Engineering Intelligence
Redefined by AI
We embed AI directly into engineering workflows — from LLM assistants that query your PLM in real-time to neural networks that predict manufacturing costs before a single design decision is made.
Based on pilot deployments with automotive and aerospace engineering teams, 2024–2025.
Not AI-washed.
Genuinely AI-first.
Every product we ship solves a specific, measurable engineering problem — using the right AI technique for the job, not because it's trendy.
LLM & RAG Systems
Ask your engineering data anything.
We build LLM-powered assistants that plug directly into your PLM, ERP, and document systems via Model Context Protocol. Engineers query complex project data in plain language — no training, no middleware noise.
Predictive ML Models
Predict before you commit.
Neural networks trained on your historical CAD, BOM, and costing data to predict cost, identify similar past designs, and detect quality anomalies — all at the concept stage when decisions still matter.
AI Agents & Automation
Let AI do the repetitive work.
Autonomous agents that generate supplier documents, reconcile BOMs, extract meeting actions, and route engineering change requests — triggered by your existing workflows, not replacing them.
Digital Process Platforms
Replace Excel. Not your team.
We convert paper-heavy, Excel-driven engineering workflows into cloud-native web applications — with real-time dashboards, approval workflows, and full PLM/ERP integration built in from day one.
Purpose-built AI products
for engineering teams.
Not chatbots wrapped in a UI. Each product targets a specific, measurable engineering bottleneck — and integrates with the tools you already use.
eAssist
Your engineering brain, connected to everything.
An LLM-powered assistant that speaks directly to your PLM, Program Management, and convergence tools via Model Context Protocol. Engineers ask questions in plain English and get back live, traceable answers from your actual data — not hallucinations.
SpecGen AI
Supplier specs in minutes, not days.
An autonomous AI agent that reads your BOM from ERP/PLM exports, retrieves matching internal specs via RAG, and generates formatted, supplier-ready specification documents — with a human-in-the-loop review step.
Smart Benchmarking
Find your past solutions before redesigning them.
A deep learning platform trained on CAD geometry and BOM topology. Engineers instantly find products from your portfolio that are geometrically and structurally similar — preventing re-engineering and grounding cost estimates in historical actuals.
More products in development
Smart Benchmarking, RoboSeq, 3DQC, NovaDash, Quality Monitor — contact us to learn more or request early access.
What We Deliver
Focused engagements across AI, analytics, automation, and digital transformation — built for engineering and manufacturing organizations.
Generative AI Solutions
The intelligence layer your engineering team has been waiting for.
- LLM deployment & RAG systems for engineering data
- AI agents for document generation, BOM reconciliation, and spec automation
- Model Context Protocol (MCP) integrations with PLM, ERP, and CAD tools
- Custom fine-tuning on your proprietary engineering knowledge
Smart Analytics & Decision Intelligence
From data overload to real-time clarity at every decision point.
- Real-time NPD and manufacturing dashboards replacing Excel sprawl
- Predictive analytics for quality, cost, and schedule risk
- Executive KPI intelligence with automated exception alerts
- Self-serve analytics platforms with role-based data access
Intelligent Process & CAD Automation
Let AI do the repetitive work. Engineers focus on what machines can't.
- RPA + AI agent pipelines for approvals, change management, and reporting
- CAD automation scripts for CATIA, NX, SolidWorks, and Solid Edge
- Automated DFM checks: wall thickness, draft angles, undercut detection
- Intelligent document workflows: RFQs, test protocols, supplier packages
PLM & Digital Transformation
Modernize your product lifecycle. Unlock the intelligence locked inside it.
- AI integration layers on top of Teamcenter, Windchill, Enovia, and SAP
- Legacy Excel and SharePoint process migration to cloud-native platforms
- End-to-end change management, training, and adoption programs
- Single source of truth architecture across engineering and manufacturing
Industry 4.0 & Smart Manufacturing
Connected factories. Intelligent operations. Real-time visibility.
- IoT sensor integration and real-time production monitoring
- Digital twin development for equipment, cells, and production lines
- Robotic cell sequencing and throughput optimization
- Predictive maintenance models reducing unplanned downtime by 30–50%
Not sure where to start? Every engagement begins with a free strategy session.
Book a Free Strategy SessionReal deployments.
Measured outcomes.
Anonymized results from pilot and production deployments across automotive, aerospace, and industrial engineering teams.
A Tier-1 automotive supplier integrated eAssist with their Teamcenter PLM during a 6-week pilot. Engineers went from spending 40+ minutes searching for part history and design decisions to getting answers in under 2 minutes via plain-language queries.
A precision components manufacturer for aerospace primes replaced a manual spec-writing process with SpecGen AI. What required a dedicated engineer for 4 working days per BOM release now runs in 35 minutes with a human review step.
An industrial equipment manufacturer trained CostAI on 5 years of historical costing data. The model now predicts material, tooling, and labor costs from acquisition BOM inputs before any detailed design exists — giving procurement and engineering a shared cost baseline from day one.
Deep domain expertise.
Not generic AI.
We understand PLM, BOM, CAD, and manufacturing — so our AI products solve real problems your teams already struggle with.
Automotive
From concept to SOP — AI-accelerated
The modern automotive R&D cycle is defined by shrinking timelines, electrification complexity, and unprecedented supplier coordination. Our AI tools embed directly into your PLM and ERP to compress design cycles, surface historical design intelligence, and keep program convergence on track.
Relevant Products & Use Cases
- eAssist for real-time PLM data via natural language
- CostAI for should-cost estimation at concept stage
- Smart Benchmarking to reuse proven EV/ICE architectures
- RoboSeq for welding cell cycle time reduction
- 3DQC for plastic DFM compliance on trim & closure parts
- Quality Monitor for production line defect tracking
We know the difference between
AI-washed and AI-built.
A lot of “AI companies” wrap ChatGPT in a UI and call it a product. We build systems that are trained, grounded, and integrated into your actual engineering data.
AI that solves specific problems
We don't bolt AI onto existing tools. Every product targets a measurable bottleneck — with before/after metrics built into the delivery.
Engineering domain depth
We understand PLM, BOM structures, CATIA, NX, DFM, FMEA — from the inside. Our AI products speak your engineering language, not generic tech jargon.
Built for your existing stack
Connectors for CATIA, NX, SAP, SharePoint, PLM platforms, and ERP systems. No rip-and-replace — our AI augments systems you already paid for.
Data governance first
Role-based access, audit trails, and on-premise deployment options. Your engineering IP stays within your security perimeter.
Cloud-native, scalable architecture
Every platform is built on React + FastAPI + cloud infrastructure — designed to grow from pilot to enterprise-wide deployment without rewrites.
End-to-end ownership
From discovery and data engineering to deployment and change management — we own the outcome, not just the software delivery.
Where do you
want to start?
Every engagement begins with a free discovery session — we map your biggest bottlenecks and show you exactly what's possible.
Let's explore what
AI can do for your R&D.
Whether you have a specific bottleneck in mind or want to understand what's possible — we start with a free technical discovery session, no pitch decks, just a conversation about your engineering workflows.