AI use case

AI Infrastructure

Platforms for deploying generative AI in production — model gateways, vector databases, evals, and observability for LLM and agent systems.

114 case studies (+92% last year)

Key figures

Latest case studies in AI infrastructure

Kwai logoK

Kwai

Entertainment|Enterprise

Vector search platform

AgenticL3

Safety reads and high-volume writes fought for the same nodes. Milvus disaggregates them: 10B+ vectors, latency steady under load.

10B+Vectors in Production
via zilliz.com
Published yesterday
Meituan logoM

Meituan

Retail|Enterprise

Shared AI platform

AgenticL1

Elasticsearch kept every vector in RAM—cost-prohibitive at scale. One shared Milvus platform now runs 100+ workloads on 10B+ vectors.

10B+Vectors in Production
via zilliz.com
Published 3 days ago
University of Pennsylvania logoU

University of Pennsylvania

Education & Training|Enterprise

Shared research computing

AgenticL2

Robotics labs capped at 6–7 training runs/day on desktop GPUs. Shared campus compute lifted that to 100+ runs daily.

12xFaster Model Training
via nvidia.com
Published Oct 7, 2026
AngelList logoA

AngelList

Financial Services|Mid-size
up to

AI spend management

AgenticL3

Hundreds of keys, one invoice line, no owners. Giving each key a name and purpose surfaced a ghost workload and a caching fix within weeks.

$10KMonthly Cost Savings
via ramp.com
Published Sep 24, 2026
Prosper AI logoP

Prosper AI

Healthcare Providers|SMB

Call transcription

AgenticL4

Latency drift sent payer calls back to humans. Deepgram Nova-3 keeps voice agents on the line—claim numbers and policy codes captured clean.

98.5%ID Verification Rate
via deepgram.com
Published Sep 11, 2026
Forlex logoF

Forlex

Software & Platforms|SMB

Legal workflow automation

AgenticL2

Overtaxed servers left 13 legal models trailing as laws changed. AWS migration cut costs 40%, throughput up 170%, opened new markets.

3-6 moExpected ROI Timeline
via aws.amazon.com
Published Sep 10, 2026

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