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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Grab

Productionizing LLM-Powered Data Governance with LangChain and LangSmith

Tech
2024
Grab

LLM-Powered Data Classification System for Large-Scale Enterprise Data Governance

Tech
2023
Grab

LLM-Powered Data Discovery and Documentation Platform

Tech
2024
Grab

RAG-Powered LLM System for Automated Analytics and Fraud Investigation

Tech
2024
Gradient Labs

Building Production-Ready Customer Support AI Agents: Challenges and Solutions

Tech
Grammarly

Building a Delicate Text Detection System for Content Safety

Tech
2024
Grammarly

Specialized Text Editing LLM Development through Instruction Tuning

Tech
2023
Hansard

Building a Modern Search Engine for Parliamentary Records with RAG Capabilities

Government
2024
Harvard

Building an AI Teaching Assistant: ChatLTV at Harvard Business School

Education
2023
HealthInsuranceLLM

Building an On-Premise Health Insurance Appeals Generation System

Healthcare
2023
HeyRevia

AI-Powered Call Center Agents for Healthcare Operations

Healthcare
2023
Holiday Extras

Enterprise AI Transformation: Holiday Extras' ChatGPT Enterprise Implementation Case Study

Other
2024
Honeycomb

Building and Scaling an LLM-Powered Query Assistant in Production

Tech
2023
Honeycomb

The Hidden Complexities of Building Production LLM Features: Lessons from Honeycomb's Query Assistant

Tech
2024
Honeycomb

Implementing LLM Observability for Natural Language Querying Interface

Tech
2023
Honeycomb

Natural Language Query Interface with Production LLM Integration

Tech
2023
Hotelplan Suisse

Generative AI-Powered Knowledge Sharing System for Travel Expertise

Other
2024
HumanLoop

Best Practices for LLM Production Deployments: Evaluation, Prompt Management, and Fine-tuning

Tech
2023
Humanloop

Building a Foundation Model Operations Platform

Tech
2023
Humanloop

Pitfalls and Best Practices for Production LLM Applications

Tech
2023
IDInsight

Optimizing Text-to-SQL Pipeline Using Agent Experiments

Tech
2024
Incident.io

Building and Deploying an AI-Powered Incident Summary Generator

Tech
2024
IncludedHealth

Building a Comprehensive LLM Platform for Healthcare Applications

Healthcare
2024
Instacart

Advanced Prompt Engineering Techniques for Production LLM Applications

E-commerce
2023
Instacart

Building and Scaling an Enterprise AI Assistant with GPT Models

E-commerce
2023
Instacart

Enhancing E-commerce Search with LLMs at Scale

E-commerce
2023
InsuranceDekho

Transforming Insurance Agent Support with RAG-Powered Chat Assistant

Insurance
2024
Intercom

Multilingual Content Navigation and Localization System

Media & Entertainment
2024
Invento Robotics

Challenges in Building Enterprise Chatbots with LLMs: A Banking Case Study

Finance
2024
Jockey

Building a Scalable Conversational Video Agent with LangGraph and Twelve Labs APIs

Media & Entertainment
2024
Johns Hopkins

Medical AI Assistant for Battlefield Care Using LLMs

Healthcare
2023
Kapa.ai

Production RAG Best Practices: Implementation Lessons at Scale

Tech
2024
Kentauros AI

Building Production-Grade AI Agents: Overcoming Reasoning and Tool Challenges

Tech
2023
Klarna

AI Assistant for Global Customer Service Automation

Finance
2024
Komodo

Healthcare Data Analytics Democratization with MapAI and LLM Integration

Healthcare
2024
Large Gaming Company

Fine-tuning LLMs for Toxic Speech Classification in Gaming

Media & Entertainment
2023
LeBonCoin

LLM-Powered Search Relevance Re-Ranking System

E-commerce
2023
Lemonade

Troubleshooting and Optimizing RAG Pipelines: Lessons from Production

Insurance
2024
Lime

AI-Powered Customer Support Automation for Global Transportation Service

Tech
2024
Lindy.ai

Evolution from Open-Ended LLM Agents to Guided Workflows

Tech
2024
LinkedIn

Productionizing Generative AI Applications: From Exploration to Scale

Tech
2023
LinkedIn

Building and Deploying Large Language Models for Skills Extraction at Scale

Tech
2023
LinkedIn

Pragmatic Product-Led Approach to LLM Integration and Prompt Engineering

Tech
2023
LinkedIn

Building and Scaling a Production Generative AI Assistant for Professional Networking

Tech
2024
MLflow

MLflow's Production-Ready Agent Framework and LLM Tracing

Tech
2024
MSD

Text-to-SQL System for Complex Healthcare Database Queries

Healthcare
2024
Malt

Building a Scalable Retriever-Ranker Architecture: Malt's Journey with Vector Databases and LLM-Powered Freelancer Matching

Tech
2024
Mark43

Secure Generative AI Integration for Public Safety Applications

Tech
2024
Mastercard

Linguistic-Informed Approach to Production LLM Systems

Finance
2023
Mendable

Leveraging LangSmith for Debugging Tools & Actions in Production LLM Applications

Tech
2024
Mendix

Integrating Generative AI into Low-Code Platform Development with Amazon Bedrock

Tech
2024
Mercado Libre

Real-World LLM Implementation: RAG, Documentation Generation, and Natural Language Processing at Scale

E-commerce
2024
Mercado Libre

Building a Scalable LLM Gateway for E-commerce Recommendations

E-commerce
2023
Mercado Libre

GitHub Copilot Deployment at Scale: Enhancing Developer Productivity

E-commerce
2024
Mercado Libre / Grupo Boticario

Enhancing E-commerce Search with Vector Embeddings and Generative AI

E-commerce
2024
Mercari

Fine-Tuning and Quantizing LLMs for Dynamic Attribute Extraction

E-commerce
2024
Mercari

Building AI Assist: LLM Integration for E-commerce Product Listings

E-commerce
2023
Meta

Automated Unit Test Improvement Using LLMs for Android Applications

Tech
2024
Meta

Scaling LLM Infrastructure: Building and Operating 24K GPU Clusters for LLaMA Training

Tech
2024
Meta

Scaling AI Image Animation System with Optimized Latency and Traffic Management

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.