The AI Agent Readiness Framework: A Maturity Model for Enterprise Deployment
A five-level maturity model for enterprise AI agent readiness, with deterministic entry gates and a self-assessment matrix executives can score in minutes.
AI complexity is rising. Infrastructure costs are compounding. Vendor hype is everywhere.
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A five-level maturity model for enterprise AI agent readiness, with deterministic entry gates and a self-assessment matrix executives can score in minutes.
Model distillation trains a small student on a frontier teacher's outputs. When it wins, when it fails, the provider-terms question, and the break-even math.
Prompting is a commoditized layer now. The real leverage moved to context engineering: assembling the right information into the window at the right time.
At scale, single-processor checkout is a point of failure and a margin leak. How payment orchestration routes across processors to lift authorization rates.
Best-of-breed unbundling gave data teams a sprawl of tools. The integration tax now exceeds the benefit, and the pendulum is swinging back.
Event-driven architecture is sold as the default for scale. The real wins, the distributed-systems tax, and how to tell when async messaging is worth it.
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