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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Databricks

Building a Custom LLM for Automated Documentation Generation

Tech
2023
Dataworkz

RAG-Powered Customer Service Call Center Analytics

Insurance
2024
Deepgram

Domain-Specific Small Language Models for Call Center Intelligence

Telecommunications
2023
Deepgram

Building Production-Ready Conversational AI Voice Agents: Latency, Voice Quality, and Integration Challenges

Tech
2024
Defense Innovation Unit

Dark Vessel Detection System Using SAR Imagery and ML

Government
2023
Delivery Hero

Semantic Product Matching Using Retrieval-Rerank Architecture

E-commerce
2024
Devin Kearns

Building Production AI Agents with Vector Databases and Automated Data Collection

Consulting
2023
Digits

Production-Ready Question Generation System Using Fine-Tuned T5 Models

Finance
2023
Discord

Building and Scaling LLM Applications at Discord

Tech
2024
DoorDash

Generative AI Contact Center Solution with Amazon Bedrock and Claude

E-commerce
2024
Doordash

Building an Enterprise LLMOps Stack: Lessons from Doordash

E-commerce
2023
Doordash

LLM-Based Dasher Support Automation with RAG and Quality Controls

E-commerce
2024
Doordash

Building a Product Knowledge Graph Using LLMs for Attribute Extraction and Catalog Management

E-commerce
2024
Doordash

Strategic Framework for Generative AI Implementation in Food Delivery Platform

E-commerce
2023
Doordash

Building a High-Quality RAG-based Support System with LLM Guardrails and Quality Monitoring

E-commerce
2024
Doordash

Scaling LLMs for Product Knowledge and Search in E-commerce

E-commerce
2024
Doordash

LLMs for Enhanced Search Retrieval and Query Understanding

E-commerce
2024
Dropbox

Building a Silicon Brain for Universal Enterprise Search

Tech
2024
Dropbox

Control Character-Based Prompt Injection Attack Discovery in ChatGPT

Tech
2023
Dropbox

Scaling AI-Powered File Understanding with Efficient Embedding and LLM Architecture

Tech
2024
Dropbox

LLM Security: Discovering and Mitigating Repeated Token Attacks in Production Models

Tech
2024
Dropbox

Detecting and Mitigating Prompt Injection via Control Characters in ChatGPT

Tech
2023
Duolingo

AI-Powered Lesson Generation System for Language Learning

Education
2023
Duolingo

GitHub Copilot Integration for Enhanced Developer Productivity

Education
2024
Dust.tt

Building a Horizontal Enterprise Agent Platform with Infrastructure-First Approach

Tech
2024
ElevenLabs

Scaling Voice AI with GPU-Accelerated Infrastructure

Media & Entertainment
2024
Ellipsis

Building and Operating Production LLM Agents: Lessons from the Trenches

Tech
2023
Emergent Methods

Production-Scale RAG System for Real-Time News Processing and Analysis

Media & Entertainment
2023
Faber Labs

Building Goal-Oriented Retrieval Agents for Low-Latency Recommendations at Scale

E-commerce
2024
Factory

LangSmith Integration for Automated Feedback and Improved Iteration in SDLC

Tech
2024
Factory.ai

Building Reliable Agentic Systems in Production

Tech
Faire

Fine-tuning and Scaling LLMs for Search Relevance Prediction

E-commerce
2024
Farfetch

Scaling Recommender Systems with Vector Database Infrastructure

E-commerce
2024
Farfetch

Multimodal Search and Conversational AI for Fashion E-commerce Catalog

E-commerce
2023
FeedYou

Production Intent Recognition System for Enterprise Chatbots

Tech
2023
Fiddler

Building a RAG-Based Documentation Chatbot: Lessons from Fiddler's LLMOps Journey

Tech
2023
First Orion

Leveraging Amazon Q for Integrated Cloud Operations Data Access and Automation

Telecommunications
2024
Five Sigma

Legacy PDF Document Processing with LLM

Tech
2024
Fuzzy Labs

Scaling Self-Hosted LLMs with GPU Optimization and Load Testing

Tech
2024
Ghostwriter

Building an AI-Powered Email Writing Assistant with Personalized Style Matching

Tech
2024
Github

Evolving GitHub Copilot through LLM Experimentation and User-Centered Design

Tech
2023
Github

Building Production-Grade LLM Applications: An Architectural Guide

Tech
2023
Github

Enterprise LLM Application Development: GitHub Copilot's Journey

Tech
2024
Github

Improving Contextual Understanding in GitHub Copilot Through Advanced Prompt Engineering

Tech
2024
Github

Evolution of LLM Integration in GitHub Copilot Development

Tech
2023
Gitlab

Building Production-Scale Code Completion Tools with Continuous Evaluation and Prompt Engineering

Tech
2023
Gitlab

LLM Validation and Testing at Scale: GitLab's Comprehensive Model Evaluation Framework

Tech
2024
Gitlab

Dogfooding AI Features in GitLab's Development Workflow

Tech
2024
Glean

Building Robust Enterprise Search with LLMs and Traditional IR

Tech
2023
Globant

LLM Production Case Studies: Consulting Database Search, Automotive Showroom Assistant, and Banking Development Tools

Consulting
2023
GoDaddy

From Mega-Prompts to Production: Lessons Learned Scaling LLMs in Enterprise Customer Support

E-commerce
2024
Golden State Warriors

AI-Powered Personalized Content Recommendations for Sports and Entertainment Venue

Media & Entertainment
2023
Gong

Implementing Question-Answering Over Sales Conversations with Deal Me at Gong

Tech
2023
Google

Optimizing Security Incident Response with LLMs at Google

Tech
2024
Google

Building and Testing a Production LLM-Powered Quiz Application

Education
2023
Google / NotebookLLM

Source-Grounded LLM Assistant with Multi-Modal Output Capabilities

Tech
2024
Google / Vertex AI

Lessons Learned from Production AI Agent Deployments

Tech
2024
Grab

LLM-Powered Data Classification System for Enterprise-Scale Metadata Generation

Tech
2023
Grab

Enhancing Vector Similarity Search with LLM-Based Reranking

Tech
2024
Grab

LLM-Powered Automated Data Classification and Governance System

Tech
2023
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.