Tutorials and examples
Start with workflows that can be run and inspected end to end.
Best Answer
python -m pip install llmswap
export OPENAI_API_KEY="your-key"
llmswap --provider openai best \
"Which rollout plan has the lowest operational risk?"
The default generates three independent drafts and one judge request on the same provider/model. Review disagreements and cautions before acting on the result.
Compare in the Arena
python -m pip install "llmswap[web]"
llmswap web
After comparing models, choose Create Best Answer. Existing candidate responses are reused, so this adds only the judge request.
Real customer-validation projects
The repository includes sample data, scripts, and output artifacts for:
Follow the customer demos guide for exact commands.
Build an interactive chat
Continue to Build a Chatbot for a minimal provider-neutral Python example.
Examples can make billable provider requests. Begin with non-sensitive sample data and review the selected provider’s data policies.