RAG Systems
Ingestion pipelines, vector stores, retrieval design, citations, and LLM integration tuned to your documents and governance rules.
Milewire LLC · Arlington, TX
Done-for-you RAG systems, agentic workflows, and private LTE operations services, from discovery through deployment.
Capabilities
Focused implementations that hold up under real operational load—not slide decks.
Ingestion pipelines, vector stores, retrieval design, citations, and LLM integration tuned to your documents and governance rules.
Multi-step automations with clear escalation paths: research, drafting, ticketing handoffs, and human approval where risk requires it.
Model Context Protocol servers and connectors so agents interact safely with spreadsheets, CRMs, internal APIs, and knowledge bases.
AI-powered wireless operations services for utilities, mines, ports, and industrial operators running Ericsson or Nokia managed pLTE networks. Vendor accountability, operational intelligence, and wireless ops infrastructure -- without hiring a wireless team.
Engagement model
Fixed-scope phases so owners always know what ships and when.
We align on outcomes, inventory trusted sources, surface constraints, and produce an architecture recommendation with a sequenced roadmap.
We implement ingestion, retrieval, evaluation harnesses, and integrations alongside your stakeholders—not in isolation.
Production deployment with observability, runbooks, and training so your team can operate and extend the system confidently.
Fit
Teams that need dependable automation where mistakes are costly.
Healthcare, legal, and compliance-heavy environments where audit trails, access control, and careful prompting matter as much as model choice.
Field operations, logistics, and documentation-intensive workflows where speed only helps if outputs are structured, searchable, and repeatable.
Utilities, mining operations, ship ports, and enterprise warehouse operators running private LTE networks who need independent oversight, vendor governance, and wireless operations capability their equipment vendor does not provide.
Case study teaser
Built a HIPAA-compliant retrieval system for a clinical practice under a BAA, deployed on GCP with dual knowledge bases separating governed clinical content from public educator material. The engagement emphasized traceable sourcing, conservative retrieval defaults, Firebase Auth, and deployment workflows suited to a regulated care setting.
Case study available upon request
Case study teaser
Built an AI-powered wireless operations framework for a utility pLTE deployment including vendor SLA tracking, escalation workflow design, RCA review tooling, and a full operational runbook library. Delivered as a managed operations engagement alongside an Ericsson managed services contract.
Case study available upon request
About
Milewire LLC is an AI engineering and wireless operations firm built for industries where performance gaps have real operational consequences.
We deliver done-for-you RAG systems, agentic workflows, and private LTE operations services for utilities, industrial operators, and regulated businesses that need production-grade solutions, not demos or slide decks.
More than 25 years of hands-on RAN and private LTE engineering informs everything we build. Our work is scoped to fixed milestones, delivered with explicit acceptance criteria, and documented so your team can operate and extend the system confidently.
Milewire LLC is a veteran-owned and minority-owned small business headquartered in Arlington, Texas, serving clients nationwide.
Done-for-you delivery
Engagements are scoped from discovery through deployment: fixed milestones, explicit acceptance criteria, and documentation your operators can rely on—without open-ended hourly science projects.
Tell us about your workflows, constraints, and timeline. We reply to serious inquiries within one business day.