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Write naturally
Paste IEP notes, parent emails, intervention plans, or lesson ideas without rewriting them first.
Fioria
Privacy-first educator AI
AI for teachers. Privacy for students.
A teacher-facing AI assistant that never ships student identities to the model.
Fioria gives educators a normal chat experience while adding a privacy transparency layer that shows exactly what the LLM saw and exactly what it returned.
Normal chat experience for teachers
Transparency panel showing exact scrubbed I/O
Browser-memory-only placeholder mapping
Built for FERPA-sensitive educator workflows
Teacher sees
Sarah Martinez is struggling with reading comprehension and needs a new IEP goal for next quarter.
Here is a draft IEP goal for Sarah Martinez with measurable progress language and accommodations.
Transparency window
Sent to model
[STUDENT_1] is struggling with reading comprehension and needs a new IEP goal for next quarter.Raw model response
Here is a draft IEP goal for [STUDENT_1] with measurable progress language and accommodations.How it works
A clean, four-step privacy pipeline teachers can actually trust.
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Scrub before send
Fioria detects names, emails, phone numbers, student IDs, grades, and other sensitive education data directly in the browser.
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AI sees placeholders only
The model receives scrubbed text like [STUDENT_1] and [EMAIL_1]. The mapping never leaves browser memory.
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Restore locally
Responses come back with placeholders intact, then Fioria restores the real values on-device before display.
Privacy proof
The right panel is not a debug console. It’s the trust layer.
District IT directors can inspect exact scrubbed payloads, while teachers keep a normal conversation view with real names restored locally.
Original text
Jordan Lee (ID 445991) receives speech services twice weekly. Parent email is jordan.parent@example.org.
Scrubbed payload
[STUDENT_1] (ID [STUDENT_ID_1]) receives speech services twice weekly. Parent email is [EMAIL_1].