Thuận Lương / labs
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COMMERCE ASSIST / SELF-HOSTED EXPERIMENT

Ask the question.
Inspect the evidence.

Explore revenue, refunds and month comparisons. Every answer comes from a controlled, read-only query over synthetic data.

Synthetic dataLocal executionUSD · UTC

Your analysis

This public demo uses deterministic planning. LLMs are evaluated offline; it does not pretend to be a generative model.

Ctrl / ⌘ + Enter to analyze · 2,000 characters maximum

Start with an example

Result & evidence

Ready
Choose an example or ask about an explicit month in 2026.

A deliberately bounded experiment

Supported: USD net revenue, explicit monthly periods, channel breakdowns and two-month comparisons. No arbitrary SQL, writes, customer records or other tenant access.

Questions are not stored or included in analytics. Execution stays local; public traffic passes through Cloudflare. Cancel ends your browser wait; server work may finish before capacity is released.