Production stack analysis

Compare AI stacks against PSF evidence

No single vendor makes a deployment safe. Select the layers a team actually uses, then see the system-level coverage signal, missing controls, and evidence artifacts that should exist before production use.

Stack readiness comparator

Compose a stack and see the PSF gaps.

Choose the model, framework, runtime, action layer, data layer, observability layer, and guardrails layer. The comparator rolls up public PAI coverage into a system-level evidence view.

The foundation model or managed provider layer the system depends on.

The framework that shapes orchestration, planning, retrieval, and tool calls.

Where autonomous work is executed, inspected, or handed to humans.

The layer that gives agents access to email, CRMs, calendars, repositories, and other external systems.

The vector, retrieval, or data layer that carries enterprise knowledge into the system.

Traces, evals, alerting, incident evidence, and production investigation support.

Input boundaries, output validation, PII controls, content safety, and refusal paths.

D1Covered

Input governance

At least one selected layer has a strong public signal for this PSF domain.

Guardrails AI / NeMo / Azure Content Safety: StrongGPT-4.1: PartialLangChain & LangGraph: PartialOpenAI Agents SDK: PartialComposio: Partial
D2Covered

Output validation

At least one selected layer has a strong public signal for this PSF domain.

Guardrails AI / NeMo / Azure Content Safety: StrongGPT-4.1: PartialLangChain & LangGraph: PartialOpenAI Agents SDK: PartialComposio: Partial
D3Companion coverage

Data protection

One selected layer helps, but another selected layer still exposes a documented gap.

Composio: StrongGuardrails AI / NeMo / Azure Content Safety: StrongGPT-4.1: PartialPinecone / Weaviate / Chroma: PartialLangSmith / Langfuse / Arize: Partial
D4Covered

Observability

At least one selected layer has a strong public signal for this PSF domain.

LangChain & LangGraph: StrongLangSmith / Langfuse / Arize: StrongOpenAI Agents SDK: PartialComposio: PartialPinecone / Weaviate / Chroma: Partial
D5Partial

Deployment safety

There is useful coverage, but the stack still needs explicit system evidence.

LangChain & LangGraph: PartialOpenAI Agents SDK: PartialComposio: PartialPinecone / Weaviate / Chroma: PartialLangSmith / Langfuse / Arize: Partial
D6Companion coverage

Human oversight

One selected layer helps, but another selected layer still exposes a documented gap.

LangChain & LangGraph: PartialLangSmith / Langfuse / Arize: PartialGuardrails AI / NeMo / Azure Content Safety: PartialGPT-4.1: MappedPinecone / Weaviate / Chroma: Mapped
D7Covered

Security

At least one selected layer has a strong public signal for this PSF domain.

Composio: StrongLangChain & LangGraph: PartialOpenAI Agents SDK: PartialPinecone / Weaviate / Chroma: PartialLangSmith / Langfuse / Arize: Partial
D8Covered

Vendor resilience

At least one selected layer has a strong public signal for this PSF domain.

GPT-4.1: StrongLangChain & LangGraph: StrongOpenAI Agents SDK: StrongComposio: PartialPinecone / Weaviate / Chroma: Partial