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PROFESSIONAL SERVICES — ENGINEERING & ARCHITECTURE

Fixed-fee work is squeezed. Generative design + AI compliance is how A/E firms protect margin.

A/E firms hold the licence — competitors can't sign drawings. But fixed-fee contracts squeeze margin every year. AI accelerates design iteration 3-5x, automates jurisdictional code-compliance, and surfaces clash detection earlier. The licence-holder still signs. They just get to higher-value reviews faster.

3-5x design iteration speed-up with generative-design and AI compliance tooling
Architect drafting blueprint with engineering tools

Performance benchmarks

How AI-augmented A/E firms compare on the metrics that determine project profitability.

Metric Industry Median Top Quartile AI-Augmented Leader
Design Iterations per Phase3-58-1220+ (generative)
Code Compliance Review8-16 hrs/floor2-4 hrs<30 min (auto-check)
Clash Detection ResolutionLate SD/DDEarly DDPre-DD (AI-flagged)
Project Margin %10-15%18-22%25-30%
Repeat Client Rate55-65%75-80%90%+
RFI Response Time3-5 days1-2 daysSame day

What leading firms are doing

Industry examples from publicly reported initiatives — not Xamun projects.

Autodesk Forma / Spacemaker
Generative urban-design and site-feasibility AI
  • Test thousands of massing options in minutes
  • Wind, daylight, noise simulation built-in
  • Adopted by Skanska, Sweco, AECOM
UpCodes / Hypar
AI code-compliance and parametric building automation
  • Auto-check IBC and jurisdictional codes
  • Parametric component generation
  • Cuts plan-check rework dramatically
Arup / Foster + Partners
In-house GenAI design + computational tooling
  • Bespoke generative tools per project type
  • AI-augmented structural and MEP design
  • Differentiator on signature commissions
Bentley / Trimble
Infrastructure-AI platforms with embedded design intelligence
  • Construction-aware design feedback
  • Asset-lifecycle data integration
  • Standard for civil and infrastructure firms

The transformation opportunity

What changes when a mid-market firm in this segment deploys AI across the engagement lifecycle.

Before — Legacy Operations
  • 3-5 design iterations per phase
  • Manual code-compliance review
  • Clash detection late, costly
  • Project margin 10-15%, eroded by RFIs
  • Senior PMs buried in admin and QC
  • Repeat-client rate 55-65%
After — AI-Augmented Delivery
  • 20+ generative iterations explored
  • Auto code-check; PE reviews exceptions
  • Clashes flagged pre-DD
  • Project margin 25-30%, defensible
  • Senior PMs on design strategy and client
  • Repeat-client rate 90%+

The AI system stack

Designed to integrate with Revit, ArchiCAD, AutoCAD, Bentley, Rhino/Grasshopper, and your BIM 360 / Procore environment.

Generative Concept Design

Massing, layout, and façade studies generated in your design language. PE/architect curates the strongest options. Speeds early-phase decision-making.

Auto Code-Compliance Check

AI parses drawings against jurisdictional codes (IBC, NFPA, ADA, local). Flags violations and suggests remediations. PE signs after review.

AI Clash & Constructibility

Always-on review of MEP/structural coordination. Surfaces clashes and constructibility issues at SD, not at submittal.

Specification & Document AI

Auto-drafted spec sections, RFI responses, and submittal logs from your firm's standards and project history.

Project Margin Dashboard

Real-time engagement-economics tracking. Forecasts cost-to-complete. Flags scope creep before it kills margin.

Client & Stakeholder Portal

AI-generated visualisations and progress narratives — for owner reviews, jurisdiction approvals, and community engagement.

How the Engagement Works

We build it, run it with your team — and you pay per deliverable issued.

No upfront CAPEX — we invest the build ourselves. Once it’s live, you pay a small toll per drawing, submittal or deliverable issued the system processes: a small fraction of the value each one creates. A slow month means a small invoice; if it doesn’t run, you don’t pay.

We’re not a vendor shipping software into your operation. For the operation we run, we’re part of your company — in your numbers every week, paid only as they move. Where issued deliverables aren’t the honest measure, we price it as a fixed project instead; the accountability doesn’t change, only how you pay.

How we price → Book a Discovery →

How Xamun delivers

From intelligence to production in weeks. Built as your IP, not someone else's SaaS lock-in.

XI Identifies

Benchmarks your engagement-economics, leverage ratio, and outcome posture against AI-augmented leaders. Maps the highest-impact AI plays first.

Factory Builds

AI co-pilots, outcome platforms, and proprietary knowledge engines — integrated with your existing systems. Owned by you. Migratable. Defensible IP.

Timeline

Intelligence assessment in 2 weeks. First module live in 6-8 weeks. Full stack across one practice within 12 weeks. Outcomes tracked from Day 1.

Reposition before fixed-fee compresses your margin

Book a discovery call to map where generative design and AI compliance can lift project margin, accelerate iteration, and free your licensed staff for the work that requires their judgement. No upfront cost — you pay only when the system runs.

Book a Discovery →

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