Deterministic engineering workflows

Everyday complex engineering —
made deterministically simple.

We pre-compute the hard engineering across the envelope and hand you the simple part: a lookup you can read in daily work — every number traceable to its standard, code, and data.

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Simple at the point of use — a lookup, ready in daily work.

Rigorous underneath
Deterministic workflows · curated data · encoded standards · golden tests · input & result hashes.
Composition is model-assisted; execution is 100% deterministic — the model never produces an engineering number.

Each capability is powered by a public dataset we publish from our engineering and energy-data pipelines. Explore the real records, or use the workflow for free. New capabilities appear here automatically as we ship them.

World Energy

World Energy Field Explorer

Global offshore field drill-down — fields, wells, and country rollups built from BSEE and public regulatory filings.

10 Fields56 Wells84 Countries

Coverage is primarily US Gulf of Mexico deepwater (BSEE) plus selected international basins; not a complete global census. Published fields emphasize operational, geological, production, and provenance attributes. Economics are intentionally absent from this table while the upstream economics configuration is being republished and reviewed.

Digital Model

Digital Model Parametric Atlases

Standard-traceable parametric result grids — mooring fatigue (S-N), synthetic-rope fatigue (T-N), and riser code-check utilisation — from digitalmodel's validated reduced-order atlases.

312 Mooring Fatigue (DNV-RP-C203 S-N)120 Synthetic Rope Fatigue (DNV-OS-E301 T-N)2,700 Riser Code Check (API-RP-2RD)

Synthetic parametric sweeps generated from the cited standards (DNV-RP-C203, DNV-OS-E301, API-RP-2RD) and validated to under 10% max relative error against held-out samples. For screening and capability demonstration — not a substitute for a project-specific engineering check.

World Energy

Field Economics Sensitivity

Field-economics sensitivity sweep — how life-to-date pretax NPV moves with WTI price and discount rate, on public BSEE production.

— data pending publication

World Energy

Field D&C Days QA/QC

Bore-by-bore drilling & completion days behind the World Oil April 2026 reconciliation — 253 wellbores across 11 Gulf of Mexico developments, with drilling-day stability proven across data vintages. Browse the interactive drill-down: /capabilities/dc-drilldown.html

11 Reconciliation Matrix253 Per-Well Listing253 Vintage Diff (Drilling Stability)

Drilling days = spud to total depth; completion days = ALL post-TD rig time including later recompletion and servicing (the open worldenergydata#846 boundary question). Known caveat: the extractor mixes calendar days (spans under ~250 d) with WAR-union rig-days (longer spans), so batch-drilled wells undercount drilling days — disclosed rather than corrected pending resolution. Producer markers cover the seven core Lower-Tertiary fields only.

Digital Model

Tank Sloshing CFD

OpenFOAM VOF sloshing analysis for partially filled tanks — free-decay validation against closed-form theory, a forced-roll period sweep, and the connected twin-tank U-tube exchange mode with its inter-tank mass shift and roll moment.

57 accepted cases106 metrics9,933 response samples

Source-neutral reference geometry only — no vessel-specific dimensions are published here. Free-decay frequency matches closed-form theory to 0.30%. The exchange natural period is 14.31 s, measured by phase; the 22-24 s figure previously carried is the amplitude peak, which is loss-controlled and moves with roll amplitude. Damping is quadratic, so equivalent damping is a function of both period and roll amplitude (0.10 to 0.71 across the measured grid) and is not a tank constant. The inertia law predicts the exchange period to +/-3% across conduit areas 3.4-13.5 m2 and fills 25-70%; the loss law reproduces 35 cases to 8.6% rms; the tank moment is closed form to 4.3% rms for periods of 20 s and above, below which the legs' own sloshing modes participate. The former x1.45 magnitude residual is resolved, not carried: it is the weight moment of the whole fluid mass about the roll axis plus the within-leg free surface. Three of 57 cases are published accepted_with_exception for exceeding the 2% cycle-change limit.

View capability →Immutable release 1034bb4efc5d
Digital Model

Pipeline Wall Thickness — Six Codes Compared

Wall-thickness screening for a reference pipe across six design codes — utilisation and the governing check at each thickness, so the codes are directly comparable.

369 Utilisation by code

Reference pipe geometry only (323.9 mm OD) — no client or project-specific data. One row per (code, wall thickness). Utilisation above 1.0 means the check is not satisfied at that thickness; those rows are retained deliberately, because the sweep exists to show where each code turns. The per-check columns are sparse by design — codes do not share a check set, so a null means the code defines no such check, not a missing value. Screening only, not a project design check.

Digital Model

Corrosion Control — Anode Sizing and Galvanic Compatibility

Cathodic-protection anode sizing across structures, climates and coating conditions, plus galvanic compatibility for every metal pair in three exposure environments.

112 Anode sizing768 Galvanic compatibility

Reference geometries only (a 4-leg jacket and an XL monopile) — no client or vessel-specific data. Anode sizing follows DNV-RP-B401 across 2 structures x 2 climates x 4 coating conditions x 7 design lives. Galvanic verdicts are anodic-index screening categories for all 16x16 metal pairs, including a metal against itself; they indicate where to look, and are not a substitute for a project-specific CP design. Environment allowable dV spans 0.15 V (harsh marine) to 0.5 V (controlled indoor).

Digital Model

Wall Thickness under Tension and Bending — Nine Codes

Wall-thickness utilisation swept over three axes — thickness, effective tension and bending moment — across nine design codes, showing where combined loading rather than pressure becomes the governing limit state.

354,609 Utilisation over tension and moment

Reference pipe only — 323.9 mm OD, X65, internal 20 MPa / external 10 MPa. Tension and moment are swept from zero to 60% of capacity at the 18 mm reference wall (T_max 4.65 MN, M_max 355.6 kN·m), a range chosen from first-yield capacity rather than for appearance. Utilisation above 1.0 is retained deliberately: the sweep exists to show where each code turns, so filtering the failures would hide the answer. Per-check columns are sparse by design — the nine codes do not share a check set, so a null means that code defines no such check, not a missing value. Screening only; not a substitute for a project-specific design check.

client basis  →  explicit specification  →  deterministic workflow  →  checked result  →  report
Everyday complex engineering — made deterministically simple.

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