FrootAI — AmpliFAI your Agentic Ecosystem Get Started

All Solution Plays

Play 18

Prompt Management

Medium🔧 Skeleton

Version control, A/B test, and rollback prompts across environments.

Manage prompts like code. Git-backed versioning, A/B testing with traffic splitting, automated quality scoring per version, rollback to any previous version. Cosmos DB stores prompt versions and experiment results. GitHub Actions CI/CD deploys prompt updates across dev/staging/prod.

Architecture Pattern

Prompt versioning, A/B testing, CI/CD, rollback, experimentation

Azure Services

Prompt FlowGit/GitHubGitHub ActionsAzure AI FoundryCosmos DB

DevKit (.github Agentic OS)

  • agent.md — prompt engineer persona
  • instructions.md — versioning protocol
  • .github/workflows — CI/CD pipelines
  • plugins/ — version manager, A/B tester, rollback handler

TuneKit (AI Config)

  • config/prompts.json — prompt versions, active versions
  • config/ab-test.json — A/B weights, experiment tracking
  • infra/ — Prompt Flow templates

Tuning Parameters

Prompt versionsA/B traffic weightsRollback rulesVersion scheduling

Estimated Cost

Dev/Test

$50–150/mo

Production

$300–1K/mo