We're evaluating prompt management platforms, and Freeplay's Git integration is a key selling point. However, I'm skeptical about how its "prompt versioning" aligns with actual engineering Git flows (feature branches, PRs, CI/CD). The marketing says it "works with Git," but I need to understand the mechanics before committing our team.
Has anyone implemented this in a production environment with multiple developers? Specifically:
* Is the Git sync bidirectional? Can I make a change in my branch in GitHub, and have it reflect in a corresponding "branch" or environment in Freeplay for testing?
* How does the merge/promotion process work? If I merge a PR in GitHub, does Freeplay automatically deploy that as the new production version, or is there a separate manual step?
* What's the actual unit of versioning? A single prompt template? A collection? The entire project?
From our initial poking at the API and YAML config, it looks like you define prompts in a `prompts.yaml` file. A simplified example:
```yaml
prompts:
- name: "support_agent_response"
model: "gpt-4"
temperature: 0.2
template: |
You are a helpful support agent for {{company_name}}.
The user's question is: {{user_query}}
Please provide a concise and accurate response based on the following knowledge base excerpt: {{kb_context}}
```
This gets committed to Git. But the operational gap seems to be: **how do you manage the *runtime* parameters (model, temperature) and the *test cases* alongside this template in the same flow?** If my PR changes the temperature from 0.2 to 0.7, I want to run my suite of test conversations against that specific version before merging.
I'm looking for concrete experiences, especially around:
* Conflict resolution when the same prompt is edited in both Freeplay UI and the Git repo.
* The feasibility of using Freeplay's testing/experimentation features (e.g., evaluating variants) on a prompt version that exists only in a Git branch.
* Whether this truly enables a dev/staging/production promotion cycle, or if it's just a backup/audit trail dressed up as version control.