AI Dev Sandbox

Safe model experiments with guardrails

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Built for Platform engineers and AI application teams

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Preview URL: https://ai-product-matrix.pages.dev/ai-dev-sandbox/

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A secure scratchpad for prompts, tool calls, and routing experiments with spend limits and audit logs.

Hypothesis: Engineering teams will trial a guarded model playground when it replaces internal spreadsheet tracking and unsecured prompt experiments.

Promise: Give engineering teams a safe place to test prompts, tools, and routing rules without unsecured experimentation.

Why now: More teams are experimenting with models, but governance, auditability, and spend controls have not caught up.

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Feature set

What this variant includes

Isolated sessions with replayable runs
Cost ceilings and token monitors
Exportable prompt + tool bundles