AT&T
Telecom · Hybrid · Native (own / self-hosted weights)
Telecom; in-house network ML plus partner LLMs (Ask AT&T on Azure OpenAI) for employees.
Who builds on middleware / wrappers
30 companies in the Modeling Warehouse build on middleware / wrappers, ranked by how directly they consume it — Native first, Middleware last. Avg Foundation Proximity Score 48/100.
Telecom · Hybrid · Native (own / self-hosted weights)
Telecom; in-house network ML plus partner LLMs (Ask AT&T on Azure OpenAI) for employees.
Design/Eng · AWS · Native (own / self-hosted weights)
Design/CAD cloud with its own generative-design models plus partner LLMs for assistants.
Telecom/Media · Hybrid · Native (own / self-hosted weights)
Cable/media; own voice-remote + network ML plus partner LLMs for assistants.
Media · Hybrid · Native (own / self-hosted weights)
Media/parks; large in-house recommendation/VFX ML plus partner LLMs for assistants; cautious GenAI posture.
Search/Data · Multi-Cloud · Native (own / self-hosted weights)
Ships ELSER, its own retrieval model, and plugs partner LLMs for RAG.
Gaming · Hybrid · Native (own / self-hosted weights)
Game publisher; large in-house animation/matchmaking ML plus partner LLMs for tooling.
Conglomerate (Japan) · Hybrid · Native (own / self-hosted weights)
Telecom/investment group building its own Japanese LLMs (Sarashina) plus partner models; major AI-infra investor.
Gaming/3D · Multi-Cloud · Native (own / self-hosted weights)
Real-time 3D engine; Muse AI blends partner LLMs with its own generative tooling for creators.
Cybersecurity · AWS · Cloud-hosted (Bedrock/Vertex/Azure)
AWS-native endpoint security whose Threat Graph ingests trillions of events/week into Cassandra/ScyllaDB-class stores. Detection is in-house ML; Charlotte AI adds an LLM analyst over the graph.
Mobility · Hybrid · Cloud-hosted (Bedrock/Vertex/Azure)
Hybrid: long-running own data centers now paired with Oracle Cloud and Google Cloud. Storage on Schemaless (MySQL), Cassandra and Pinot for real-time analytics. Michelangelo is its in-house ML platform.
Healthcare · AWS · Cloud-hosted (Bedrock/Vertex/Azure)
Life-sciences cloud; Veeva AI exposes partner LLMs over regulated CRM/clinical data with a governance layer.
Data · Multi-Cloud · Middleware / wrapper
Open-source data integration; connectors + AI assist via partner LLMs.
Database · Multi-Cloud · Middleware / wrapper
Open-source columnar OLAP DB; AI features plug partner LLMs over its analytics engine.
Data Platform · Multi-Cloud · Middleware / wrapper
Managed Apache Kafka (Confluent Cloud) deployed across AWS/Azure/GCP with the Kora cloud-native engine; adds stream processing via Flink. Built around open Kafka with proprietary cloud tooling.
Data · Multi-Cloud · Middleware / wrapper
Analytics-engineering standard (dbt); Copilot AI is model-agnostic over the semantic layer.
Data · Multi-Cloud · Middleware / wrapper
Managed data movement; AI features via partner LLMs over pipeline metadata.
AI Framework · AWS · Middleware / wrapper
Orchestration framework + LangSmith observability; sits between apps and any model.
Database · Multi-Cloud · Middleware / wrapper
Atlas runs the MongoDB document database as a managed service across AWS, Azure and GCP. Atlas Vector Search makes it a RAG datastore; AI features integrate partner LLMs rather than a captive model.
Database · AWS · Middleware / wrapper
Serverless Postgres (now Databricks); AI via pgvector + partner embeddings.
Cybersecurity · AWS · Middleware / wrapper
AWS-native identity cloud (workforce + Auth0 customer identity) on MySQL/DynamoDB with a multi-tenant cell architecture. AI is in-house threat-detection ML plus assistant LLMs.
AI Infrastructure · Multi-Cloud · Middleware / wrapper
Managed vector database for RAG, deployed across AWS/GCP/Azure with a serverless architecture that separates storage (object store) from query compute. The index, not a model, is the product.
AI Aggregator · AWS · Middleware / wrapper
Consumer multi-model aggregator fronting OpenAI, Anthropic, Google and open models behind one app.
AI Infra · Multi-Cloud · Middleware / wrapper
Open-source vector database for RAG; model-agnostic.
Consumer AI · Multi-Cloud · Middleware / wrapper
AI hardware (r1); routes to multiple partner LLMs behind a large-action-model orchestration layer.
DevTools · AWS · Middleware / wrapper
Postgres backend-as-a-service; AI via pgvector + partner embeddings.
Cybersecurity · AWS · Middleware / wrapper
Security hyperautomation; routes partner LLMs through its SOC workflow engine.
AI Infra · Multi-Cloud · Middleware / wrapper
Open-source vector database; the index, not a model, is the product.
MLOps · Multi-Cloud · Middleware / wrapper
ML experiment-tracking + LLMOps (Weave); model-agnostic, runs over customers chosen models.
Cybersecurity · Multi-Cloud · Middleware / wrapper
Agentless cloud security that scans customers' AWS/Azure/GCP via APIs and builds a Security Graph of risks. Now part of Google Cloud; AI adds LLM-driven risk explanation over the graph.
AI Search · Multi-Cloud · Middleware / wrapper
AI search/agent routing across multiple frontier + open models over its own web index.
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