Oil & Gas · Upstream & midstream

From wellhead to balance sheet.

Production, integrity, fleet and finance are one decision system. Forecast them in separate tools and they fight each other.

Updated 3 min readBy Karna Shukla · Yellowfirst
See the live demo on the homepage →
Live 3D twin

A live digital twin of a crude storage tank. An inspection crawler climbs the shell and 214,880 ultrasonic readings resolve into a heatmap; seven findings are pinned to the shell, welds, annular plate, vents, roof, manway and outlet valve. Fast-forward to see when “restrict and monitor” stops being an option.

Short answer

Decision intelligence for oil and gas connects production forecasts, asset-integrity findings, field logistics and cash flow so each intervention — pulling a failing ESP, restricting a tank’s fill height, re-routing sand trucks or deferring a pad — is chosen on its combined operational and financial impact and approved by the accountable engineer or executive.

The decisions

DecisionSignalContext it needsAuthorityOutcome measured
Well interventionESP amps up, intake pressure downProduction forecast, rig availability, AFE, deferred oilAugmented — production engineer
Choke optimizationGas interference, sluggingReservoir constraints, facility limitsAutomated in bounds
Tank fill restriction / repairWall loss at a weldThickness history, fill plan, neighboring capacityHuman — integrity engineer
Capital program timingPrice or production changePrice deck, well economics, liquidityHuman — CFO and VP Operations
Field fleet re-routingRoad closure, crew demandTruck positions, frac schedule, SWD capacityOn-the-loop — dispatcher

Production → finance → fleet

On the homepage demo, the production forecast drives the 12-month free-cash-flow forecast, and the price slider and pad toggles rewrite the recommended capital decision in real time. Pulling a failing pump early protects roughly 100,000 barrels over 90 days in the illustrative scenario — and that volume flows straight into the cash forecast. Open the production, finance and fleet demo →

Asset integrity decisions on the tank twin

  1. DetectA magnetic crawler maps shell thickness; loss clusters at weld 7.
  2. AssessRemaining thickness is compared with minimum required thickness at each fill height.
  3. OptionsContinue, restrict fill height and confirm with UT, or drain and repair.
  4. DecideThe integrity engineer approves a 70% fill restriction and a UT confirmation before Friday.
  5. LearnThe confirmed reading recalibrates the corrosion-rate model for the tank farm.

Production forecasting that changes decisions

A useful production forecast is probabilistic (P10/P50/P90), well-level and scenario-aware: it shows what happens if a failing ESP is pulled now versus left to fail, or if chokes are optimized. On the homepage demo the ‘do nothing’ path loses about 1,450 bbl/d for three months when the ESP on 14H fails. See scenario intelligence.

What to measure

KPIWhy
Deferred productionBarrels lost to downtime
Forecast accuracy (P50)Planning confidence
Integrity findings closedRisk reduced
Free cash flow vs planFinancial outcome
Non-productive timeFleet and crew efficiency
Key takeaways
  • Production, integrity, fleet and finance decisions are coupled.
  • Twins make integrity trade-offs visible to operations and finance.
  • Capital decisions should move with the forecast, not the budget calendar.

Frequently asked questions

How is decision intelligence used in oil and gas?
For well interventions, choke optimization, asset-integrity decisions, capital-program timing and field logistics, with production and financial forecasts connected.
What is a storage tank digital twin?
A live model of a tank that maps inspection readings such as wall thickness onto its geometry and forecasts when fill restrictions or repairs become necessary.
How does production forecasting connect to finance?
The production forecast becomes the volume input to revenue and cash-flow forecasts, so operational decisions can be evaluated on financial impact.

Written by Karna Shukla, Founder & CEO of Yellowfirst. Reviewed September 30, 2026. About this site →

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