Ask a stimulation or production engineer where the week went and the answer is rarely "calculation". It is data chasing, reformatting, reporting and re-running a case because an input changed upstream. Automate the handovers before you automate the analysis.
Four handovers worth automating
1. Well and fluid data intake
Completion data, PVT, produced-water analyses and production history arrive in five formats from four systems. A single validated intake schema removes the most common source of silent modelling error.
2. Design review packaging
Reviewers want the same six exhibits every time. Generating the review pack from the model run rather than assembling slides saves a day per job and makes reviews comparable across wells.
3. Job reporting and post-job evaluation
Field data returning into the same structure as the design lets skin and uplift be evaluated automatically instead of ad hoc. That closed loop is what makes an analogue field database platform useful rather than decorative — every completed job improves the next candidate screen.
4. Commercial handover
Engineering scope becoming a quotation or technical proposal is usually a manual retype. Feeding the design output into a governed document workflow — the model behind platforms such as DocMak.com — keeps volumes, chemistries and exclusions identical between the technical case and the commercial offer.
Measure hours, not enthusiasm
Baseline the cycle time from data receipt to approved design. If an automation does not move that number, it added tooling rather than capacity.