Routing on measurement, not vibes.
Soriku benchmarks every model you connect, local or remote, and builds a capability map: measured scores per category, on your hardware, with the uncertainty of each measurement. Every task routes to the proven best fit, and you always see why.
Every task routed on measurement.
Watch the map decide. A task comes in, gets classified, and goes to the model with the highest measured score in that category. The score and its uncertainty travel with the answer.
You have local models. The intelligence between them is missing.
Ollama runs the models, LM Studio gives you a UI, LangChain chains them together. None of those tools knows which model is good at what on your hardware, in your language, for the task in front of you. So you switch manually, or you give up and pay OpenAI for everything. Soriku closes that gap.
How Soriku gets to a routing decision.
Connect your models
Local through Ollama, or remote via your own keys for Claude, OpenAI, Mistral, Groq. Anything that speaks the OpenAI API works.
Soriku learns them
A capability benchmark runs once per model, per category. Code, reasoning, translation, summarisation. The result is a scorecard you can read.
Every task goes to the best fit
Routing happens on measured data, not vibes. Simple question to a fast local model, hard reasoning to your strongest. You always see who answered, and why.
Local-first by design
Runs entirely on your hardware. No cloud needed, no data leaves your machine. Offline is the default, not a fallback.
Model-agnostic
Hook up Ollama, Claude, OpenAI, Mistral, Groq, or anything OpenAI-compatible. Soriku doesn't care where a model lives, it picks on capability and cost.
EU-compliant by default
Built in the Netherlands, designed inside the EU AI Act. No vendor lock-in, no US CLOUD Act exposure.
What the orchestrator does.
Smart routing
The map in action: every task goes to the measured best fit, and you see why.
Multi-model answers
When the map's confidence is low, verify and ensemble modes merge the results into one answer.
Agent personas
Persistent identities, each routed to the map's strongest model for their domain.
Capability benchmark
Measure your models on your hardware, not someone's marketing slide.
MCP integration
The map in Cursor, VS Code, the terminal, anywhere MCP lives.
Team workspaces
One shared map for the whole team, one login via Simezu.
Agents learn your work, the router learns your models.
Learning happens in two places. Agent personas build up memory and context the more you use them. The capability map keeps re-measuring your models, so routing gets sharper over time instead of sitting on a launch-day snapshot.
Agent personas
Give any job a persistent identity: a name, a specialisation, a tone, and its own memory. Start from the library (Content Strategist, Creative Writer, AI/ML Engineer, DevOps, Data Analyst) or build your own. Each persona remembers what it has worked on and gets more useful with every interaction.
- Persistent memory per persona, it remembers past work, not just the last message
- Specialised routing: a coding persona leans on your strongest code models, a writer on your best prose
- Share a persona with your team and everyone inherits the same setup
- An interaction count on every card, so you see which agents get used and which sit idle
Continuous learning
Soriku never stops measuring. Every model you add is benchmarked across 16 categories on your hardware, then re-benchmarked as it updates. Routing outcomes feed back in, so the map reflects how your models really perform today.
- 16-category capability map, re-runnable any time
- Scores update as your models and hardware change
- Routing improves as the map sharpens, without manual tuning
- Every answer carries provenance: which model, which score, why
Built alongside the rest of the stack.
Soriku is one piece of a wider ecosystem of local-first tools, all built by the same team. Single sign-on, shared billing, one philosophy.
Simezu
Sign-in and billing for the ecosystem
Wemazu
GitHub orchestration
Rozuro
Invoicing and CRM
Sumezi
Newsletters
Akyru
Local LLM
Stop guessing which model to use.
Route on what you measured.
Download Soriku and start routing today. Join the mailing list for release notes and the occasional deep-dive: one email when it matters.
The mailing list is hosted on Simezu. One email when it matters. No drip campaign, no resale, ever.