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Make prompt engineering
reproducible, collaborative,
and production-ready.

A browser-based workbench that brings structure, versioning, and direct inference integration to your prompt development workflow — no ML expertise required.

🔁

Repeatable Experiments

Bring structure to prompt engineering with reproducible experiment runs — test the same prompts consistently across models and configurations.

Faster Prototyping

Reduce trial-and-error cost and time-to-prototype without burning GPU hours. Iterate quickly in the browser before committing to expensive runs.

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Production-Ready

Move seamlessly from experimentation to production. Prompts tested in the workbench integrate directly with CIVI inference endpoints.

Full prompt version control

Every change you make is tracked. Roll back to any previous version of a prompt, compare outputs across iterations, and never lose a working configuration again.

  • Automatic version history on every save
  • Side-by-side diff view between versions
  • Tag and annotate versions for team clarity
prompt_v3.json
1 "version": "3.0.1"
2 "model": "civi-inference-v2"
3 "temperature": 0.7
4 "max_tokens": 1024
5 "chain_steps": 3 + new
6 "system": "You are a helpful..."

Side-by-side model evaluation

Run the same prompt across multiple models simultaneously. Compare outputs, latency, and token cost in one view to pick the right model for every use case.

  • Simultaneous multi-model runs
  • Parameter sweeps — temperature, max tokens, chain steps
  • Latency and cost breakdown per run
Model A vs Model B
Latency
210ms
Latency
340ms
Tokens used
512
Tokens used
748
✓ Model A recommended

No ML expertise required

Designed for any developer — not just ML engineers. The workbench abstracts the complexity of model configuration behind an intuitive interface so your whole team can contribute to prompt development.

  • Intuitive browser-based interface
  • Guided parameter configuration with sensible defaults
  • Collaborative — share prompts and results across your team
DE
Dev Engineer Edited system prompt
2m ago
PM
Product Manager Approved v2.1 for staging
14m ago
DS
Data Scientist Added parameter sweep
1h ago

Ready to streamline your prompt workflow?

Start experimenting in the CIVI Prompt Workbench today — no setup, no ML expertise needed.

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