AI Models

Compare AI outputs from the same context

Run different models from the same inputs, compare their responses, and decide which direction is worth building on without copying prompts across tools.

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See how it works

The old way

Comparing AI models should not mean rebuilding the same prompt.

Different AI models can surface different angles. But comparing them manually creates another layer of work.

You copy the same prompt into different tools

You paste the same context into ChatGPT, Claude, Gemini, or other models just to see how each one responds.

The answers are hard to compare

Each output lives in a different chat, so you end up copying everything into a doc before you can judge what is useful.

The reasoning gets lost

Once you choose a direction, it is hard to keep track of which model said what, what was challenged, and why one answer was better.

The illumi way

Use multiple models from one shared context.

illumi lets you run different AI models from the same inputs, compare the outputs side by side, and keep the useful reasoning connected to the work.

Capability

Compare different AI directions without rebuilding context.

Feature

Multi-model generation, same-context prompting, side-by-side outputs, and refinement workflows.

Benefit

You can use AI as a thinking partner, not just an answer generator.

Workflow proof · 03

Challenge the strongest direction

The best answer is often not the first answer. Use another model or follow-up prompt to challenge the strongest direction before turning it into final work.

Select the strongest output

Ask another model to challenge it

Review assumptions and gaps

Refine the final direction