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L14Midstream

AI Platform

MLOps/LLMOps, model gateways, evaluation, and deployment tooling.

Stack position

Where AI Platform sits in the AI stack

  1. L13 · AI Data

    Pipelines, embeddings, vector stores, retrieval, labeling, and synthetic data.

  2. L14 · AI Platform

    MLOps/LLMOps, model gateways, evaluation, and deployment tooling.

  3. L15 · AI Agent

    Agent runtimes, tool calling, MCP, memory, planning, and multi-agent orchestration.

  4. L16 · AI Security

    Model, data, prompt, agent, and identity security plus governance — spans the whole stack.

Icons mark layer roles — not company logos. Position only; not a price chart.

Why this layer matters

Once more than one model is in production, something has to route, evaluate, version and observe them. Model gateways and evaluation tooling are what keep a deployment from becoming unfalsifiable.

What is the bottleneck?

Evaluation is the scarce capability. Without it, model changes ship on impression.

A structural observation about supplier concentration and lead times — not a view on any security.

Who sits in this layer?

This layer is left empty on purpose. Assigning a company to it would be our opinion rather than a statement about the company's primary business, and we would rather publish nothing than publish a classification we cannot defend as fact.

Weekly digest: AI-map layer changes and new public 13F filings, each with its source. No score, no grade, no trade signal. Unsubscribe anytime.

Coverage boundary

Coverage boundary: US-listed tickers or ADRs only (same rule as TSM / ASML). Important suppliers without a US listing are omitted even when they matter to the stack. That is a coverage rule, not a quality ranking.

No hand-listed notable omissions for this layer yet. The US-list / ADR rule still applies.

Checked 2026-10-09. Not exhaustive.

Same track

Descriptive positioning only. The positioning label says whether a company's business is exposed to a layer, never whether to buy it. Layers with no exposure are not recommendations to add any.