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Version-control your prompts like code — because they are production code.

Prompt Forge

Provides a structured workspace for developing, versioning, evaluating, and deploying prompts for LLM-powered applications with A/B testing, performance tracking, and rollback capabilities. Brings engineering discipline to prompt management in organizations where prompts are managed as unversioned text strings in application code.

Why It Matters

PromptForge recognizes what most organizations haven’t yet — prompts are production code controlling business-critical AI behavior, and they deserve the same engineering rigor.
Versioning, regression testing, and rollback turn prompt changes from silent, untracked edits into disciplined, reversible releases.
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Prompts break silently

A prompt tweak that improves one case can quietly degrade ten others — automated regression suites catch the damage on every change, before customers experience it.

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Unversioned prompts are unaccountable AI

When prompts live as hardcoded strings in application code, nobody knows what changed, when, or why — versioned workspaces restore the audit trail and rollback path production systems demand.

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Evidence-based prompt decisions

A/B testing and performance tracking replace "this feels better" with measured comparisons — prompt engineering as engineering, not folklore.

The Cloudly Advantage

PromptForge completes Cloudly’s GenAI operations stack — the layer that governs how LLM applications actually behave day-to-day, sitting naturally atop LLMGateway and RAGBuilder deployments.
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Finishes the GenAI stack

Model (TransferHub), gateway (LLMGateway), knowledge (RAGBuilder), behavior (PromptForge) — every layer of enterprise LLM operations under one vendor, a completeness pitch no regional competitor touches.

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Automatic attach on GenAI deals

Every RAGBuilder or LLMGateway client ships prompts — PromptForge is a natural add-on that raises contract value with near-zero additional sales effort.

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CI/CD-for-prompts brand consistency

The same discipline story we tell for code (MLPipelineCI) and models (ModelCI) extended to prompts — reinforcing Cloudly's identity with every pitch.

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Governance reaches LLM behavior

Versioned, tested, auditable prompts extend our audit story into GenAI — evidence regulators will ask for as LLM applications enter compliance scope.

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Bedrock prompt management pull-through

Native Bedrock integration deepens AWS GenAI consultancy alongside LangSmith and MLflow footprints we already operate.

The Final Takeaway

Cheap entry, fast expansion — Lightweight deployment with immediate developer value — an easy first GenAI purchase that opens the door to the full LLM stack conversation.

Powered By

PromptLayer

Core to the PromptForge technology stack.

LangSmith

Core to the PromptForge technology stack.

MLflow prompt tracking

Core to the PromptForge technology stack.

AWS Bedrock prompt management

Core to the PromptForge technology stack.

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