Execution Principles
Unlike cloud-based automation platforms that run your data through shared multi-tenant environments, our execution engine treats every workflow as an isolated, local process.
Stateless Execution Engine
The core runner is designed for high-concurrency without shared state, ensuring deterministic results for every step.
Semantic Tool Selection
Agents don't just 'guess' which tool to use; they use a high-precision vector search to find the optimal tool for the current context.
Context-Aware RAG
Our PDF ingestion engine uses sliding-window chunking with overlap to preserve semantic meaning across document sections.
Performance Benchmarks
Real-world execution metrics comparing local-first automation to cloud alternatives.
Execution Latency
Average reduction in workflow overhead compared to cloud-based alternatives.
Data Sovereignty
Percentage of data that remains on-premises throughout the execution lifecycle.
Deployment Cost
Standard platform cost per million tasks (Infrastructure excluded).
Why We Are Different
A transparent look at how our platform stacks up against established tools like n8n and Zapier.
| Feature | Our Platform | n8n / Zapier |
|---|---|---|
| Data Privacy | 100% Local (Air-gapped capable) | Cloud-hosted (Data leaves your VPC) |
| Execution Engine | Native Node.js / Express Worker | Proprietary Cloud Scheduler |
| Usage Fees | Unlimited (Zero cost per execution) | Credit-based / Tiered usage fees |
| AI Agents | Autonomous Tool-enabled Agents | Basic Linear Prompt Chains |
| Deployment | Your Laptop, VM, or Private Cloud | SaaS or Managed Cloud Only |
| Vendor Lock-in | None (Open Source MIT Core) | High (Proprietary execution logic) |
Ready to Switch?
Join the growing community of developers who value privacy, control, and unlimited automation.
Want to see exactly how tasks, steps, and agents execute?Explore system internals →