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FSA — Applied Inference for engineering and construction
2026

FSA

Agentic AI, deployed inside engineering and construction. A digital workforce working alongside the FSA team — automating delivery in a domain the typical SaaS playbook has never reached.

SAP S/4HANA·Oracle Primavera·Autodesk ACC·Neo4j·Auth0·Azure AI·Next.js
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01 — Overview

FSA is an engineering and construction software business, serving capital-intensive industries with forensic schedule analytics, SAP and Oracle integration, Autodesk-aligned BIM, and claims and EoT — domains where the typical SaaS playbook has never reached. 440Hz Labs partnered with FSA to optimise the flow from Design to Delivery with Applied Inference — collapsing a fragmented stack into a single experience, deployed through multi-agent workflows that work alongside the FSA team.

02 — The Challenge

FSA operates in a business-critical domain where the underlying technology is changing faster than the work itself. Employees were navigating a growing constellation of systems — SAP, Oracle, Autodesk, Neo4j, and a widening field of AI tools — while clients demanded more innovation with every brief.

The signal was clear: 14 years of domain excellence, genuine integration depth, a real place in the market. But the operating reality had become too noisy. Context-switching between tools. Opaque AI spend. A Lead-to-Cash flow that had quietly stretched from a sprint to a slog.

03 — The Solution

440Hz Labs consolidated FSA's operating experience into a single surface, powered by autonomous multi-agent workflows and anchored on three principles: One Inference across all systems, one end-to-end workflow from lead to cash, and an observable pipeline where every model call, hand-off, and cost centre is visible in real time.

Each principle is realised by autonomous agents — ideating, designing, building, and testing on behalf of the team. Not tools FSA operates. Agents that operate on FSA's behalf.

David Pritchard, Managing Director & Founder, FSA

PLACEHOLDER I've spent fourteen years turning engineering and construction complexity into signal. What 440Hz delivered wasn't another tool — it was leverage on that expertise. Our agents now work across the business, and I'm free to orchestrate rather than operate. PLACEHOLDER

David Pritchard· Managing Director & Founder · FSA

04 — Capabilities Delivered

Three solutions, delivered by an autonomous workforce, orchestrated by the founding team.

i.
Identity

Authentication

Agents deployed and configured a ubiquitous identity layer across every surface FSA touches. One login. Every tool. Enterprise-grade from day one.

Shipped on Auth0
ii.
Experience

Updated UX

A modern front-end, shipped on Vercel. Agents handled scaffold, component system, and deploy pipeline — the team reviewed, signed off, went live.

Shipped on Vercel
iii.
Creative & Marketing

Brand & Content

Website copy, launch assets, campaign creative, sales collateral — produced by agents running Claude Cowork alongside the founders. Minutes, not months.

Shipped on Claude Cowork
05 — The Outcome

Five outcomes. One compounding result — an Applied Inference stack that keeps paying back.

  1. I · ThroughputTK × faster

    Increased throughput

    Enhancing the Vision-to-Value flow — reducing the distance and complexity from a founder's brainstorm to the customer's hands. Fewer tools, fewer hand-offs, fewer silences between them.

  2. II · Unit EconomicsTK % cost ↓

    Unit economics efficiency

    A more efficient cost model, achieved by removing the silos of AI. Interconnected systems share knowledge across the stack — dramatically reducing the re-prompting tax that fragments most AI deployments.

  3. III · LatencyTK ms end-to-end

    Decreased latency

    Cutting the time it takes data to move from source to destination — SAP to Primavera to Autodesk to the agent layer. The gap between decision and execution is now measured in seconds, not sessions.

  4. IV · Observability100 % visibility

    Observability

    Real-time visibility into performance — measuring the output of each agent against its resource constraints. Token burn, latency, accuracy, spend. Nothing unmeasured. Nothing unaccounted for.

  5. V · Reliability100 % uptime

    System reliability

    A system that is trusted and secure by design. Auth0-backed identity, role-based access, governed model routing. Enterprise-grade resilience without enterprise-grade friction.

06 — Technical Experience

The stack deployed for FSA — enterprise integrations, graph data, identity, and the Applied Inference layer that ties it all together.

SAP S/4HANA
Oracle Primavera
Autodesk ACC
Neo4j
Auth0
Azure AI
Next.js
Vercel
Syntax · 440Hz Labs
Claude Cowork
TypeScript
Python
TailwindCSS
SAP S/4HANA
Oracle Primavera
Autodesk ACC
Neo4j
Auth0
Azure AI
Next.js
Vercel
Syntax · 440Hz Labs
Claude Cowork
TypeScript
Python
TailwindCSS
Next

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