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AI Intelligence for AECM

Every constraint.
Enforced.

The gap between what you specified and what gets built — between what the code requires and what gets drawn — between what the SOP demands and what gets made. We close it, automatically, before the field finds it for you.

See the Compliance Agent →
View Work
16+
Agents in catalog
50+
AECM firms served
4 disciplines
Architecture · Engineering · Construction · Manufacturing
Project Specifications· Building Codes· Manufacturing SOPs· Shop Standards· Change Control· Permit Requirements· Lender Conditions· Safety Protocols· Handover Criteria· BIM Standards· Structural Requirements· Energy Codes·
Trusted by 50+ AECM firms
Architecture Engineering General Contracting Modular Manufacturing Facility Operations
See it work

Scan. Flag. Fix.
In 60 seconds.

The full compliance loop — constraint ingestion, model scanning, deviation findings, and auto-remediation — running against a real structural + MEP coordination model. All five stages run inside the terminal below.

01 Ingest
02 Scan
03 Findings
04 Report
05 Autofix
Run Scan ▶
Constraint Documents
PDF
Project_Spec_CSI_Div03.pdf
Concrete spec · 847 constraint rules
PDF
IBC_2021_Structural.pdf
Building code · 2,341 rules
SOP
SOP-FABR-009_WeldStandards.pdf
Fabrication SOP · 214 rules
CSV
Clash_Clearance_Matrix.csv
MEP clearance rules · 58 rules
Ready to scan
3,460 constraint rules indexed. 2 model files loaded. Press Run Scan ▶ to begin.
Work Product
RVT
Level-3-MEP-Structural-Coord.rvt
Revit · 1,284 elements · Structural + MEP
✓ Loaded
DWG
S-301_FoundationDetails.dwg
Shop drawings · 42 sheets
✓ Loaded
Level-3-MEP-Structural-Coord.rvt — MODEL PREVIEW
ABCDEFGH123456L1L2L3ROOFCOREW36×210 TRANSFERFileArchitectureStructureSystemsAnnotateAnalyzeCollaborateViewManageSWNSTRUCTURAL COORDINATION MODEL — 3-STORY STEEL FRAMELevel-3-Structural-001.rvt | Visual Style: Shaded with Edges | Discipline: Coordination | Detail: Fine
Flagship Agent

The Compliance Agent

One agent, every documented constraint — specs, codes, SOPs, standards, and coordination requirements. Violations are flagged with source citations and severity scoring. Where the fix is deterministic, it writes directly to the source file. The Clash Detection Agent extends this to hard and soft clash analysis across structural, MEP, and architectural systems — equally mature, equally deployed.

01

Ingest your constraints

Upload specs, codes, SOPs, or connect your document management system. The agent indexes every rule.

02

Connect your work product

Point it at your BIM model, drawings, submittals, shop files, or fabrication outputs. Any format, any phase.

03

Get deviation reports

Real-time flagging of every violation with source citations, severity scoring, and suggested remediation paths.

★ 04

Accept & apply fixes

For deterministic violations, the agent generates the fix — showing before and after — and writes accepted changes directly to the source file. No separate rework queue.

Full Agent Details →
Start a Pilot
Compliance Agent — Live Review
SCANNING: Level-3-Structural-001.rvt against CSI-Div-03.pdf + IBC-2021.pdf + SOP-FABR-009.pdf
Concrete cover — slab✓ PASS
Rebar spacing @ Grid B-4✗ FAIL · IBC §1907.3
Embed plate elevation⚠ REVIEW · SOP-FABR-009 §4.2
Shear wall thickness✓ PASS
Fire rating — corridor wall✗ FAIL · Spec Section 07810
Column base plate✓ PASS
MEP coordination zone⚠ REVIEW · Div-15 §3.4
Active Co-Flagship

Clash Detection Agent

Hard and soft clash detection across structural, MEP, and architectural systems in coordination models. Severity scoring, clearance analysis, element identification, and auto-remediation reroutes — all before the field finds it.

01

Load coordination model

Point at your Revit, IFC, or Navisworks coordination model. All disciplines, all systems, one pass.

02

Run clash detection across all discipline pairs

Structural vs MEP, architectural vs MEP, ductwork vs sprinkler — every combination, simultaneously.

03

Get severity-scored clash report

Each clash identified by element ID, location, severity (hard/soft), and affected systems. Full traceability.

★ 04

Accept autofix reroutes or flag for review

For deterministic clashes, the agent generates a reroute path. Accept it, or flag for engineer review with full context.

Full Agent Details →
Book a Call
Clash Detection Agent — Live Scan
SCANNING: Level-3-MEP-Structural-Coordination.rvt · All discipline pairs
LIVE
ABCDEFGH123456L1L2L3ROOFCOREW36×210 TRANSFERCLASH 001 — HARD: Supply duct vs W24×68 @ B-2CLASH 002 — HARD: Branch duct vs sprinkler main @ D-2CLASH 003 — SOFT: DW pipe vs conduit @ D-1 (38mm < 50mm)CLASH 004 — SOFT: Return duct clearance @ F-3CLASH SUMMARYHard Clash: 2Soft Clash: 2Clearance OK: 847FileArchitectureStructureSystemsAnnotateAnalyzeCollaborateViewManageSWNCLASH DETECTION VIEW — MEP vs STRUCTURALClash Detection Active · 4 Clashes Found · 2 Hard · 2 Soft CLASH DETECTION ACTIVE Hard Clash: 2 Soft Clash: 2 Clearance OK: 847
CLASH 001 — Supply duct vs W24×68 @ B-2HARD
CLASH 002 — Sprinkler main vs W16×40 @ D-4HARD
CLASH 003 — Conduit clearance @ C-3 (38mm < 50mm req.)SOFT
CLASH 004 — DW pipe vs insulation envelope @ E-2SOFT
02 — Scope

Every documented
constraint. Any domain.

01 / Spec

Project Specifications

CSI divisions, product specs, material requirements, performance criteria.

02 / Code

Building Codes

IBC, ASCE 7, ACI 318, energy codes, local jurisdiction requirements.

03 / Mfg

Manufacturing SOPs

Shop standards, fabrication tolerances, process sequences, quality gates.

04 / Chg

Change Control

Approved change orders checked against as-modeled conditions, with full deviation logging.

05 / Fin

Lender / Owner Requirements

Draw conditions, substantial completion criteria, owner-defined acceptance standards.

06 / Ops

Handover Criteria

Closeout checklists, O&M requirements, as-built standards, digital twin readiness.

03 — Enablement

The agent is the product.
Services make it yours.

We don't sell consulting. We deploy intelligence into your existing stack, then provide the strategic, technical, and organizational work that makes it stick.

01 / Integration

Data & Integration Layer

Connect the agent to your existing stack — ACC, SharePoint, ERP, PLM, Procore.

Explore →
02 / Advisory

Strategic Advisory

Map your compliance exposure and priority order before committing to a deployment path.

Explore →
03 / Custom

Custom Extensions

Train the agent on your proprietary standards, SOPs, and internal constraint libraries.

Explore →
04 / Enablement

Training & Governance

Onboard your teams and define the policies that ensure the work survives long after we leave.

Explore →
05 / Pilots

Proof-of-Concept Sprints

4–6 week engagements to demonstrate ROI in one workflow before committing to enterprise rollout.

Explore →
06 / Automation

Process Automation

BIM automation, document intelligence, predictive scheduling, and procurement matching.

Explore →
04 — Work

Deployed on real projects.

All Case Studies →
Manufacturing Intelligence
Modular Manufacturing AI Layer
Client typeModular manufacturer · Growth-stage
Timeline2024 — ongoing
ScopeAI intelligence layer, MES integration
PhaseMVP delivery, ongoing
Outcome

Compliance agent enforcing shop standards across all fabrication outputs. Digital thread running from design intent through to as-built records for the first time.

Enterprise Facility Management
Multi-Site Digital Twin Program
Client typeEnterprise retail operator
Scale300+ facilities
StackACC → Tandem → Crystal
Workflown8n agentic automation
Outcome

Facility onboarding automated from weeks to hours. BIM standards compliance enforced at pipeline ingestion. Metadata governance deployed across all 300+ buildings.

05 — Agents

The full agent catalog.

View All Agents →
Active
Compliance Agent ★

Specs, codes, SOPs, standards — enforced automatically.

Active
Clash Detection Agent ★

Hard + soft clash detection across structural, MEP, and architectural systems with auto-remediation.

Active
Standards Agent

Keep every model aligned with company standards.

Active
Twin Agent

Monitor building health with live data and predictive insights.

Active
Digital Thread Agent

Traceability from design through fabrication and delivery.

On Request
Takeoff Agent

Extract precise quantities and costs from your model.

On Request
Submittal Agent

Review submittals against specs in seconds.

16+

View all agents →

MATECHI
Start here

Ready to close
the gap?

Discovery calls are 45 minutes. We come prepared with a constraint audit framework specific to your firm type.

Book a Discovery Call →
Explore the Agent
Flagship Agent — Live in Production

The Compliance
Agent.

Your specs, codes, SOPs, and standards — automatically enforced across every output, every phase, every domain. Violations are flagged with source citations and severity scoring. Where possible, the agent generates a fix and writes it directly to the source file. Accept all, or review individually.

Start a Pilot Sprint →
How It Works
Level-3-Structural-001.rvt — Compliance Agent Active
ABCDEFGH123456L1L2L3ROOFCOREW36×210 TRANSFERFileArchitectureStructureSystemsAnnotateAnalyzeCollaborateViewManageSWNSTRUCTURAL COORDINATION MODEL — 3-STORY STEEL FRAMELevel-3-Structural-001.rvt | Visual Style: Shaded with Edges | Discipline: Coordination | Detail: Fine
01 — The Problem

Compliance is manual,
and it fails.

Every AECM project is governed by hundreds of documented constraints — specs, codes, SOPs, standards. Today, compliance checking is done by senior engineers scanning drawings against printed code books. It fails predictably.

01 / Spec Conflict

Missed specification violation

A rebar spacing callout at Grid B-4 contradicts IBC §1907.3. Nobody catches it until the inspector flags it after concrete placement.

Cost of miss
$45K–$120K
Demo + rework + schedule delay
02 / Code Gap

Fire rating non-compliance

A corridor wall assembly doesn't meet the 2-hour fire rating required by code. The architect specified the right assembly, but the model shows a different one.

Cost of miss
$30K–$80K
Remediation + re-inspection
03 / SOP Breach

Fabrication tolerance exceeded

An embed plate at Column C-7 is placed ±3/8" from spec when the SOP requires ±1/8". Discovered during erection — field correction required.

Cost of miss
$15K–$50K
Field rework + schedule impact
02 — Scope

Every documented
constraint. Any domain.

The Compliance Agent ingests any documented constraint — from CSI spec divisions to manufacturer SOPs — and enforces it against your work product automatically.

Constraint TypeExamplesIntegrates WithAutofix
Project SpecificationsCSI divisions, product specs, material requirements, performance criteriaProcore, ACC, SharePoint✓ Deterministic
Building CodesIBC, ASCE 7, ACI 318, energy codes, local jurisdiction requirementsCode databases, Revit✓ Deterministic
Manufacturing SOPsShop standards, fabrication tolerances, process sequences, quality gatesMES, parametric BIM, ERP⚠ Review required
Change ControlApproved change orders checked against as-modeled conditionsACC, Procore, PLM✓ Deterministic
Lender / Owner RequirementsDraw conditions, substantial completion criteria, acceptance standardsDocument management⚠ Review required
Handover CriteriaCloseout checklists, O&M requirements, as-built standards, digital twin readinessTandem, Crystal, BIM 360✓ Deterministic
03 — How It Works

Five steps.
One agent.

01 / Ingest

Ingest your constraints

Upload specs, codes, SOPs, or connect your document management system. The agent indexes every rule, clause, and requirement into a structured constraint library.

02 / Connect

Connect your work product

Point the agent at your BIM model, drawings, submittals, shop files, or fabrication outputs. Any format, any phase, any discipline.

03 / Review

Get deviation reports

Real-time flagging of every violation with source citations, severity scoring, element identification, and suggested remediation paths.

★ 04 / Autofix

Accept & apply fixes

For deterministic violations, the agent generates the fix — showing before and after — and writes accepted changes directly to the source file.

05 / Monitor

Continuous monitoring

The agent watches for new changes and re-validates continuously. Every model update is checked against the full constraint library automatically.

3,400+
Rules enforced per scan
04 — Deployment

How the agent
deploys.

Three engagement models — from standalone SaaS to fully embedded custom deployments. Most clients start with a Proof-of-Concept sprint and scale from there.

Standalone

Cloud SaaS

Upload constraints and work products directly. The agent runs in the cloud and returns findings. No integration required.

  • Web upload interface
  • PDF/CSV/RVT/DWG support
  • 4–6 week POC sprint
EmbeddedMost Common

Integrated Pipeline

Agent connects to your existing stack — ACC, Procore, SharePoint, ERP. Runs as part of your workflow, not alongside it.

  • Full stack integration
  • Autofix writes to source
  • Continuous monitoring
Custom

Enterprise Deployment

Custom constraint libraries, proprietary SOP training, multi-project governance, and organizational change management.

  • Custom constraint libraries
  • Governance frameworks
  • Dedicated engagement lead
DeployedCo-Flagship

Clash Detection
Agent.

Finds hard and soft clashes between structural, MEP, and architectural systems before they reach the field. Severity scoring, element identification, clearance analysis, and autofix reroute proposals — running on Revit, IFC, and Navisworks coordination models.

Hard Clashes

Physical overlaps — a duct running through a beam, a pipe intersecting a column. Zero tolerance. Must be resolved before construction.

Soft Clashes

Clearance violations — insufficient space for maintenance access, insulation envelopes, or code-required clearances around equipment.

View in Agent Catalog →
Book a Call
Flagship Agent

The Compliance Agent

One agent, every documented constraint — specs, codes, SOPs, standards, and coordination requirements. Violations are flagged with source citations and severity scoring. Where the fix is deterministic, it writes directly to the source file. The Clash Detection Agent extends this to hard and soft clash analysis across structural, MEP, and architectural systems — equally mature, equally deployed.

01

Ingest your constraints

Upload specs, codes, SOPs, or connect your document management system. The agent indexes every rule.

02

Connect your work product

Point it at your BIM model, drawings, submittals, shop files, or fabrication outputs. Any format, any phase.

03

Get deviation reports

Real-time flagging of every violation with source citations, severity scoring, and suggested remediation paths.

★ 04

Accept & apply fixes

For deterministic violations, the agent generates the fix — showing before and after — and writes accepted changes directly to the source file. No separate rework queue.

Full Agent Details →
Start a Pilot
Compliance Agent — Live Review
SCANNING: Level-3-Structural-001.rvt against CSI-Div-03.pdf + IBC-2021.pdf + SOP-FABR-009.pdf
Concrete cover — slab✓ PASS
Rebar spacing @ Grid B-4✗ FAIL · IBC §1907.3
Embed plate elevation⚠ REVIEW · SOP-FABR-009 §4.2
Shear wall thickness✓ PASS
Fire rating — corridor wall✗ FAIL · Spec Section 07810
Column base plate✓ PASS
MEP coordination zone⚠ REVIEW · Div-15 §3.4
Active Co-Flagship

Clash Detection Agent

Hard and soft clash detection across structural, MEP, and architectural systems in coordination models. Severity scoring, clearance analysis, element identification, and auto-remediation reroutes — all before the field finds it.

01

Load coordination model

Point at your Revit, IFC, or Navisworks coordination model. All disciplines, all systems, one pass.

02

Run clash detection across all discipline pairs

Structural vs MEP, architectural vs MEP, ductwork vs sprinkler — every combination, simultaneously.

03

Get severity-scored clash report

Each clash identified by element ID, location, severity (hard/soft), and affected systems. Full traceability.

★ 04

Accept autofix reroutes or flag for review

For deterministic clashes, the agent generates a reroute path. Accept it, or flag for engineer review with full context.

Full Agent Details →
Book a Call
Clash Detection Agent — Live Scan
SCANNING: Level-3-MEP-Structural-Coordination.rvt · All discipline pairs
LIVE
ABCDEFGH123456L1L2L3ROOFCOREW36×210 TRANSFERCLASH 001 — HARD: Supply duct vs W24×68 @ B-2CLASH 002 — HARD: Branch duct vs sprinkler main @ D-2CLASH 003 — SOFT: DW pipe vs conduit @ D-1 (38mm < 50mm)CLASH 004 — SOFT: Return duct clearance @ F-3CLASH SUMMARYHard Clash: 2Soft Clash: 2Clearance OK: 847FileArchitectureStructureSystemsAnnotateAnalyzeCollaborateViewManageSWNCLASH DETECTION VIEW — MEP vs STRUCTURALClash Detection Active · 4 Clashes Found · 2 Hard · 2 Soft CLASH DETECTION ACTIVE Hard Clash: 2 Soft Clash: 2 Clearance OK: 847
CLASH 001 — Supply duct vs W24×68 @ B-2HARD
CLASH 002 — Sprinkler main vs W16×40 @ D-4HARD
CLASH 003 — Conduit clearance @ C-3 (38mm < 50mm req.)SOFT
CLASH 004 — DW pipe vs insulation envelope @ E-2SOFT
02 — Scope

Every documented
constraint. Any domain.

01 / Spec

Project Specifications

CSI divisions, product specs, material requirements, performance criteria.

02 / Code

Building Codes

IBC, ASCE 7, ACI 318, energy codes, local jurisdiction requirements.

03 / Mfg

Manufacturing SOPs

Shop standards, fabrication tolerances, process sequences, quality gates.

04 / Chg

Change Control

Approved change orders checked against as-modeled conditions, with full deviation logging.

05 / Fin

Lender / Owner Requirements

Draw conditions, substantial completion criteria, owner-defined acceptance standards.

06 / Ops

Handover Criteria

Closeout checklists, O&M requirements, as-built standards, digital twin readiness.

03 — Enablement

The agent is the product.
Services make it yours.

We don't sell consulting. We deploy intelligence into your existing stack, then provide the strategic, technical, and organizational work that makes it stick.

01 / Integration

Data & Integration Layer

Connect the agent to your existing stack — ACC, SharePoint, ERP, PLM, Procore.

Explore →
02 / Advisory

Strategic Advisory

Map your compliance exposure and priority order before committing to a deployment path.

Explore →
03 / Custom

Custom Extensions

Train the agent on your proprietary standards, SOPs, and internal constraint libraries.

Explore →
04 / Enablement

Training & Governance

Onboard your teams and define the policies that ensure the work survives long after we leave.

Explore →
05 / Pilots

Proof-of-Concept Sprints

4–6 week engagements to demonstrate ROI in one workflow before committing to enterprise rollout.

Explore →
06 / Automation

Process Automation

BIM automation, document intelligence, predictive scheduling, and procurement matching.

Explore →
04 — Work

Deployed on real projects.

All Case Studies →
Manufacturing Intelligence
Modular Manufacturing AI Layer
Client typeModular manufacturer · Growth-stage
Timeline2024 — ongoing
ScopeAI intelligence layer, MES integration
PhaseMVP delivery, ongoing
Outcome

Compliance agent enforcing shop standards across all fabrication outputs. Digital thread running from design intent through to as-built records for the first time.

Enterprise Facility Management
Multi-Site Digital Twin Program
Client typeEnterprise retail operator
Scale300+ facilities
StackACC → Tandem → Crystal
Workflown8n agentic automation
Outcome

Facility onboarding automated from weeks to hours. BIM standards compliance enforced at pipeline ingestion. Metadata governance deployed across all 300+ buildings.

05 — Agents

The full agent catalog.

View All Agents →
Active
Compliance Agent ★

Specs, codes, SOPs, standards — enforced automatically.

Active
Clash Detection Agent ★

Hard + soft clash detection across structural, MEP, and architectural systems with auto-remediation.

Active
Standards Agent

Keep every model aligned with company standards.

Active
Twin Agent

Monitor building health with live data and predictive insights.

Active
Digital Thread Agent

Traceability from design through fabrication and delivery.

On Request
Takeoff Agent

Extract precise quantities and costs from your model.

On Request
Submittal Agent

Review submittals against specs in seconds.

16+

View all agents →

MATECHI
Start here

Ready to close
the gap?

Discovery calls are 45 minutes. We come prepared with a constraint audit framework specific to your firm type.

Book a Discovery Call →
Explore the Agent

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