RAIN ENGINE · EARLY ACCESS

Engineer-controlled automation
for MEP engineering.

RAIN ENGINE structures the repetitive work that surrounds engineering decisions — preparation, checking, documentation — so what reaches the engineer is ready for review.

01Standard-awareProject requirements and technical assumptions stay visible where the engineer needs them.
02TraceableAssumptions, findings and decisions stay connected to the output.
03Engineer-controlledAutomation prepares and structures the work. Engineers review, decide and remain responsible.
04Project-readyOutputs are built for coordination, documentation and handover.
Built for real engineering workflows. Controlled, reviewable and traceable.Engineering logic · controlled automation

Repetition and fragmented processing slow the work down.

MEP engineers spend too much of the day on the same handful of tasks: extracting project information, checking assumptions, preparing inputs, reviewing consistency, documenting decisions and producing reports.

The decisions themselves rest on experience. The work around them — preparation, checking, documentation — can be structured, and that is where the time goes.

Where the time goes — typical technical workflow*
Information
gathering
18%
Assumptions &
checks
20%
Technical
preparation
14%
Review loops18%
Documentation16%
Engineering
judgement
14%

The decision stays with the engineer. The leverage lies in how the technical work before it is prepared, checked and made traceable.

*Internal estimate based on practical MEP planning experience; values are indicative and project-dependent.

Automation, standard-aware review and traceability —
under engineer control.

01
Automate.
Reduce the repetitive work around project information, checks and deliverables.
Project informationInput
Technical preparationProcessing
Deliverable supportOutput
02
Standard-aware review.
Requirements, project context and assumptions surface where the review actually happens.
Standard contextVisible
Project contextApplicable
Technical assumptionsReview-ready
03
Validate.
Catch incomplete or inconsistent information before it becomes a coordination problem.
Technical consistencyReview
Assumption reviewControl
Risk visibilityEarly warning
04
Traceability.
Every result carries its assumptions and its review history.
Structured outputsDeliverables
Review contextAuditability
Decision contextResponsibility

The engineer remains the decision-maker.

Engineers spend their time on decisions, coordination and responsibility — not on manual processing.

Controlled review
AUTOMATION
Prepare
Organise project information and prepare technical inputs for review.
ENGINEER
Decide
Review technical assumptions, refine inputs and confirm the direction of the work.
AUTOMATION
Document
Prepare structured outputs and keep review context visible.
// Automation handles the repetitive work. Engineers keep control of the decisions.

The structure of the work changes. Responsibility stays with engineers.

01 · RepetitionBecomes structured work that can be checked.Outcome
02 · AssumptionsSurface before they influence a decision.Outcome
03 · Standard contextRequirements stay attached to the work they apply to.Outcome
04 · Technical consistencyDiscrepancies appear earlier, with the context needed to judge them.Outcome
05 · EngineerKeeps control of final decisions and deliverables.Outcome

RAIN ENGINE uses AI-assisted methods within controlled engineering workflows, with reviewability, traceability and professional judgement kept at the centre.

Available through an early-access process.

RAIN ENGINE is opening gradually. We start with teams where the project context makes a real evaluation possible.

Criterion 1
Engineering teams
MEP teams working on live planning, coordination or review.
Criterion 2
Clear context
A defined scope makes the evaluation useful for both sides.
Criterion 3
Engineer review
Human review is part of the process from day one.