Anatomy
Your APIs, databases, docs, user flows, security policies — every relevant digital element becomes one typed entity graph: entities, fields, declared relationships. Deterministic and reproducible. Nothing guessed, nothing hallucinated in.
The deterministic control plane for AI
We make any AI cheaper and more reliable by modeling how your business works.
3 design partners · POC with Cisco · Powers onUI — built on Sioma
−66%
lower cost per question
consistently outperforms
quality, on smaller models
2×
faster answers
Agents
AI pays to figure out your systems on every call.
Sioma resolves that into exact steps instead.
70% of every call is re-discovery — the model re-derives your endpoints, schemas, and rules from scratch, every single time.
Exact steps only. The intent resolves to the minimal sub-map; the model receives just what this request needs.
How it works
One map. Two layers.
A straight line from intent to action.
Your AI
agent/server"refund order #482"
Sioma Deterministic model
Your model
LLMClaude · 10–30% tokens
or any function
verified outcomes reinforce the map
Focus
Every intent resolves to the minimal sub-context it needs, with an honest status: serve when grounded, ask when ambiguous, none when nothing fits. Sioma never invents a path.
Memory
Verified outcomes reinforce the map; disuse decays it. Provisional answers are never served at high confidence until verified. Every call makes the next one sharper — per tenant, per user.
A layer, not a model
Your model, your runtime, your cloud.
Sioma plugs into all of them.
Provider-agnostic by construction — the core has zero provider imports. Sioma never executes your APIs and never holds your credentials or business data. The savings land on your model bill.
Anthropic·
OpenAI-compatible·
Bedrock·
Vertex·
Azure·
Ollama·
Vercel AI SDK·
LangGraph·
Google ADK·
MCP·
HTTP /v1·
Why now
AI is going complex and mission-critical — and it re-discovers your systems on every single call.
Small models are now good enough to converse and follow execution steps. They just need the steps.
Sioma · the model that knows your business