See it in action
Each demo is standalone. No API keys required. Run in the browser or locally.
The full workflow
Version, bundle, promote, attribute, and analyze — the complete pipeline. 5 customer requests, two prompt versions, one behavioral divergence.
Watch the demo → PromptOpsVersion your prompts in 60 seconds
A code review agent evolves through four prompt versions. PATCH, MINOR, and MAJOR bumps — all auto-detected. Zero manual tagging.
Watch the demo → ReleaseOpsBundle, promote, and rollback
A sales qualification agent flows through dev, staging, and prod. One threshold change floods the pipeline — instant rollback with full audit trail.
Watch the demo → ReleaseOpsQuality gates that block bad releases
A fintech loan agent auto-approves a $500K mortgage that should go to underwriting. The eval gate catches the compliance violation before staging.
Watch the demo → ReleaseOpsWhich prompt line changed the behavior?
A recruiting agent screens the same candidate differently across two versions. Attribution traces the decision to Line 7, where the experience threshold changed.
Watch the demo → ReleaseOpsWhat changed between versions?
An IT helpdesk agent handles tickets two ways: conservative (route to humans) vs autonomous (self-resolve). Analytics quantifies the behavioral shift.
Watch the demo →Try it yourself
All demos run locally with no API keys.
pip install llmhq-promptops llmhq-releaseops
git clone https://github.com/llmhq-hub/releaseops
cd releaseops/examples
python demo.py