trail.
The Agentic Solution Engine builds and deploys it from your requirements and documents, such as your cash limits policy, carrier agreements, standing orders and withdrawal history, and it goes live once every quality gate has passed. We will walk you through it on your own routes first.
Every shortage explained the same day, with the records that prove it attached.
1-min demoBranch Self-AssessmentQuarterly branch reviews with photo evidence, and every exception closed by a named owner.
1-min demoVulnerable Customer SupportSupport needs recorded once, with consent, and followed on every channel.
1-min demoWe'll run ATM & Branch Cash Forecasting on a sample of your own routes, standing orders and withdrawal history.