In early 2026, it was already obvious: AI was growing faster than any line item on the software bill. Teams were shipping agents on laptops, in CI pipelines, in production — often without a complete inventory of what was running or what it was costing.
The tools we had didn't fit. Generic APMs weren't built for LLM economics. LLM observability tools were prompt-first, not finance-first. Building an internal dashboard meant a six-month data engineering project that would go stale the moment a new model dropped.
So we built a solution that can keep up — one that catches shadow AI, attributes every dollar to the right team, and gives businesses the visibility and cost control they've been missing.
Oculis is that solution. One collector, zero code changes, every agent — visible, priced, and controlled.