What we do
Two services,
delivered end to end.
AI engineering and Windchill PDMLink customization, with the same team responsible from proposal to go-live.
01
AI Engineering Solutions
We design, build, and deploy AI systems. One team stays on the project from proposal to go-live.
Get a proposalAI Agents & Automation
Agents that run multi-step processes such as classification, routing, approvals, and compliance checks, built to run unattended in production.
LangChainOpenAI GPT-4oPythonFastAPI
RAG Knowledge Systems
Natural-language search across your documents, PLM data, and internal knowledge. Answers come with citations to the source files.
RAGPineconeOpenAI EmbeddingsApache Tika
Voice AI Integration
Real-time voice assistants that respond in under 1.5 seconds and keep long conversations within a stable token budget.
Gemini 2.0 Flash TTSOpenAI WhisperGPT-4oWebSocket
WhatsApp & Messaging Automation
AI agents on WhatsApp Business that classify messages, answer routine ones, and escalate the rest, reading live data from your ERP or CRM.
WhatsApp Business APILangChainRedisWebhooks
CRM & VOIP Integration
Every call is transcribed, the details are extracted, and the record is written to your CRM without anyone typing notes.
Twilio / 3CXOpenAI WhisperGPT-4oHubSpot / Salesforce API
Custom ML Solutions
Predictive quality, anomaly detection, and part classification models trained on your historical data.
PyTorchscikit-learnMLflow
Infrastructure & Deployment
Containerized AI services on Kubernetes with GPU inference, CI/CD, monitoring, and secrets management.
DockerKubernetesTerraformPrometheusGitHub Actions
02
Windchill Consulting & Customization
Windchill PDMLink consulting and customization on both sides of the stack: the server-side Java API and the client-side NMC and Mashup Builder, written to fit your engineering process rather than the other way round.
Windchill work delivered for aerospace, defense, and industrial manufacturers.
Discuss your projectCustom Workflows & Processors
Conditional routing, parallel approvals, and external callbacks on lifecycle transitions, in code your team can maintain.
WTMethodServerWorkflowProcessorWindchill Java API
Validators & Business Rules
Server-side validators that enforce your engineering policies at the data layer: mandatory attributes, BOM completeness, and release gates.
OperationDelegateValueRequiredxconf
BOM & EBOM Customization
Custom BOM structures, EBOM/MBOM alignment, and event-driven ERP sync (SAP, Oracle) via REST webhooks.
WTPart / WTPartMasterIBA FrameworkBOM Framework
Data Utilities & Batch Operations
Headless Java utilities for bulk attribute repair, deduplication, lifecycle promotion, and BOM restructuring. Every run is transactional and can be rolled back.
Windchill Java APIOracle JDBCHeadless Java
Client-Side UI Extensions
Custom actions, wizards, and Mashup Builder dashboards inside NMC, plus Info*Engine tasks for lightweight integrations.
NMC / ComponentConfigMashup BuilderInfo*EngineJavaScript / JCA
REST & SOAP Extensions
Custom Windchill REST and SOAP endpoints that expose business logic to CAD tools, MES, ERP, and custom portals.
Windchill REST APISOAPWindchill RPC
Want to talk through a project?
A 30-minute call is enough to tell you whether we can help and roughly what it would take.