Forecast
Estimate the outcome, timing and uncertainty that can change the choice.
Fable builds specialised engines for recurring decisions across margin, revenue, cash, supply, workforce, operations, procurement, capital and risk.
A learned model estimates what is uncertain. Fixed rules enforce authority and hard constraints. Optimisation chooses among the feasible actions. The operator approves the work, and the engine measures the result.
Estimate the outcome, timing and uncertainty that can change the choice.
Select a named action under the real limits on authority, policy and capacity.
Compare the expected effect with completion evidence, the observed outcome and finance recognition.
Project Margin Rescue and Range-to-Cash show how Fable joins evidence, forecasts uncertain outcomes, compares feasible actions and measures the result.
Intervene before forecast drift becomes lost margin, delayed cash or a write-off.
Choose the range action that improves cash, margin and service together, rather than optimising one measure in isolation.
Each engine is built around a distinct recurring choice, the people accountable for it and the financial or operational result it can change.
Which active project requires intervention now to protect margin, cash timing or delivery economics?
Finance business partner, PMO lead, delivery director or project-control owner, usually on a weekly cadence with month-end escalation.Which quote, discount or price exception should be approved, escalated, repriced or suppressed?
Pricing lead, sales manager, commercial finance or deal desk, usually at quote creation and approval time.Which cost-change exposure should trigger repricing, quote refresh, customer terms review, escalation or no action?
Commercial finance, pricing, branch managers, procurement-commercial interface and sales leadership.Which customer, SKU, deal, promotion, claim or deduction should be corrected, challenged, repriced, renewed or suppressed?
Revenue growth management, commercial finance, sales finance, account directors and deductions/claims teams.Which product/customer/branch range action should happen now to improve cash, margin and service value?
Trading, category, branch operations, commercial finance, procurement and supply planning.Which contract term, renewal, concession, escalation, service-economics or in-life margin action should be taken now to protect expected contribution across the contract lifecycle?
Weekly live-contract queue; monthly renewal horizon review; event-driven on cost, indexation, SLA breach or concession triggers.Which capacity, price, package, access or allocation decision should be made now to maximise expected contribution from finite capacity?
Revenue management, commercial finance, operations planning and channel owners, usually daily or weekly with event/date escalation.Which quote, order, customer price, delivery charge, surcharge, escalator, slot or allocation action should be accepted, repriced, sequenced, escalated or suppressed to maximise expected delivered contribution?
Delivered materials basis: Pricing, commercial finance, sales managers, regional/branch managers, logistics/dispatch and plant/site operations, usually at quote/order/pricing-cycle cadence. Delivered fuel extension: Depot commercial managers, pricing teams, dispatch planners, sales desks and commercial finance, usually intra-day for quotes/orders and daily for depot/customer exception review.Which hire request, asset, branch, transfer, substitute, price, minimum term or rehire decision should be taken now to maximise expected contribution and service fulfilment?
Hire desk, branch managers, asset/fleet control, regional operations, commercial finance and transport/dispatch, usually real-time/daily with weekly fleet balancing.Which SKU x channel price, promotion entry or exit, markdown step or price-test action should be taken now to maximise contribution within price-perception, competition and stock constraints?
Daily or weekly price runs; promo-cycle cadence; event-driven on competitor moves, cost changes and stock triggers.For each account, product and renewal context, which lifecycle action - retain, intervene, expand, adopt, escalate, concede or hold - should be taken next to maximise incremental ARR and contribution?
Daily or weekly CSM/AM action queue; renewal-window driven; monthly portfolio review.Which lead, opportunity, territory or coverage action should be prioritised or changed to improve conversion and expected revenue per unit of selling capacity?
Pipeline module: Sales operations, sales managers, SDR/AE leadership and revenue operations. Territory & coverage module: Revenue operations, sales leadership, account management, customer success and finance.Which growth spend should be increased, reduced, reallocated, paused or tested next?
CMO, growth lead, revenue operations, finance partner and channel owners, usually weekly or monthly.Which receivables, billing, dispute, denial or credit-exposure case should be worked now, by whom, with which action, to accelerate cash and avoid loss?
Collections core: Credit control, collections manager, AR lead, finance operations, CFO/FD. Billing-to-cash module: Billing operations, revenue operations, finance systems, project billing and AR. Dispute & promise module: Collections, disputes team, AR leadership, customer account owners. Underpayment & denial module: Revenue cycle, billing, claims, finance recovery and payer/customer relations teams. Credit exposure module: Credit manager, finance, sales finance, risk.Which usage, entitlement or billing mismatch should be corrected, escalated, recovered or suppressed?
Revenue operations, billing, finance operations, product operations and account/commercial owners.Which close, control or revenue-recognition item is at risk, and which evidence or remediation action should be prioritised before the close locks?
Close & control basis: Controller, finance operations, internal controls, audit liaison. Revenue recognition module: Revenue accounting, finance operations, controllership and project billing.Which supply action - expiry redeployment, urgent-order interception, slow-mover rebalance, par/reserve exception, shortage response, ownership reconciliation or allocation/promise - should be worked now across stock, demand, order and network evidence?
Family spine: Network supply owner, inventory lead, site supply manager, category owner and finance partner. Expiry module: Network/site supply owner, category owner, pharmacy/sterile services where scoped, finance partner. Urgent order module: Supply chain, procurement operations, site materials manager and category owner. Slow-mover module: Inventory planning, category, branch/site operations, finance and supply chain. Par/reserve module: Inventory planning, site operations, supply chain analytics and category owners. Readiness & shortage module: Supply chain, production planning, operations control, site/service readiness teams. Consignment/VBO module: Finance, supply chain, category owners, vendor management and site operations. Allocation & ATP module: Supply planning, customer operations, sales operations, fulfilment, finance and site/category owners.Which replenishment policy, reserve setting, purchase timing or supplier-order action should be changed now to improve service, working capital, waste and purchase cost?
Replenishment policy: Supply planning, inventory control, category management, finance and operations. Purchase timing module: Procurement, category management, supply planning, finance and operations.Which fulfilment action should be worked now to improve probability of fill/on-time start? Which readiness blocker should be cleared first to protect a start, job or service obligation?
Fill core: Fulfilment desk, workforce planning, staffing ops, field ops or service delivery owner. Readiness clearance module: Compliance ops, onboarding, fulfilment desk, workforce planning and operations.Which roster, staffing, skill-mix or labour-demand action should be changed - before the period starts or in-period - to protect service at the lowest premium-labour cost?
Roster planning: Workforce planning, operations, HR operations, site managers and finance. Premium labour module: Workforce planning, operations, finance and scheduling managers.Which work item, bottleneck or allocation should be prioritised, routed, deferred, relieved or escalated now to protect throughput, SLA and value?
Throughput basis: Operations director, service lead, plant/branch manager, shared services lead. Work allocation module: Operations manager, service desk lead, fulfilment lead, shared services owner.Which route, dispatch or delivery action should change now to reduce cost or protect SLA?
Logistics director, dispatch manager, transport planner and operations.Which asset should receive which maintenance action before failure or performance loss?
Maintenance manager, plant operations, reliability engineer and finance.Which process, batch, line or quality issue needs intervention now to protect yield?
Quality lead, plant manager, process engineer, operations director.Which production sequence, split, expedite or resource substitution should be selected?
Production planner, plant manager, supply planning and operations.Which load, schedule, equipment, tariff or operational action should be changed to reduce utility cost without damaging service or throughput?
Operations, energy manager, facilities, finance and site leadership.Which return, repair, refurbish, resell, credit or disposal action should be taken now to maximise net recovery?
Operations, customer service, finance, logistics, warranty/returns manager and inventory owners.Which supplier spend item, invoice line, contract-term exception or consolidation action should be challenged, recovered, enforced, routed or ignored now?
Spend exceptions core: Procurement, AP, finance shared services, category manager and FD. AP rate module: AP manager, finance operations, procurement/category owner. Contract leakage module: Procurement, commercial finance, legal ops, category owner, AP/AR depending contract side. Category standardisation module: Procurement director, CFO, COO, category leads, PMI team.Which customer, site, service line or product should receive cost-to-serve action?
CFO/FD, COO, commercial finance, operations and account/category owners.Which supplier risk mitigation should be prioritised now?
Procurement, supply chain, operations, risk and finance.Which investment, initiative, site or portfolio allocation should be funded, delayed, resized, sequenced, bundled or killed under constraints, and in what order?
Capital core: CFO, CEO, strategy, board, business-unit leaders. Initiative sequencing module: Transformation lead, COO, CFO, PMO, strategy. Site & footprint module: CEO/COO, real estate, finance, operations and strategy. Product/R&D module: Product leadership, CTO/CPO, R&D, strategy, finance and executive committee.Which liquidity, payment, borrowing or hedge action should be prioritised?
Treasury, CFO, finance operations.Which forecast input, owner assumption, driver, scenario or correction should be changed before the planning cycle locks?
FP&A, finance business partners, operations planning, sales finance and executive sponsors.Which fraud, anomaly or compliance case should be investigated, blocked, escalated, remediated, accepted or cleared first?
Fraud triage basis: Fraud ops, risk, finance control and operations. Compliance module: Compliance operations, quality, legal ops, risk, internal controls.Which claim should be challenged, fast-tracked, investigated, reserved differently or settled?
Claims manager, finance, legal ops, customer service, risk.Which incident precursor, vulnerability, location, process or service risk should receive prevention or remediation action now?
Operational incident basis: Operations risk, safety, quality, COO, site managers. Cyber/IT module: CISO, CIO, CTO, SRE/IT operations, risk and service owners.Which application, agreement or arrears case should receive which credit, pricing, treatment or recovery action now to maximise risk-adjusted yield within risk appetite, conduct rules and regulatory constraints?
Daily underwriter referral and arrears treatment queues; weekly portfolio review; monthly policy and model calibration review.Tell us who makes it, how often, which records they use and what changes when the decision is wrong.
Discuss the decision