Upstream Optimization · Pillar
Upstream optimization, on the data you already have.
Most upstream operators have spent millions on SCADA, CMMS, ERP, and production accounting. They still build the morning plan in Excel. Upstream optimization is the discipline of turning that data into a cash-flow-ranked daily plan, without changing headcount or the systems your team already trusts.
The 5,000-well reference deployment · top-25 private producer · 3 basins
Definition
What is upstream optimization?
Upstream optimization is the discipline of turning operational data (SCADA, ERP, CMMS, production accounting, GIS, weather) into a ranked daily work plan that moves cash flow per BOE. It is not a new system. It is a new workflow that sits on top of the systems your team already runs.
The upstream industry has been moving through four eras of field operations. Era 1 was fixed routes: every pumper drove the same Monday-Wednesday-Friday loop regardless of what changed overnight. Era 2 (pump by exception) flagged deviating wells and visited only those. Era 3 (pump by priority) added economic ranking on top of exception detection so the highest-value work gets done first.
Upstream optimization is Era 4: the closed-loop discipline that combines exception detection, economic ranking, route optimization, mobile field data capture, and reinforcement learning into a single workflow that runs continuously. The result is a ranked daily plan that the foreman opens on a tablet at 6 AM and runs the day from. No spreadsheet. No "what should we work on?" conversation.
Mon-Wed-Fri loops. Every well treated as equal.
Visit only deviating wells. The starting point of optimization.
Rank every flagged issue by cash-flow impact.
Continuous learning, agentic ranking, full upstream optimization.
The five levers
What upstream optimization actually does.
Each lever maps to a WorkSync module. Buyers can pilot any single lever for 4 weeks under the Impact Guarantee.
Lever 01
→ Work Engine
Cash-flow-weighted task ranking
Every potential field task (gauge run, anomaly investigation, PM, leak repair) gets scored by its dollar-impact on the day. The top 220 stops across 10 crews surface as the ranked work plan. Result: the highest-value work gets done first, not the loudest alarm.
Lever 02
→ Route Optimizer
Value-density route optimization
Routes are built around the cash-flow concentration of stops, not the geometric shortest path. Crew qualifications (rod-pump cert, H2S, hot work) are hard constraints. Geography, weather, and lease access are soft constraints. Result: 35% fewer site visits at equal economic coverage.
Lever 03
→ Anomaly Detection
Continuous anomaly detection vs decline forecast
Every well has a continuously updated Arps decline forecast. Actual production gets checked against the lower confidence band every shift. When a well drops below forecast, the system flags it, estimates production at risk in dollars, and slots it into the next morning's plan. Catches deviations 24–72 hours into the slope, not 30 days later in production accounting.
Lever 04
→ Field Data Capture
Mobile field data capture without re-entry
Pumpers, inspectors, and HSE teams capture gauges, JSAs, hazard observations, and inspections on one tablet app. Offline-first, voice-enabled, one-tap completion. Data syncs to Enertia, Quorum, Oildex through the Data Hub. The 45 minutes of after-shift Excel re-keying disappears.
Lever 05
→ Reinforcement Learning
Closed-loop reconciliation
Every completed task feeds back into the models. Did the intervention work? Did production recover? Did the predicted dollar impact materialize? Reinforcement learning adjusts future scoring accordingly. Each week, the plan gets smarter.
The 4-week pilot
How to deploy upstream optimization in 4 weeks.
- 1Day 1You send the data
One week of SCADA + work order log + cost ledger for one field. Read-only. ~90 minutes of your data engineer.
- 2Day 7You see Tuesday's plan
A real, ranked work plan for your worst-performing field, scored on cash-flow impact and risk. Not a deck.
- 3Week 4Live in the truck cab
Crews open the ranked plan at 6 AM. The metric you anchored on is tracked daily.
- 4Day 28You decide
If the metric moved, you sign the annual license. If it did not, you walk away. No license fee, no kill fee.
Where upstream optimization works
See the playbook in your basin, against your current stack, and under the hood.
By basin
Basin LOE playbooks
Compare to your stack
Already running something else?
How it works under the hood
Capability deep-dives
Frequently asked
What VPs of Ops ask before they commit.
What is upstream optimization?
The discipline of turning the operational data you already collect (SCADA, ERP, CMMS, production accounting) into a cash-flow-ranked daily plan that moves the metric a CFO cares about, without changing headcount.
How is upstream optimization different from production optimization?
Production optimization narrowly targets per-well output: rod-pump speed, choke settings, gas-lift rates. Upstream optimization is the broader discipline of optimizing field economics: which wells get visited today, what work is highest cash-flow impact, which crew is the right qualification fit, and how the route should be sequenced.
What is the cash-flow impact?
The reference deployment at a top-25 private producer (5,000+ wells across 3 basins) achieved 15%+ free cash flow uplift, 35% fewer site visits at equal economic coverage, TRIR 1.8 → 0.3, and 40% OPEX reduction.
What data do I need to start?
Whatever you have. WorkSync uses physics-based statistical models that work against the data sources you already run. SCADA is helpful but not required.
Does it replace our SCADA / CMMS / ERP?
No. WorkSync sits on top via the Data Hub. Your systems of record stay; we add the intelligence layer.
How does this relate to pump by exception and pump by priority?
Pump by exception is the starting point (visit only deviating wells). Pump by priority adds economic ranking. Upstream optimization is the umbrella discipline that includes both, plus routing, FDC, predictive maintenance, and closed-loop learning.
How fast can it be deployed?
Under a week to integrate. Two weeks to stand up. Four weeks for crews on the ranked plan. The 4-week pilot runs at no license cost under the Impact Guarantee.
What is the Impact Guarantee?
Pick the operating metric that matters. We run the module for 4 weeks. If the metric moves, you sign the annual license. If not, you walk away. No license fee, no kill fee.
See the ranked plan on your data.
4-week pilot at no license cost. Move the metric you anchored on, or you owe nothing.