R0023/2026-03-25/Q004/S01
WebSearch — Published frameworks for prompt lifecycle management, versioning, and regression testing
Summary
| Field |
Value |
| Source/Database |
WebSearch (3 queries combined) |
| Query terms |
(1) prompt lifecycle management framework versioning regression testing prompts LLM; (2) AWS prompt lifecycle management versioning framework Bedrock; (3) prompt regression testing framework academic paper published |
| Filters |
None |
| Results returned |
30 |
| Results selected |
6 |
| Results rejected |
24 |
Selected Results
| Result |
Title |
URL |
Rationale |
| S01-R01 |
AWS Prescriptive Guidance: Prompt lifecycle management |
https://docs.aws.amazon.com/prescriptive-guidance/latest/agentic-ai-serverless/prompt-agent-and-model.html |
Vendor framework with defined lifecycle methodology |
| S01-R02 |
Braintrust: What is prompt management? |
https://www.braintrust.dev/articles/what-is-prompt-management |
Industry definition of prompt management discipline |
| S01-R03 |
PEPR: Prompt Exploration with Prompt Regression |
https://arxiv.org/html/2405.11083v1 |
Academic paper on prompt regression prediction |
| S01-R04 |
Nayan Paul: Prompt Lifecycle Management framework |
https://medium.com/@nayan.j.paul/prompt-lifecycle-management-prompt-comparison-and-evaluation-framework-for-llm-applications-e2767d3ba759 |
Practitioner-authored framework proposal |
Rejected Results
| Result |
Title |
URL |
Rationale |
| S01-R05 |
ZenML: 9 Best Prompt Management Tools |
https://www.zenml.io/blog/best-prompt-management-tools |
Tool comparison, not framework methodology |
| S01-R06 |
Mastering Prompt Versioning (DEV) |
https://dev.to/kuldeep_paul/mastering-prompt-versioning-best-practices-for-scalable-llm-development-2mgm |
Tutorial, not published framework |
| S01-R07 |
PromptLayer product page |
https://www.promptlayer.com/ |
Vendor product, not methodology |
| S01-R08 |
Braintrust: 5 best prompt versioning tools |
https://www.braintrust.dev/articles/best-prompt-versioning-tools-2025 |
Tool comparison |
| S01-R09 |
Mirascope: prompt versioning |
https://mirascope.com/blog/prompt-versioning |
Vendor content |
| S01-R10 |
Braintrust: 5 best LLMOps platforms |
https://www.braintrust.dev/articles/best-llmops-platforms-2025 |
Platform comparison |
Notes
The search reveals a significant gap: very few published frameworks exist for prompt lifecycle management. The field is dominated by tool vendors and practitioner blog posts rather than academic or formally published methodologies. AWS Prescriptive Guidance is the most structured vendor framework. PEPR is the only peer-reviewed academic contribution found.