Xia Ye

UI-level prompt, retrieval, and tool tuning without redeployments is useful, especially with config diffs and rollback. Do you also support staged promotion plus replay or regression tests before a config change reaches production traffic? Auditing explains a failure afterward, while a pre-release evaluation gate could prevent it.

The instant QR verification flow is compelling for compliance documents. One implementation detail I would want explained clearly: if the QR code is embedded after hashing, which exact artifact is sealed, and does verification separately prove issuer identity versus “file unchanged”? Making those two guarantees explicit would help buyers evaluate the trust model.

The one-sentence capture flow is a strong way to reduce relationship-CRM friction. Because these notes can contain sensitive details, where does Keeper process and classify them, and can a user inspect or delete every extracted fact separately from the original note? That control would make the privacy promise easier to trust.