Preconstruction in Seconds — Clash-Free by Default
Domain-Native Industry SolutionsConstruction · AI Document Intelligence

Preconstruction in Seconds — Clash-Free by Default

Client: Confidential Client · Industry: Domain-Native Industry Solutions

  • Construction
  • RAG
  • Computer Vision
01Overview

Thousands of pages per bid. One missed clause erases the margin.

We built an AI platform for MEP trade contractors that automates the most time-consuming preconstruction tasks — specification analysis, submittal preparation and routing — replacing days of skilled engineering work with outputs delivered in seconds.

Single-line MEP diagrams are converted to clash-free double-line routing automatically, matching each firm's own standards, with zero changes to their existing tooling.

02The Challenge

Trade contractors lost their margins in preconstruction. One missed clause could cost the job.

Estimation, spec analysis and submittal preparation required reading thousands of pages of drawings, specifications, contracts, schedules and addendums for every bid — a process that took skilled engineers days and left significant room for error. One missed clause in a spec could erase an entire job's margin.

Routing was the other time sink: converting single-line MEP diagrams to double-line, clash-free routing that met each firm's drafting standards took skilled engineers days per drawing — work that happened before a single dollar was billed.

03What We Built

RAG over five document classes. Single-line to clash-free, instantly.

01
RAG Retrieval over Five Document Classes

Retrieval-augmented generation across drawings, specifications, contracts, schedules and addendums simultaneously — so every query draws from the complete bid package, not a single document at a time.

02
Computer Vision for Floor Plans

Computer vision reads floor plan drawings — interpreting spatial relationships, dimensions and existing infrastructure — feeding this context into the generation pipeline.

03
Single-Line to Double-Line Routing

Generative AI with path-planning converts single-line MEP diagrams into clash-free double-line routing automatically — matching each firm's own drafting standards.

04
Firm-Standard Compliance

Routing outputs conform to each contractor's individual drafting standards — not a generic style — without requiring any changes to existing tooling or workflows.

04Impact

Days of engineering work. Delivered in seconds.

Seconds

vs Days of Engineering Work

Single-line to clash-free double-line routing — a task that took skilled engineers days per drawing — completed in seconds.

5 Classes

Documents Read Simultaneously

Drawings, specs, contracts, schedules and addendums — all queried together, so nothing is missed in a bid package.

0 Changes

to Existing Tooling

The platform integrates into existing contractor workflows — no new software to learn, no process changes required.

0 Doc Classes

RAG Retrieval

Seconds

vs Days of Work

Clash-Free

Auto-Routing

0 Tooling

Changes Required

Ready to Be Our Next Success Story?

Let's turn your challenge into your next success story.