Traditional Workflow: Workflow-based systems offer good predictability since everything is manually coded. However, they often become rigid and hard to maintain.

AI Agent: Autonomous agents make real-time decisions, making their behavior hard to predict—especially at scale.

Brixel: Thanks to the Execution Plan generated ahead of time, all tasks, conditions, and dependencies are visible before execution. There’s no improvisation, ensuring reliability and full transparency.

Traditional Workflow: Not very flexible. Any process evolution requires manual refactoring, which is time-consuming and expensive.

AI Agent: Highly flexible, but often at the cost of stability and control. Decisions are made in context and can be unpredictable.

Brixel: Combines modularity with control. Tasks are reusable, agents can be freely combined, and modules evolve with your organization without having to rebuild everything.

Traditional Workflow: Often isolated and good at keeping data separated.

AI Agent: Usually requires direct access to runtime data. This ‘black box’ model introduces serious privacy risks.

Brixel: Never processes your data directly. The engine builds the plan by knowing dependencies, but never exposes or stores the actual data. It ensures a clear separation between logic and content.

Traditional Workflow: Scaling is limited by increasing code complexity and a lack of modular design.

AI Agent: Great theoretical scalability, but hard to maintain without strong governance and tooling.

Brixel: Built for scale from day one. With its modular architecture (Tasks → Agents → Modules), you can easily build, maintain, and extend complex systems without duplicating logic.

Traditional Workflow: Full control over the logic, but often at the cost of agility and flexibility.

AI Agent: Agents can act autonomously, sometimes outside of defined business rules.

Brixel: You maintain full control: every plan is reviewed beforehand, visible, editable, and monitored in real time. Execution is deterministic, and users stay in command at every step.

Traditional Workflow: Reliable by design: behavior is fully predefined, allowing for precise prediction of the final outcome.

AI Agent: Would you confidently trust an AI agent to modify your production database? The lack of transparency, combined with real-time decision-making, introduces randomness

Brixel: Brixel runs a pre-generated deterministic plan, ensuring the same reliability as traditional workflows—with full visibility into every action.