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Energy & IndustrialIndustrial megaproject (anonymized)
Automating cash-flow validation across a project portfolio
- Multi-agent validation of baselines, actuals, and forecasts
- Cross-checks across cost and schedule sources
- A multi-day manual cycle compressed to minutes
Multi-agent
validation pipelines
Portfolio
-wide coverage
The situation
Cash-flow forecasting across a portfolio meant reconciling baselines, actuals, and forecasts across multiple systems — a slow, error-prone, multi-day manual cycle.
What we built
We built multi-agent pipelines that validate baseline allocation, reconcile actuals against AP data, and check forecast reasonableness across the portfolio, flagging exceptions for human review.
Key capabilities
- Baseline allocation validation
- Actuals reconciliation across systems
- Forecast reasonableness checks
- Exception flagging for human review
Results
- A multi-day cycle compressed to minutes
- Consistent checks across the whole portfolio
- Humans review exceptions, not everything
Challenge
- Manual reconciliation across systems
- Multi-day, error-prone cycle
- Portfolio scale
Solution
- Multi-agent validation pipelines
- Automated cross-checks
- Human-in-the-loop on exceptions
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