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Capital allocation runs on business cases built optimistically and reviewed rarely. A CapEx Return Prediction Playbook reads historical project outcomes, operational signal patterns, and similar-investment performance to forecast return per investment before approval.
The Challenge
CapEx business cases tend to over-project return and under-project cost. The pattern repeats project after project because the team building the case is the team requesting the spend. Approval committees see only the optimistic case, not the comparable-project actuals.
CapEx return tracking happens years after the original approval. The lessons get filed away with no feedback loop to the next case. The same optimistic patterns continue and capital gets deployed on weakly-calibrated forecasts.
Most CapEx projects have comparable historical investments with measurable actuals. The data sits in finance systems but rarely gets surfaced during the approval cycle. Each new case gets evaluated on its own optimistic projection rather than against history.
How eyko Solves It
A CapEx Return Prediction Playbook reads the proposed business case against historical comparable-investment outcomes, operational signal patterns at the time of similar investments, and post-investment realized-return data to forecast realistic return per investment. It surfaces over-projected cases, under-projected cases, and recommends capital allocation ranking against actual-likely-return rather than case-projected-return.
The Playbook predicted CapEx return across 14 active investment proposals totaling $24M. 5 proposals forecast realistic return materially below the business case (worth challenge or revision). 3 proposals forecast realistic return at or above the business case (worth fast-track approval). 6 proposals forecast realistic return roughly aligned with the case. Reallocating against actual-likely-return projects $4.2M in incremental 5-year return at the same total CapEx envelope.
| Metric | Current | Benchmark | Status |
|---|---|---|---|
| Primary indicator | Flagged | Target | Action needed |
| Secondary indicator | Monitoring | Within range | On track |
| Trend direction | Declining | Stable | Review required |
CapEx Return Prediction reads the proposed business case against historical comparable-investment outcomes, operational signal patterns at the time of similar investments, and post-investment realized-return data to forecast realistic return per investment. The Playbook surfaces over-projected cases, under-projected cases, and recommends capital allocation ranking against actual-likely-return rather than case-projected-return.
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FAQ
Everything you need to know about CapEx Return Forecast.
CapEx Return Prediction is an AI-driven forecast of realistic return per capital investment proposal using comparable-investment realized-return data, operational signal patterns at the time of similar investments, post-investment realized-return data, and sponsoring-team track records. The Playbook surfaces over-projected cases, under-projected cases, and recommends capital allocation ranking against actual-likely-return rather than case-projected-return.
The Playbook reads from your ERP and financial planning system (CapEx project records, realized-return data, business case projections), operational systems (signal patterns at investment time), and project-management data (sponsoring team, project complexity). At least 5 years of paired case-and-realized-return data anchors the forecast.
Standard CapEx approval review evaluates each case on its own projection. CapEx Return Prediction reads the proposed case against comparable-investment realized-return history and forecasts realistic return. The two are complementary, but predictive return is what calibrates the case projection against actuals.
Yes. The Playbook ranks proposals by likely-actual-return (rather than case-projected-return) and surfaces the contributing drivers per proposal. The ranking enables capital allocation against the metric that matters and projects 5-year return impact for the reallocation. Approval committees can challenge over-projected cases with comparable-investment data attached.
Join the enterprises replacing weeks of manual analysis with a single prompt. See what eyko Playbooks can do with your data.
