Engineering

Model-agnostic by design: choosing the right brain

Lucas Berg

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7 min read

No single model is best at everything. Ignivo routes each task to the model that handles it best — and keeps you free to switch when something better ships.

Different jobs, different brains

Long-context research favours one model, fast classification another, careful code a third. Treating models as interchangeable parts lets each step use the right one without rewriting the workflow.

How routing works

  • Each step declares what it needs: speed, reasoning depth or context length

  • The router picks a model that fits, with cost as a tie-breaker

  • Results are scored, so poor matches are caught and rerouted

  • You can pin a model for any step when consistency matters most

“Lock-in is a tax you pay every time the market moves.”

— Lucas Berg, Head of Design at Ignivo

Bring your own model

Enterprise teams can plug in their own hosted models next to the ones we provide. The workflow does not change — only the brain behind a step does.

Key takeaways
  • Match each task to the model that suits it.

  • Score results so routing improves over time.

  • Stay free to switch models without rebuilding.

Lucas Berg

Head of Design at Ignivo. Lucas makes complex agent workflows feel simple, calm and trustworthy.

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