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Technology

Reliability isn't promised.
It's engineered.

Behind every answer: your sources, split with intent and read by the right model. You know where it came from — and what it cost.

Answers grounded in sources · every call logged · database and files stored in the EU.

6specialist models
3independent providers
100%answers with a cited source
The pact

It doesn't search the web.It searches your sources.

STUDIA doesn't fish from the web. It reads the material you give it — and answers from there alone. It's the difference between an AI that guesses and one that knows.

excludedThe open webforums, blogs, random pages
the only source
Physiology II.pdfrecording 12/03notes.jpgslides · ch. 4

Knowledge comes from one side only: yours.

The engine

From source to answer,with no weak links.

Four stages, one flow. Each does one thing — and does it well.

  1. 01

    Semantic chunking

    We cut where the meaning changes, not every N characters.

  2. 02

    Targeted retrieval

    Out of all your material, only the passages that truly matter.

  3. 03

    Orchestration

    Every task routed to the model that does it best.

  4. 04

    Citation

    The answer ships with the page and the minute it came from.

The conductor

Six models. Three providers.One conductor.

Every task goes to the model that does it best. Reasoning stays with Anthropic; perception goes to the right specialist.

AnthropicreasoningOpenAIaudio and transcriptionGoogleOCR and handwriting
Tier S reasoning, always Anthropic — on the front line
Tier S
Claude Opus 4.6claude-opus-4-6Structure · Genius
Tier S
Claude Sonnet 4.6claude-sonnet-4-6Investigation · Comparison
Tier S
Claude Haiku 4.5claude-haiku-4-5Elaborations · Sheets
Tier B perception, to the specialist — OCR, audio, handwriting
Tier B
Gemini 2.5 Flashgemini-2.5-flashOCR · photos · scanned PDFs
Tier B
Whisper-1whisper-1Audio · recordings · video
Tier B
Gemini 3.1 Flash Litegemini-3.1-flash-liteSenior chat · quick answers
6 models3 providers1 conductor
Reliability

A provider goes down.You never notice.

If a model stops answering, the Reserve takes over in under 50 ms. The answer still arrives. No request lost, ever.

  • 0requests lost
  • < 50 msto take over
  • 100%calls logged
The guarantees

Reliability asa discipline.

Reliability engineering · from your first upload

Trust is earned.Put us to the test.

Upload the hardest material you have. Watch where every answer comes from.

Only your sources. Always cited. Always logged.

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