Query Intelligence
Understand task, context, constraints, risk, and required capabilities before routing.
The governed operating layer between enterprise demand and AI execution. It controls how intelligence is selected, authorized, budgeted, evaluated, corrected, and transformed into outcomes.
Enterprise AI must decide whether an actor is authorized, what data may move, what a request may cost, which execution paths are eligible, whether the result worked, and what happens next.
Applications and agents ask for outcomes. MC-1 decides which eligible intelligence path should act and records why.
An ICP connects runtime decisions that point solutions leave fragmented.
Understand task, context, constraints, risk, and required capabilities before routing.
Maintain comparable capability, constraint, provenance, and performance evidence.
Apply budget, provider cost, workload value, and cost-per-outcome objectives before inference.
Bind actors to identity, mission, permissions, policy, revocation, and audit.
Verify outcomes with deterministic and model-assisted checks instead of assuming success.
Use bounded retry, escalation, alternate routes, and customer-approved adaptation.
Connect controlled execution to discovery, planning, deployment, and measured business change.
Keep restricted workloads within approved region, provider, private, local, or edge boundaries.
Model choice, agent autonomy, provider fragmentation, AI spend, and enterprise security now change request by request. Static application logic cannot govern that environment alone.
The governed runtime for selecting, executing, evaluating, and improving intelligence.
Explore Core →The autonomous AI transformation engineer for evidence-led enterprise change.
Explore Forward →Budget, allocate, and optimize intelligence spend without losing quality or control.
Explore FinOps →Identity, authorization, policy, and evidence for every consequential agent action.
Explore Agent Guard →Bring the control plane to approved models, providers, private compute, and enterprise systems.
Explore Everywhere →Read the architecture, system formulation, evaluation method, and research agenda behind the category.
Read the Intelligence Control Plane Paper ↗