Applied AI systems
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AI systems shaped around one constraint.

sgz.ai designs bounded systems for decisions and workflows where the problem, owners, data, and acceptance criteria can be made explicit.

Intended engagement design. No historical delivery claim is made on this page.

Show us the workflow.Prepare a local, non-confidential brief; nothing is sent.

Start with the work, not a service menu.

  • Decision support

    Bring evidence, uncertainty, and review into a defined decision without hiding the final judgment.

  • Document and knowledge intelligence

    Route information through source-aware retrieval, extraction, review, and traceable output.

  • Workflow agents

    Use bounded tool access and explicit approvals where multi-step execution is justified.

  • Forecasting and optimization

    Join predictions to the constraints, decisions, and feedback loops that make them useful.

  • Human review and exceptions

    Design the queue, escalation, evidence, and reversal path around critical actions.

Abstract material study of signal paths passing through one bounded control gate

The output is a system you can inspect.

The intended project output joins the workflow map to acceptance criteria, an evaluation set, permissions, human review, monitoring, fallback, rollback, and an operating record.

Useful
The intervention sits inside the real decision or handoff.
Bounded
The system has an explicit launch scope and stopping condition.
Reversible
Failure behavior and rollback are designed before expansion.

The right system is not always the biggest model.

Use rules where the rule is known.

Deterministic software is easier to test, explain, and maintain when the logic is stable.

Use models where judgment is uncertain.

AI belongs where language, patterns, or prediction add value and can be evaluated against real examples.

Keep people at consequential gates.

Human review needs evidence, authority, and time to act. A checkbox is not a control model.

Bring the bottleneck, not an AI shopping list.

Define the situation, the desired change, why it matters now, and what keeps the work stuck.

Show us the workflow.Prepare a local, non-confidential brief; nothing is sent.