AI Fee Forecast Center
Term-end collection lands at $1.84M, and $312K of it depends on how nine reminders are worded.
The engine read four terms of payment behaviour across 128 open cases — timing, channel, reminder response and sibling patterns — and wrote the reasoning behind every figure. It forecasts; it never charges, chases or contacts anyone on its own.
The spread narrows to under $40K once the nine largest cases resolve. Everything else is already predictable.
Collection Intelligence Workspace
$412K outstandingEvery open case, ordered by what your attention is worth rather than by how late the invoice is.
Mr. James Walker
Liam Walker · Class IV-B · REV-2041
One friendly reminder by WhatsApp. This family has never needed a second.
Mrs. Anita Sethi
Kabir Sethi · Class VIII-A · REV-1876
No action needed. Sending a reminder here has historically delayed nothing and annoyed someone.
Mr. Peter Kettut
George Kettut · Class II-A · REV-1655
Wait until the 22nd before contacting. The pattern is payday, not neglect.
Mrs. Carmen Reyes
Sophia Reyes · Class VIII-A · REV-1420
Offer a three-part instalment. She has already been paying in parts without a plan.
Mr. Ravi Menon
Aarav Menon · Class VI-B · REV-1198
Scholarship review before escalation. The hardship criteria appear to be met.
Mrs. Lucia Fernandes
Maria Fernandes · Class IX-C · REV-1042
Try phone and post before escalating. Every attempt so far has been email.
Why the AI Forecast Says What It Says
6 findingsReasoning and evidence on the left, what it means in money on the right.
Parent usually pays after reminders
AI reasoningThe Walker account has settled within six days of a first reminder in eight consecutive terms, and has never required a second. The delay is not reluctance; it is that the invoice is simply not seen until it is pointed at.
Supporting evidenceSend one friendly reminder now rather than waiting for the overdue threshold.
ApplySeasonal payment trend detected
AI reasoningCollections dip 22% in the first three weeks of every term and recover fully by week five. The dip has appeared in all four terms on record and correlates with household expenses at term start rather than with any change in willingness.
Supporting evidencePrevious late payment history
AI reasoningThe Reyes account has paid every term in full but never on time, averaging nineteen days late across four terms. The amount always arrives; only the date moves. Treating this as a default risk has cost three unnecessary escalations.
Supporting evidenceReclassify as slow-but-certain and stop escalating this account automatically.
ApplyInstalment preference identified
AI reasoningPayments on this account arrive in two or three parts without any plan in place. The parent is already instalment-paying; the school has simply never offered the structure that would make it predictable.
Supporting evidenceSibling fee pattern recognized
AI reasoningWhere two children attend, the second invoice is settled a median of nine days after the first, never before it. Nineteen households on the ledger have siblings, and forecasting them independently has been the largest single source of error.
Supporting evidenceScholarship adjustment expected
AI reasoningThe Menon account meets four of five published hardship criteria on the record already held. The outstanding balance is likely to be adjusted rather than collected, so carrying it as receivable overstates the term forecast.
Supporting evidenceRevenue Intelligence Center
8 dimensionsWhat the engine models across the whole ledger, each with the figure that follows from it.
Collection Opportunity
Payment Behaviour
Outstanding Risk
Cash Flow Stability
Instalment Pattern
Discount Impact
Scholarship Influence
Department Revenue
Smart Collection Center
$577K in playEight actions ranked by expected collection against the goodwill each one costs.
Send Friendly Reminder
Nine accounts settle within six days of a first reminder and have never needed a second.
Offer Instalment Plan
Twenty-three accounts already pay in parts. A formal plan makes the timing predictable.
Schedule Parent Meeting
Four accounts have been overdue two terms with no contact. A conversation precedes any escalation.
Apply Scholarship Review
Fourteen accounts meet hardship criteria on the record we already hold.
Escalate Collection
Only two accounts meet every escalation criterion after the reclassification. The rest were timing.
Waive Late Fee
Late fees on payday-fixed accounts generate complaints and no earlier payment whatsoever.
Personalized Follow-up
Reminders naming the child and the term are opened twice as often as generic notices.
Payment Incentive
The early-payment discount cost $18K and moved dates by two days. Test a non-cash incentive instead.
Revenue Opportunity Studio
$412K reviewedThe outstanding balance broken down by what it actually is, rather than by how old it is.
High Collection Probability
Nine accounts sit above 90% probability and share one trait: they settle after a first reminder and have never needed a second.
Delayed Payments
Sixty-one accounts are late but not at risk. Every one has paid in full every term; only the date moves, by a median of nineteen days.
Potential Defaulters
Only two accounts meet every escalation criterion once timing is separated from risk. The ledger has been carrying five times that number as risk.
Upcoming Due Dates
Forty-one invoices fall due in the next three weeks. Thirty-one are prompt payers who need nothing more than the invoice itself.
Instalment Opportunities
Twenty-three accounts already split payments without a plan. Formalising what they are doing anyway pulls recovery forward four weeks.
Recovery Opportunities
Fourteen accounts meet hardship criteria. Adjusting them recovers nothing in cash but removes revenue that was never going to arrive.
Collection Improvements
Routing reminders by payment pattern rather than by days overdue would cut median collection time from forty-one days to twenty-three.
Revenue Growth Suggestions
Withdrawing the early-payment discount returns $18K a term. It moved payment dates by a median of two days, which is inside the noise.
Finance Copilot
7 routinesSeven things the copilot can produce from the ledger. Everything arrives as a draft for the bursar to approve.
No drafts awaiting approval
Reminders, plans and adjustments wait here until the bursar approves them. Nothing is sent to a parent and no balance is changed automatically.
Revenue Journey
REV-2041One case from the day the fee was raised to the day the forecast is scored against reality.
Fee Generated
Term 2 tuition raised against the Walker account and issued to the parent portal.
Due Reminder
Automatic due notice sent by email. Not opened, consistent with this account’s history.
AI Forecast Created
Engine predicted settlement on 18 August at 90% probability, based on eight terms of reminder response.
Collection Recommendation
One friendly WhatsApp reminder proposed. Escalation explicitly ruled out for this pattern.
Parent Contact
Reminder approved by the bursar and queued. Awaiting response within the expected six-day window.
Payment Received
Forecast settlement date. The account has never exceeded this window in eight terms.
Revenue Closed
Closes when the balance clears and the forecast is scored against the actual date.
Financial Opportunity Center
8 programmesWhere the finance team can act beyond individual reminders.
AI Insight Center
7 conclusionsDrawn across all 128 cases and four terms of history, written as intelligence rather than as a report.
Expected Revenue Growth
Term-end collection is forecast at $1.84M against $1.73M last term. Almost all of the gain comes from earlier collection rather than from higher fees.
Collection Risks
True exposure is $84K, not the $412K carried on the ledger. The difference is accounts that always pay late and always pay in full.
Payment Behaviour Trends
Every account resolves into four patterns: prompt, reminder-led, payday-fixed and hardship. Days overdue tells you almost nothing on its own.
High Recovery Opportunities
Fourteen hardship accounts and twenty-three unstructured instalment payers together account for most of what looks like bad debt.
Outstanding Fee Signals
Sixty-one of the overdue accounts fall inside the term-start dip, which has appeared in all four terms on record and always recovers by week five.
Revenue Optimization Suggestions
Routing reminders by pattern rather than by age would cut median collection from forty-one days to twenty-three without a single extra message.
Finance Highlights
Forecast accuracy across the last four terms. The residual error is concentrated in sibling households, which the engine now chains rather than forecasting separately.