Data Studio
From Raw Signals to Accountable Decisions.
Predictive models, edge deployments, and traceable data lineage—built for high-stakes environments.
Data Analysis
Insight Engineering
Transform raw signals into verifiable insights. We engineer predictive models with deterministic lineage, ensuring every decision can be traced back to its source data.
Data Acquisition
Repeatable Ingestion
Consistent data pipelines with built-in observability. We ensure your ingestion processes are reproducible, monitored, and ready for compliance auditing—no surprises in production.
Data Management
Secure Versioned Infrastructure
Schema-versioned data stores with immutable audit trails. Your models and predictions remain reproducible even as your data evolves.
What we specialize in
Predictive Movement Intelligence
Forecast how people and assets flow through the world with PathSeer.
Process Automation
Decision Workflows That Scale
Transform repetitive decisions into intelligent systems that learn from outcomes while maintaining compliance.
R&D
Edge-Ready Model Engineering
We compress, version, and deploy ML where bandwidth is scarce.
Get In Touch
Contact Us
Describe your hardest edge or data-traceability problem.We'll outline a free 30-day pilot plan.
© FriendMachine, LLC • Edge ML & Traceable Data Engineering
Thank you
We will be in touch soon.