Embedded in your operation. Your CAD workflows, your PLM data, your manufacturing constraints. We work from inside, shipping results to production.
Your team's interface to the agents. They optimize workflows, iterate on results, ensure adoption inside your operation.
Full traceability of design changes and decisions. Compliance-ready from the start.
Role-based permissions for teams. Control who can view, edit, and deploy changes.
Automated CAD workflows, fluid flow analysis, configure-price-quote systems, and full product lifecycle management integration.


Autonomously browses the web, extracts structured data, synthesizes reports from multiple sources with citations.


Writes, refactors, and reviews code across 40+ languages. Runs tests, fixes bugs, opens pull requests automatically.


Connects to your databases, runs queries, visualizes trends, and surfaces anomalies before they become problems.


Takes actions across APIs: sends messages, creates calendar events, triggers webhooks, and manages third-party apps.

Identify critical engineering tasks—CAD runs, analysis, pricing. We document your process.

Integrate your CAD systems, PLM, ERP, and custom tools. No rework—we meet your stack.

Run pilots on real workflows. Verify results match your specs. Iterate with your team.

Launch in production. Agents run 24/7. Your team focuses on strategy, not the grind.
Forward-Deployed Engineers embedded in your operation. AI Enablement Engineers optimizing for adoption. That combination—physical proximity, domain expertise, and AI precision—is why production results happen in days, not quarters.
Engineers live in your system. They own the outcomes, not the deliverables.
AI Enablement Engineers make sure your team uses the agents. Adoption is where value lives.
We're measured on your results. Not pilots, not proofs—production work.
Forward-Deployed Version Migration
Forward-deployed engineers validating PLM version compatibility across integrated CAD providers. AI agents with Azure AI Search, custom vectorization, Jira integration. Seven-day consultant back-and-forth reduced to instantaneous.
AI-Enabled Catalog Operations
Forward-deployed data science for a top 3 US grocery coop. Custom models, semantic search, and confidence-based routing. AI-enabled engineers built the classification pipeline, then embedded it into daily catalog workflows.
Multi-Agent API Orchestration
Forward-deployed engineers rebuilt a multi-agent platform for engineering software providers. Intelligent caching, async processing, request deduplication with Inngest, and Google Cloud Run optimization. Cost-driven constraints solved.
Engineering firms across industries are running design workflows, analysis jobs, and quotes automatically. No manual touch points.
Let's map your workflows and identify where automation can save your team months per year.
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