Lab · PLANNED
$10K Sovereign AI Lab
Can a small organization run serious AI locally?
Layers under test
The test
Build a complete local AI environment inside a fixed $10,000 budget, then run real production work through it for a sustained period.
What gets measured
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Total cost, including everything that is easy to forget: power, storage, networking, time.
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Which models the machine can hold, and at what quality and context length.
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Throughput and latency on the actual workloads, not on synthetic benchmarks.
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What breaks, how often, and what it takes to keep it running.
Status
[PLACEHOLDER] Method is being finalised. No results are published until the test has run and the numbers can be reproduced from the published method.