LLMOps Database

A curated knowledge base of real-world LLMOps implementations, with detailed summaries and technical notes. Check out our topic-based summary blogs here.
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11x

Rebuilding an AI SDR Agent with Multi-Agent Architecture for Enterprise Sales Automation

Tech
2025
14.ai

Building Reliable AI Agent Systems with Effect TypeScript Framework

Tech
2025
42Q

AI Assistant Integration for Manufacturing Execution System (MES)

Tech
2025
A2I

Multilingual Document Processing Pipeline with Human-in-the-Loop Validation

Tech
2024
ADP

Building an Enterprise-Wide Generative AI Platform for HR and Payroll Services

HR
2023
ANNA

Cost-Effective LLM Transaction Categorization for Business Banking

Finance
2025
AWS GenAIIC

Building Production-Grade Heterogeneous RAG Systems

Tech
2024
AWS GenAIIC

Optimizing RAG Systems: Lessons from Production

Tech
2024
AWS Sales

AI-Powered Account Planning Assistant for Sales Teams

Tech
2025
Aachen Uniklinik / Aurea Software

Natural Language Interface for Healthcare Data Analytics using LLMs

Healthcare
Accenture

Implementing Generative AI in Manufacturing: A Multi-Use Case Study

Tech
2023
Accenture

Enterprise Knowledge Base Assistant Using Multi-Model GenAI Architecture

Healthcare
2023
Accenture

Specialized Language Models for Contact Center Transformation

Consulting
Accolade

Enhancing Healthcare Service Delivery with RAG and LLM-Powered Search

Healthcare
Activeloop

Enterprise-Grade Memory Agents for Patent Processing with Deep Lake

Legal
2023
Actum Digital

Multimodal Art Collection Search Using Vector Databases and LLMs

Media & Entertainment
Acxiom

LLM Observability for Enhanced Audience Segmentation Systems

Media & Entertainment
2025
Addverb

Multi-Lingual Voice Control System for AGV Management Using Edge LLMs

Tech
2024
Adept.ai

Migrating LLM Fine-tuning Workflows from Slurm to Kubernetes Using Metaflow and Argo

Tech
2023
Adobe

Building and Managing Taxonomies for Effective AI Systems

Tech
2024
Adobe

Building a Centralized AI-Powered Developer Support System Using RAG

Tech
2025
Adyen

Smart Ticket Routing and Support Agent Copilot using LLMs

Finance
2023
Aetion

Unlocking Patient Population Insights Using Smart Subgroups and LLMs

Healthcare
2025
Aetion

Scientific Intent Translation System for Healthcare Analytics Using Amazon Bedrock

Healthcare
2025
Agmatix

Generative AI Assistant for Agricultural Field Trial Analysis

Other
2024
Agoda

GPT Integration for SQL Stored Procedure Optimization in CI/CD Pipeline

E-commerce
2024
Aiera

Building and Evaluating a Financial Earnings Call Summarization System

Finance
2023
Aimpoint Digital

AI Agent System for Automated Travel Itinerary Generation

Consulting
2024
AirBnB

Evolving a Conversational AI Platform for Production LLM Applications

Tech
2024
AirBnB

Large-Scale Test Framework Migration Using LLMs

Tech
2024
Airbnb

LLM Integration for Customer Support Automation and Enhancement

Tech
2022
Airbnb

ML-Powered Interactive Voice Response System for Customer Support

Tech
2025
Airtop

Building and Debugging Web Automation Agents with LangChain Ecosystem

Tech
2024
Airtrain

Cost Reduction Through Fine-tuning: Healthcare Chatbot and E-commerce Product Classification

Healthcare
2024
Alaska Airlines

AI-Powered Natural Language Flight Search Implementation

Tech
2024
Alibaba

Building a Data-Centric Multi-Agent Platform for Enterprise AI

Tech
2025
Alipay

Optimizing Generative Retrieval to Reduce LLM Hallucinations in Search Systems

Finance
2024
Allianz

AI-Powered Insurance Claims Chatbot with Continuous Feedback Loop

Insurance
2023
Allianz Direct

RAG-Powered Agent Assist Tool for Insurance Contact Centers

Insurance
2024
Altana

Supply Chain Intelligence Platform Using Compound AI Systems

Tech
2024
Amazon

HIPAA-Compliant LLM-Based Chatbot for Pharmacy Customer Service

Healthcare
2023
Amazon

Building a Commonsense Knowledge Graph for E-commerce Product Recommendations

E-commerce
2024
Amazon

Building Secure Generative AI Applications at Scale: Amazon's Journey from Experimental to Production

E-commerce
2025
Amazon (Alexa)

Managing Model Updates and Robustness in Production Voice Assistants

Tech
2023
Amazon Finance

Scaling RAG Accuracy from 49% to 86% in Finance Q&A Assistant

Finance
2024
Amazon Logistics

Multi-Agent LLM System for Logistics Planning Optimization

E-commerce
2023
Amberflo

Five Critical Lessons for LLM Production Deployment

Tech
2024
Amberflo / Interactly.ai

Healthcare Conversational AI and Multi-Model Cost Management in Production

Healthcare
An Garda Siochanna

AI-Enhanced Body Camera and Digital Evidence Management in Law Enforcement

Government
2023
Anaconda

Evaluations Driven Development for Production LLM Applications

Tech
2024
AngelList

LLM-Powered Investment Document Analysis and Processing

Finance
2023
Anomalo

Enterprise Unstructured Data Quality Management for Production AI Systems

Tech
2025
Anterior

Building Scalable LLM Evaluation Systems for Healthcare Prior Authorization

Healthcare
2023
Anthropic

Privacy-Preserving LLM Usage Analysis System for Production AI Safety

Tech
2024
Anthropic

Building a Privacy-Preserving LLM Usage Analytics System (Clio)

Tech
2023
Anthropic

Building and Deploying a Pokemon-Playing LLM Agent at Anthropic

Tech
2023
Anthropic

Scaling and Operating Large Language Models at the Frontier

Tech
2023
Anthropic

Model Context Protocol (MCP): A Universal Standard for AI Application Extensions

Tech
2024
Anthropic

Building and Operating a CLI-Based LLM Coding Assistant

Tech
2025
Anthropic

Building a Multi-Agent Research System for Complex Information Tasks

Tech
2025
agent_based
,
amazon_aws
,
anthropic
,
api_gateway
,
argilla
,
aws
,
cache
,
caption_generation
,
chatbot
,
chromadb
,
chunking
,
cicd
,
circleci
,
classification
,
cloudflare
,
code_generation
,
code_interpretation
,
cohere
,
compliance
,
content_moderation
,
continuous_deployment
,
continuous_integration
,
cost_optimization
,
crewai
,
customer_support
,
data_analysis
,
data_cleaning
,
data_integration
,
databases
,
databricks
,
devops
,
docker
,
document_processing
,
documentation
,
elasticsearch
,
embeddings
,
error_handling
,
fallback_strategies
,
fastapi
,
few_shot
,
fine_tuning
,
fraud_detection
,
google
,
google_gcp
,
guardrails
,
healthcare
,
high_stakes_application
,
hugging_face
,
human_in_the_loop
,
instruction_tuning
,
internet_of_things
,
knowledge_distillation
,
kubernetes
,
langchain
,
latency_optimization
,
legacy_system_integration
,
llama_index
,
load_balancing
,
meta
,
microservices
,
microsoft
,
microsoft_azure
,
mistral
,
model_optimization
,
monitoring
,
multi_agent_systems
,
multi_modality
,
nvidia
,
open_source
,
openai
,
orchestration
,
pinecone
,
poc
,
postgresql
,
prompt_engineering
,
pytorch
,
qdrant
,
question_answering
,
rag
,
realtime_application
,
redis
,
regulatory_compliance
,
reliability
,
reranking
,
scalability
,
scaling
,
security
,
semantic_search
,
serverless
,
spacy
,
speech_recognition
,
sqlite
,
structured_output
,
summarization
,
system_prompts
,
tensorflow
,
token_optimization
,
translation
,
triton
,
unstructured_data
,

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