Outcome over demonstration
Measure whether the work reached a useful, reviewable result. An impressive model response is not the test.
About Efficient Agents
Practical systems with accountable economics.
Efficient Agents is the public brand of Cloudscrooge LLC, a Texas company. We build useful systems without extra cost or complexity we cannot defend.
Our point of view
Improve work that matters.
Useful agent systems start with a business role, a definition of done, and a reason the work is worth the investment. Technology follows from that.
That means looking past the model. Production work needs integration, limits, tests, escalation, monitoring, and an owner. It also means choosing a simpler solution when an agent is not justified.
Economics over excess
Match models and infrastructure to the value, complexity, volume, and risk of the work.
Operations over handoff
Design controls, exceptions, observability, and maintenance as first-class parts of the system.
Founder perspective
Cloud cost discipline, applied to AI systems.
Efficient Agents grew out of Azure cost work. The same habits apply: understand the workload, cut waste, choose architecture on purpose, measure unit economics, and keep improving after launch.
A practical first conversation
Bring us one workflow that should work better.
Tell us the volume, systems, exceptions, risk, and economics. We will say whether an agent is a sensible next step.