We make any AI cheaper and more reliable by modeling how your business works.

Any model · No retraining · No hallucinations

−90%
fewer tokens
2.4×
faster answers
+18 pts
more answers correct

Read the benchmark

98% fewer tokens in. Better answers out.

Tokens per task
Claude Sonnet
baseline 43k with Sioma 0.6k
−99%
Claude Haiku
baseline 43k with Sioma 0.7k
−98%
Gemini Flash
baseline 60k with Sioma 0.6k
−99%
Nova Lite
baseline 32k with Sioma 0.7k
−98%
Qwen 3B
baseline 108k with Sioma 0.8k
−99%
Answers correct
Baseline Sioma
48–85% correct
Qwen 3B · 48% Nova Lite · 60% Gemini Flash · 72% Claude Haiku · 78% Claude Sonnet · 85%
Qwen 3B with Sioma, 76% 81% · Nova 80% · Gemini Claude Haiku with Sioma, 86% Claude Sonnet with Sioma, 92%
76–92% correct

Don't take our word for it.
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How it works

Sioma builds you a dedicated model of your business from the systems you run. The model gets better every day your AI uses it.

Your AI

agent/server

"refund order #482"

Sioma Deterministic model

serve

Your model

LLM

Claude · 10–30% tokens

or any function

verified outcomes reinforce the map

01

Map

Your APIs, databases, and flows become one typed map. Nothing guessed.

02

Focus

Each request gets only the slice it needs: serve, ask, or none. Never an invented path.

03

Memory

Verified outcomes sharpen the map. Disuse fades it.

Baseline
Sioma

A layer, not a model

Sioma works with any LLM provider and agent framework.

Anthropic· OpenAI-compatible· Bedrock· Vertex· Azure· Ollama· Vercel AI SDK· LangGraph· Google ADK· MCP· HTTP /v1·

Sioma · make any AI cheaper and more reliable