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ARCHITECTURE

Three layers that make AI enterprise-ready.

Runs inside your perimeter. Trained on your data. Owned by you.

INSIDE YOUR PERIMETER
YOUR SYSTEMS
SharePoint · Confluence
ERP · CRM
ITSM · HR
Data Lake
PDF · DOCX · XLS · CSV
Read-only connectors. Nothing leaves your network.
CONNECT
AI CoreLAYER 01
Open-source LLM running on your own GPUs. Llama · Mistral · Gemma · Qwen. No external API calls.
Intelligence LayerLAYER 02
Finds and prepares the right information. Parses documents, builds a searchable index, retrieves context, with precise source citations.
Control LayerLAYER 03
Governs every step. Identity, role-based permissions, policy checks, append-only audit log on every action.
RESPOND
YOUR TEAM
"Why did revenue dip in Region X last quarter?"
Answer arrives with sources attached, so every claim can be checked.
Ask in plain language: chat, search, or your existing tools.
Every request is authenticated, permission-checked, and logged, end to end, without any data leaving your perimeter.
ACCURACY, NOT JUST FLUENCY

Every answer is checked before you see it.

Premys doesn't retrieve a document and guess. Each question is searched against your content two different ways, by meaning and by exact terms, and results are independently re-checked for relevance before anything reaches the model that writes your answer. Genuinely hard questions escalate to deeper reasoning automatically.

1
Hybrid retrieval
Finds what matters, not just what's similar.
2
Relevance checking
A second pass verifies before generating.
3
Adaptive reasoning
Harder questions get more thought, automatically.
BEYOND DOCUMENTS

Ask more than questions about documents.

Premys reads your spreadsheets and records and does the actual math. It generates and safely runs code in an isolated environment. And it reads from (or writes back to) the systems you approve, every write gated by your approval process.

Documents
Contracts, policies, reports.
Structured data
Spreadsheets, CRM records.
Code
Generated and safely run.
Connected systems
Read and gated write-back.
each one governed the same way
MEMORY, ON YOUR TERMS

Conversations that build on each other, never by accident.

Premys keeps track of a conversation as it happens, so follow-up questions work the way they should. If you choose to enable it, it can also remember context across sessions for your workspace, always behind the same permissions and audit trail as everything else, off by default.

OPEN FOUNDATION · NO LOCK-IN

Open-source foundation. Your choice of model.

Not OpenAI. Not Anthropic. Not any hyperscaler. The model lives where your data lives: swap in Llama, Mistral, Gemma, Qwen, or your own fine-tune.

Llama Mistral Gemma Qwen your fine-tune
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