Outcome over demonstration
Measure whether the workflow reached a useful, reviewable result—not whether a model produced an impressive response.
About Efficient Agents
Practical AI. Accountable economics.
Efficient Agents is the public-facing brand of Cloudscrooge LLC, a Texas LLC focused on building useful systems without unnecessary cost or complexity.
Our point of view
The goal is not to add AI everywhere. It is to improve work that matters.
Useful agent systems begin with a business role, a definition of done, and a reason the workflow deserves investment. Technology choices follow from the work—not the other way around.
That means looking beyond the model. Production work requires system integration, bounded authority, testing, escalation, monitoring, and an operating owner. It also requires the discipline to choose 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 from a background in Azure cost optimization. The same habits carry over: understand the workload, eliminate waste, choose architecture deliberately, measure unit economics, and keep improving after launch.
A practical first conversation
Bring us one workflow that should work better.
We will examine the volume, systems, exceptions, risk, and economics—then tell you whether an agent is a sensible next step.