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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A2I

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

Tech
2024
AWS GenAIIC

Building Production-Grade Heterogeneous RAG Systems

Tech
2024
AWS GenAIIC

Optimizing RAG Systems: Lessons from Production

Tech
2024
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
Activeloop

Enterprise-Grade Memory Agents for Patent Processing with Deep Lake

Legal
2023
Adyen

Smart Ticket Routing and Support Agent Copilot using LLMs

Finance
2023
Agmatix

Generative AI Assistant for Agricultural Field Trial Analysis

Other
2024
AirBnB

Evolving a Conversational AI Platform for Production LLM Applications

Tech
2024
Airbnb

LLM Integration for Customer Support Automation and Enhancement

Tech
2022
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
Allianz

AI-Powered Insurance Claims Chatbot with Continuous Feedback Loop

Insurance
2023
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 (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
AngelList

LLM-Powered Investment Document Analysis and Processing

Finance
2023
Anzen

Using LLMs to Scale Insurance Operations at a Small Company

Insurance
2023
Anzen

Building Robust Legal Document Processing Applications with LLMs

Insurance
2023
Applaud

Lessons from Deploying an HR-Aware AI Assistant: Five Key Implementation Insights

HR
2024
Arcade AI

Building a Tool Calling Platform for LLM Agents

Tech
2024
Assembled

Automating Test Generation with LLMs at Scale

Tech
2023
Athena Intelligence

Optimizing Research Report Generation with LangChain Stack and LLM Observability

Tech
2024
Austrian Post Group

LLM-Based Agents for User Story Quality Enhancement in Agile Development

Government
2024
BNY Mellon

Enterprise-Wide Virtual Assistant for Employee Knowledge Access

Finance
2024
Babbel

Building an AI-Assisted Content Creation Platform for Language Learning

Education
2023
Bainbridge Capital

Deploying LLM-Based Recommendation Systems in Private Equity

Finance
2024
Barclays

MLOps Evolution and LLM Integration at a Major Bank

Finance
2024
Barclays

Enterprise Challenges and Opportunities in Large-Scale LLM Deployment

Tech
2024
BenchSci

Domain-Specific LLMs for Drug Discovery Biomarker Identification

Healthcare
2023
Bito

Multi-Model LLM Orchestration with Rate Limit Management

Tech
2023
Blueprint AI

Automated Software Development Insights and Communication Platform

Tech
2023
Bosch

Enterprise-Wide Generative AI Implementation for Marketing Content Generation and Translation

Tech
2023
Bud Financial / Scotts Miracle-Gro

Building Personalized Financial and Gardening Experiences with LLMs

Finance
2024
Build Great AI

LLM-Powered 3D Model Generation for 3D Printing

Tech
2024
Buzzfeed

Production-Ready LLM Integration Using Retrieval-Augmented Generation and Custom ReAct Implementation

Media & Entertainment
2023
Cambrium

LLMs and Protein Engineering: Building a Sustainable Materials Platform

Tech
2023
Campfire AI

Four Critical Lessons from Building 50+ Global Chatbots: A Practitioner's Guide to Real-World Implementation

Tech
2024
Canva

Automating Post Incident Review Summaries with GPT-4

Tech
2023
Canva

Systematic LLM Evaluation Framework for Content Generation

Tech
2023
Canva

LLM Feature Extraction for Content Categorization and Search Query Understanding

Tech
2023
Cesar

Practical Implementation of LLMs for Automated Test Case Generation

Research & Academia
2023
Chaos Labs

Multi-Agent System for Prediction Market Resolution Using LangChain and LangGraph

Finance
2024
Checkr

Streamlining Background Check Classification with Fine-tuned Small Language Models

HR
2024
CircleCI

AI Error Summarizer Implementation: A Tiger Team Approach

Tech
2023
CircleCI

Building and Testing Production AI Applications at CircleCI

Tech
2023
Cisco

Enterprise LLMOps: Development, Operations and Security Framework

Tech
2023
Clari

Real-time Data Streaming Architecture for AI Customer Support

Other
2023
Cleric AI

AI-Powered SRE Agent for Production Infrastructure Management

Tech
2023
Clipping

Building an AI Tutor with Enhanced LLM Accuracy Through Knowledge Base Integration

Education
2023
CoActive AI

Scaling AI Systems for Unstructured Data Processing: Logical Data Models and Embedding Optimization

Tech
2023
Convirza

Multi-LoRA Serving for Agent Performance Analysis at Scale

Tech
2024
Couchbase

Vector Search and RAG Implementation for Enhanced User Search Experience

Finance
2023
Coval

Agent Testing and Evaluation Using Autonomous Vehicle Simulation Principles

Tech
2023
Cox 2M

Integrating Gemini for Natural Language Analytics in IoT Fleet Management

Tech
2024
Credal

Lessons from Building a Production RAG System: Data Formatting and Prompt Engineering

Tech
2023
Credal

Enterprise AI Adoption Journey: From Experimentation to Core Operations

Tech
2023
DXC

LLM-Powered Multi-Tool Architecture for Oil & Gas Data Exploration

Energy
2024
Danswer

Scaling Enterprise RAG with Advanced Vector Search Migration

Tech
2024
amazon_aws
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anthropic
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api_gateway
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argilla
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aws
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cache
,
caption_generation
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chatbot
,
chromadb
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chunking
,
cicd
,
circleci
,
classification
,
cloudflare
,
code_generation
,
code_interpretation
,
cohere
,
compliance
,
content_moderation
,
continuous_deployment
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continuous_integration
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cost_optimization
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crewai
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customer_support
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data_analysis
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data_cleaning
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data_integration
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databases
,
databricks
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devops
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docker
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document_processing
,
documentation
,
elasticsearch
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embeddings
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error_handling
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fallback_strategies
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fastapi
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few_shot
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fine_tuning
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fraud_detection
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google
,
google_gcp
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guardrails
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healthcare
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high_stakes_application
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hugging_face
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human_in_the_loop
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instruction_tuning
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internet_of_things
,
knowledge_distillation
,
kubernetes
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langchain
,
latency_optimization
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legacy_system_integration
,
llama_index
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load_balancing
,
meta
,
microservices
,
microsoft
,
microsoft_azure
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mistral
,
model_optimization
,
monitoring
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multi_agent_systems
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multi_modality
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nvidia
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open_source
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openai
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orchestration
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pinecone
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poc
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postgresql
,
prompt_engineering
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pytorch
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qdrant
,
question_answering
,
rag
,
realtime_application
,
redis
,
regulatory_compliance
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reliability
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reranking
,
scalability
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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.