Observed arrival · 2026-09-09

Cloqara: the privacy boundary around your AI prompt

cloqara.com Observed source

Editorial interest 82/100 Selection signal · not a rating of the site

Cloqara detects sensitive information on your device, masks it before sending prompts to external AI services, and restores the readable answer locally.

Landing page captured for the 2026-09-09 issue.

Field notes

The visible workflow separates detection, token replacement, ordinary use of an external AI service, and local restoration of the answer. Cloqara says the encrypted mapping remains on the device, while the provider stores only tokens such as [PATIENT_1] and [MRN_1]. The site also extends the idea beyond prompts to PDFs, Word files, spreadsheets, slides, and images, with scan OCR identified as planned.

Observed signals

Read the marks

Editorial observations of this landing page, not a rating.

○OpenPublic substance visible

✦PrettyNotable craft visible

●ProPolished or operationally mature

◎NicheUnusually specific use

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