LLMOps Database

A curated knowledge base of real-world LLMOps implementations, with detailed summaries and technical notes. Submit your case study.
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Microsoft

LLMs for Cloud Incident Management and Root Cause Analysis

Tech
2023
Microsoft

Building a Production-Ready Business Analytics Assistant with ChatGPT

Tech
2023
Microsoft

Building Analytics Applications with LLMs for E-commerce Review Analysis

E-commerce
2023
Microsoft

Real-time Question-Answering System with Two-Stage LLM Architecture for Sales Content Recommendations

Tech
2024
Microsoft

Best Practices for AI Agent Development and Deployment

Tech
2023
Microsoft

Lessons from Enterprise LLM Deployment: Cross-functional Teams, Experimentation, and Security

Tech
2024
Moonhub

Best Practices for Implementing LLMs in High-Stakes Applications

Healthcare
2023
Morgan Stanley

Enterprise Knowledge Management with LLMs: Morgan Stanley's GPT-4 Implementation

Finance
2024
MosaicML

Training and Deploying MPT: Lessons Learned in Large Scale LLM Development

Tech
2023
Myaskai

Network Security Block Page Implementation

Tech
2024
NICE

Natural Language to SQL System with Production Safeguards for Contact Center Analytics

Telecommunications
2024
NICE Actimize

Generative AI Integration in Financial Crime Detection Platform

Finance
2024
NICE Actimize

Leveraging Vector Embeddings for Financial Fraud Detection

Finance
2024
NTT Data

GenAI-Powered Work Order Management System POC

Other
2024
NVIDIA

Security Learnings from LLM Production Deployments

Tech
2023
Neeva

Overcoming LLM Production Deployment Challenges

Tech
2023
New Computer

Enhancing Memory Retrieval Systems Using LangSmith Testing and Evaluation

Tech
2024
Nextdoor

Improving Email Engagement Using Generative AI with Rejection Sampling

Tech
2023
Nextdoor

Optimizing Email Engagement Using LLMs and Rejection Sampling

Tech
2023
Notion

Scaling Data Infrastructure for AI Features and RAG

Tech
2024
Numbers Station

Integrating Foundation Models into the Modern Data Stack: Challenges and Solutions

Tech
2023
Numbers Station

Building Production-Ready SQL and Charting Agents with RAG Integration

Tech
Nvidia

Automated CVE Analysis and Remediation Using Event-Driven RAG and AI Agents

Tech
2024
OLX

Automating Job Role Extraction Using Prosus AI Assistant in Production

E-commerce
2024
OLX

Building a Conversational Shopping Assistant with Multi-Modal Search and Agent Architecture

E-commerce
2023
ONE

From SMS to AI: Lessons from 5 Years of Chatbot Development for Social Impact

Other
2024
Outerbounds / AWS

AWS Trainium & Metaflow: Democratizing Large-Scale ML Training Through Infrastructure Evolution

Tech
2024
PagerDuty

Rapid Development and Deployment of Enterprise LLM Features Through Centralized LLM Service Architecture

Tech
2023
Paradigm

Scaling Parallel Agent Operations with LangChain and LangSmith Monitoring

Tech
2024
Paramount+

Video Content Summarization and Metadata Enrichment for Streaming Platform

Media & Entertainment
2023
Parcha

Building Production-Grade AI Agents with Distributed Architecture and Error Recovery

Finance
2023
Parcha

Building Production-Ready AI Agents for Enterprise Operations

Finance
2023
Parlance Labs

Practical LLM Deployment: From Evaluation to Fine-tuning

Consulting
2023
Perplexity

Building a Complex AI Answer Engine with Multi-Step Reasoning

Tech
2024
Perplexity

Building a Production-Grade LLM Orchestration System for Conversational Search

Tech
2023
Perplexity AI

Scaling an AI-Powered Search and Research Assistant from Prototype to Production

Tech
2023
Picnic

Enhancing E-commerce Search with LLM-Powered Semantic Retrieval

E-commerce
2024
Podium

Optimizing Agent Behavior and Support Operations with LangSmith Testing and Observability

Tech
2024
Prem AI

Optimizing Production Vision Pipelines for Planet Image Generation

Tech
2024
Prosus

Plus One: Internal LLM Platform for Cross-Company AI Adoption

Tech
2023
Prosus

Agent-Based AI Assistants for Enterprise and E-commerce Applications

E-commerce
2024
Q4

SQL Generation and RAG for Financial Data Q&A Chatbot

Finance
2023
Qatar Computing Research Institute

T-RAG: Tree-Based RAG Architecture for Question Answering Over Organizational Documents

Research & Academia
2024
QuantumBlack

Data Engineering Challenges and Best Practices in LLM Production

Consulting
2023
QuantumBlack

LLM Applications in Drug Discovery and Call Center Analytics

Healthcare
2023
Rakuten

Building Enterprise-Scale AI Applications with LangChain and LangSmith

E-commerce
2024
Ramp

AI-Powered Tour Guide for Financial Platform Navigation

Finance
2024
Rasgo

Production Lessons from Building and Deploying AI Agents

Tech
2024
RealChar

Building a Production-Ready AI Phone Call Assistant with Multi-Modal Processing

Tech
2023
Renovai

Building Production-Ready LLM Agents with State Management and Workflow Engineering

Tech
2023
Replit

Building Production-Ready LLMs for Automated Code Repair: A Scalable IDE Integration Case Study

Tech
2024
Replit

Optimizing LLM Server Startup Times for Preemptable GPU Infrastructure

Tech
2023
Replit

Building Reliable AI Agents for Application Development with Multi-Agent Architecture

Tech
2024
Replit

Building a Production-Ready Multi-Agent Coding Assistant

Tech
2023
Replit

Advanced Agent Monitoring and Debugging with LangSmith Integration

Tech
2024
Replit

Building and Scaling Production Code Agents: Lessons from Replit

Tech
2023
Rexera

Evolving Quality Control AI Agents with LangGraph

Tech
2024
Runway

Multimodal Feature Stores and Research-Engineering Collaboration

Media & Entertainment
2024
Salesforce

Enterprise-Scale LLM Integration into CRM Platform

Tech
2023
Salesforce

Large-Scale Enterprise Copilot Deployment: Lessons from Einstein Copilot Implementation

Tech
2024
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
,
vector_search
,

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Dashboard displaying machine learning models, including versions, authors, and tags. Relevant to model monitoring and ML pipelines.