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Tracking AI prompts is a nightmare. So we built an open-source Prompt Bill of Materials (PBOM)

EqoAI has open-sourced the Prompt Bill of Materials (PBOM) Specification, a standard for tracking, versioning, and securing AI prompts in production. Inspired by the Software Bill of Materials (SBOM) used in traditional software, PBOM provides a machine-readable manifest that documents the components of an AI prompt system, including model versions, parameters, and dependencies. The project aims to solve the common problem of fragmented prompt management and enable traceability for debugging and security audits.

read1 min views1 publishedJul 18, 2026

If you are building AI applications in production, you already know the dirty secret: prompt management is a mess

What starts as a clean system prompt quickly turns into a tangled web of hardcoded strings, tweaked parameters, and fragmented version histories. When an AI feature suddenly starts hallucinating or fails a security check, tracing the exact combination of the prompt, model version, and temperature that caused the issue is incredibly painful.

In traditional software, we solved supply-chain chaos with the SBOM (Software Bill of Materials).

AI needs the exact same thing. That is why we are open-sourcing the PBOM (Prompt Bill of Materials) Specification.

EqoAI/pbom-spec is an open-source standard designed to track, version, and secure the lifecycle of AI prompts.

Just like an SBOM tells you exactly which open-source libraries are running in your application, a PBOM provides a machine-readable ledger of your AI supply chain. It acts as a standardized contract that describes the components of an AI prompt system.

Instead of guessing what went into a production AI call, a PBOM gives you a structured, verifiable manifest. Here is a conceptual look at how you can standardize a prompt's footprint:

json
{
  "pbomVersion": "1.0",
  "metadata": {
    "timestamp": "2026-07-18T10:00:00Z",
    "author": "EqoAI"
  },
  "components": [
    {
      "type": "model",
      "name": "gpt-4",
      "version": "0613",
      "parameters": {
        "temperature": 0.7,
        "max_tokens": 500
      }
    },
    {
      "type": "prompt_template",
      "id": "customer-support-v2",
      "hash": "sha256:8f434346648f...",
      "dependencies": ["user_context_module"]
    }
  ]
}
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