Feature · Bakeoffs

Pick the right model in ten minutes.

Run the same prompt across GPT-5, Claude 4.5, and Gemini 2.5 Pro. Score outputs against your rubric. Promote the winning configuration straight to production — and pin it so nothing drifts.

12+
Frontier models
All routed through Lovable AI
−43%
Avg. cost per task
After bakeoff-driven swaps
10 min
Bakeoff → promotion
Median, end-to-end
What you get

Stop guessing which model wins.

Multi-model
Every model, one click.

GPT-5, Claude 4.5, Gemini 2.5 Pro, Flash, and Lite — fully routed through the Lovable AI gateway. No keys to wrangle.

  • Add or remove models mid-run
  • Per-model temperature & top-p
  • Streamed outputs side-by-side
Rubric scoring
Define what "good" means.

Score outputs on accuracy, tone, length, and your custom criteria. Aggregate across human reviewers or use an AI judge.

  • LLM-as-judge with bias controls
  • Inter-rater agreement built in
  • Exportable rubrics per team
Pick the winner
Promote with confidence.

The winning combination — model, parameters, and prompt version — gets pinned to your prompt's production track. Roll back any time.

  • Atomic promotions
  • Audit log of every swap
  • One-click rollback
Cost & latency
Quality on a budget.

Every output ships with token, cost, and latency metrics. See the price of being right before you ship it.

  • P50 / P95 latency per model
  • Cost per accepted output
  • Budget guardrails per workspace
How a bakeoff runs

From hunch to production-ready in four steps.

01
Compose

Pick a prompt, choose models, set rubric weights.

02
Run

All models execute in parallel. Outputs stream live.

03
Judge

Reviewers (or the AI judge) score each output.

04
Promote

Winning config is pinned to production with one click.

We replaced two weeks of model debate with one Friday afternoon. Bakeoffs gave us receipts — and saved us 38% on inference.
P
Priya Shah
Head of AI, fintech scale-up
— Questions

The things people ask.

Which models can I compare?+

Every frontier model on the Lovable AI gateway — GPT-5, GPT-5 mini, Claude 4.5, Gemini 2.5 Pro, Flash, and Lite. New models appear automatically as we add them.

Do I need my own API keys?+

No. The gateway is included with Prompsy. You can also bring your own keys per workspace if you prefer.

Can I run private bakeoffs against fine-tunes?+

Yes — bring a custom endpoint and we'll route to it alongside frontier models.

How does the AI judge avoid bias?+

We randomize output order, hide model names, and let you set rubric weights. You can also require human-in-the-loop scoring for production-bound prompts.

Run a bakeoff this afternoon.