AGENT-NATIVE PETROLEUM ENGINEERING · CONSULTANCY & TRAINING

Delegate the intent. Keep the rigour.

Ask in plain English. Lumiquant’s agents pull the data, run the workflow, and hand back an engineering answer you can audit — reserves, pressures, economics.

RESERVES FORECAST · CDB-114 READY

Rigour you can follow

Agentic apps that apply the right method to each problem — from physics-first to data-first. Each result carries its assumptions, traceable from report back to the science.

Neptune

LIVE

Reserves and forecast uncertainty, quantified. Iman–Conover correlated sampling, tornado sensitivity, and full-distribution P90/P50/P10 output — every percentile traceable to its inputs, ready for reserves review.

Langmuir Vₗ
Perm k
Drainage A
P_ab
Tornado — swing in EUR, P90→P10

Plumb

BETA

Hand Plumb a raw report and get back interpreted gradients and contacts. The hours of unpacking and cleaning a survey — gone before you’ve opened a spreadsheet.

→ gauge-file ingest
→ contact picks, flagged
→ datum-corrected pressures

Moira

SOON

Survival analysis for equipment runlife, from Kaplan–Meier to machine learning. Cox hazards, random survival forests, and gradient-boosted models, so you can forecast remaining life and rank what drives failure across a fleet, not just plot a curve.

→ Kaplan-Meier + Cox
→ Random survival forests
→ Covariate importance

More in development

ROADMAP

Surveillance by exception, discrete-event simulation for operations, and optimisation under uncertainty. The methods that turn analysis into decisions. The suite grows where the work is.

Tell us what you need →
01 — AUDITABLE

Every output links back to its inputs, assumptions, and governing equations. If a number appears in a report, you can trace how it got there.

02 — PHYSICS FIRST, DATA FIRST

Physics-first where the physics is known, data-first where the data speaks. The agent picks the method the problem demands, and tells you why.

03 — MODELLED ON ITS OWN TERMS

Coal seam gas, conventional, shale, HPHT — desorption, dewatering, multiphase transient behaviour represented as it actually is, not forced through one template.

Consulting that ends in something that runs.

Advisory work that stops at a slide deck rarely changes an asset. Lumiquant sets the AI and data roadmap, delivers the technology that proves it, and works alongside your engineers so they can run it without us.

01 — AI & DATA ROADMAP

Find where AI actually pays.

A grounded read on where machine learning and automation earn their keep in subsurface and production workflows. Sequenced by value and feasibility, not vendor fashion.

→ use-case discovery & scoring
→ data & tooling readiness
→ staged delivery plan
02 — BUILD WHAT PROVES IT

Ship the values, not the tools.

Purpose-built tools and models that compress cycle time and sharpen reserves and production decisions. Your team keeps what we build, and we agree the value it should deliver before we start.

→ bespoke engineering apps
→ workflow automation
→ measurable value cases
03 — CAPABILITY UPLIFT

Leave the team stronger.

Hands-on uplift in modern engineering methods and digital tools. Your reservoir and production teams own the workflow and can extend it themselves, long after the engagement ends.

→ workflow coaching
→ tooling & scripting fluency
→ handover, not dependency

What would your team ask, if asking were free?

When the analysis is a sentence away, the bottleneck stops being time — and starts being the questions worth asking.

Start a conversation hello@lumiquant.com