Technology & Methodology

Deterministic First.
AI Second.

Most AI compliance tools run natural language processing across code documents and return probabilistic answers. BIM Pro AI does not. The platform separates two fundamentally different problems.

Problem 1

What does the code require, and does this building meet it?

Deterministic compliance engine

Not AI

Problem 2

How do we explain that result in context?

Citation-aware AI layer

Scoped and constrained

This separation is not a technical detail. It is the product architecture.

Standards Ingestion

Structured ASHRAE Content

ASHRAE 90.1 sections are ingested in a structured format — not scraped as raw text — so the AI layer can retrieve specific provisions by section reference.

Citation Architecture

Traceable to Section

Every AI-generated explanation cites the specific ASHRAE section that supports it. The system tracks citations, not just confidence scores.

AI Guardrails

Constrained by Design

Guardrails prevent the AI from making claims beyond what the calculation layer determined. The system is designed to explain — not extend or extrapolate.

Our Approach to AI

AI in a Carefully Scoped Role

We use AI to generate explanations and retrieve relevant standard citations based on calculated results.

We do not present probabilistic AI outputs as authoritative compliance conclusions. This approach is intentional. In professional compliance workflows, auditability is not optional.

AI Does Not

Perform compliance calculations
Make code determinations
Produce outputs independent of the deterministic engine
Generate unsupported claims or extrapolations

Questions About Our Methodology?

We're happy to talk through the technical architecture with engineers, reviewers, or potential partners.