Best AI tools for< Serve Custom Model >

Modal is a high-performance cloud platform designed for developers, offering a serverless environment for AI, data, and ML teams. It enables users to run generative AI models, large-scale batch jobs, job queues, and more by providing optimized container systems and custom runtimes. With features like seamless autoscaling, fast cold boots, job scheduling, web endpoints, and observability tools, Modal aims to streamline the deployment and management of data-intensive applications. The platform is engineered for large-scale workloads, allowing users to scale resources dynamically and pay only for what they use.

Assistante.App is an all-in-one platform for generating AI content and receiving advice within minutes, 24/7. It offers unlimited free access without the need for a credit card. Users can chat with AI experts to get precise and instant responses, increase productivity, create custom chatbots, transform ideas into stunning images, choose and personalize AI models, recognize images, convert videos into captivating articles, provide voiceovers, edit text, extract key information from files, and receive relevant information and opinions for web pages. The platform serves over 5,000 active users, generates over 4 million words and 200,000 images per month, and welcomes over 100 new users daily.

Odyssey is a native Mac application designed for creating remarkable art, completing tasks efficiently, and automating repetitive tasks using AI and cutting-edge machine-learning models without the need for coding. It serves as an all-purpose tool for creators, students, educators, artists, marketers, photographers, AI hobbyists, developers, interior designers, and data analysts. Odyssey offers features like image generation and processing, stable diffusion models, controlNet support, super-resolution upscaling, background removal, image transitions, large language models, math equations, automation and batch workflows, private and secure processing, custom workflows, and more. It is a versatile tool that simplifies various tasks across different fields.

A.I. Store Manager is a cutting-edge AI application that serves as a personal assistant for eCommerce businesses. Powered by GPT-4, it redefines eCommerce management through conversational AI, offering a range of skills to enhance store operations. The application is designed to support small to medium businesses across various eCommerce models, providing features like analytics and reporting, product and order management, store setup and optimization, and email communications. With a focus on compliance and data security, the AI Assistant ensures GDPR and CCPA adherence, offering flexibility in skill customization and data management. The application is currently in limited-access beta, with plans for further development and integration with custom eCommerce platforms.

Gardian is an AI tool designed to streamline content analysis processes by leveraging advanced AI technology. It allows users to create custom AI Agents with specific labels to detect and manage content that violates company policies. Gardian offers pre-configured models, custom analysis labels, a simple API for integration, multilanguage support, transparent pricing, and privacy protection. It serves various use cases such as content moderation, live chat moderation, and customer sentiment analysis, providing valuable insights and enhancing user experience.

WooKeys AI is an all-in-one platform for generating AI content. It offers a wide range of features, including text, image, code, video, audio, and music generation. WooKeys AI also provides an advanced dashboard for LLM observability, user management, credits monitoring, and tracing. Additionally, it offers project management capabilities, including project creation, team collaboration, and Kanban tracking. WooKeys AI supports multiple languages and allows users to create custom prompt templates. It also enables easy sharing of generated content in various formats and on different channels. WooKeys AI is designed to serve a wide range of users, including businesses, marketers, writers, and developers.

AiGenie is an AI application that serves as a custom AI agent to help supercharge projects by streamlining tasks, providing consultation, and enabling collaboration. Users can create custom AI agents without coding, consult with AI assistance, collaborate seamlessly within teams, and manage projects and tasks efficiently. The application offers different pricing plans to cater to various needs, ensuring data privacy and security best practices. Testimonials highlight the transformative impact of AiGenie on project management and business efficiency.

Qurrent is an AI-powered news platform that offers a custom station menu with news curated and translated by a team of AI news agents. It covers a wide range of topics including technology, science, politics, economics, artificial intelligence, product hunt, people, sports, space, commercial real estate, finance, cryptocurrency, Mars updates, and startups. The platform provides daily updates and aims to keep users informed with the latest news and trends from around the world.

Embed Generator is a web application designed to simplify the process of creating custom embed messages for Discord servers. It allows users to generate embed messages with their own branding using webhooks, save messages in the cloud, customize branding, add interactive components like buttons and select menus, integrate their own bot, create custom commands, and utilize an AI assistant for drafting new messages. The application aims to enhance user experience and creativity in managing Discord servers.

Ticket AI is a Discord bot that automates customer support by answering tickets with AI. It simplifies support by allowing users to upload training data, such as support documents, and then using that data to answer customer questions. Ticket AI is easy to use, with no coding experience required, and it offers features such as custom support channels, ephemeral replies, and 24/7 availability. With Ticket AI, businesses can save time and improve the efficiency of their customer support.

Aviso is an end-to-end AI revenue platform that offers Conversational Intelligence and RevOps solutions. It provides a single platform for accurate revenue execution, predictive analytics, and performance optimization. Aviso helps consolidate sales apps, drive revenue growth, and enhance sales team productivity. The platform includes features like AI-guided selling, relationship intelligence, coaching & enablement, marketing intelligence, and sales engagement. Aviso's AI-powered mobile app serves as a revenue command center, combining various capabilities to assist revenue teams in closing deals efficiently and lowering CRM burden and costs.

StickerIt.AI is a premier software solution for creating and selling AI-powered stickers directly from your mobile device. The platform allows users to transform any location into a vibrant sticker shop with just two tablets and a printer. StickerIt.AI offers features such as instant AI sticker generation, live sticker design with text-to-image AI technology, pay-as-you-go flexible sticker token purchase plans, and more. The application serves entrepreneurs, freelancers, retail store owners, event organizers, school educators, and sticker professionals, providing them with high-quality, personalized sticker-making experiences and innovative revenue strategies.

JobWizard is an AI-powered Chrome extension that serves as a Job Application Copilot, offering a range of features to enhance job application processes. It provides users with tools to optimize resumes, generate custom responses, analyze job descriptions, recommend similar jobs, and more. JobWizard aims to streamline job application tasks by leveraging AI technology to improve accuracy, efficiency, and overall success rates for job seekers.

Tailbox is an all-in-one travel app that serves as an AI-powered travel companion, offering interactive maps, custom experiences, social meet-ups, and local knowledge in a user-friendly application. It helps travelers explore authentic experiences tailored to their needs, uncover hidden stories, craft personalized journeys, and enjoy seamless travel planning with an AI concierge. Tailbox also facilitates connections with a vibrant travel community, making it a comprehensive tool for enhancing travel adventures.

Chatness AI is an AI-powered chatbot assistant application that serves as an Intercom alternative, helping businesses enhance customer service and reduce costs. It allows users to automate tasks, sales, and marketing, create custom chat tools, and integrate with various platforms like Discord, Facebook Messenger, Google Calendar, and WhatsApp. With features such as support for anonymous and authenticated users, lead collection, custom automations, and comprehensive branding customizations, Chatness AI offers a seamless and efficient solution for businesses looking to streamline their customer support processes.

Ekko is an AI-enabled Web3 application that serves as an events Oracle, providing real-time alerts, reports, and insights for Web3 users. It addresses critical problems faced by users in managing, analyzing, and automating interactions with onchain and offchain events. Ekko offers a user-friendly interface for creating custom alerts, notifications, and automation workflows without the need for coding skills. It facilitates seamless integration of data sources and interoperability between blockchain networks, reducing the burden on developers and increasing efficiency.

Glambase is an AI Influencer Creation Platform that allows users to design and launch custom AI influencers to engage and monetize audiences with personalized interactions. Users can create unique digital personas with a wide range of physical attributes and personality traits, generate content effortlessly, and monitor financial progress with real-time analytics. The platform offers exclusive perks for VIP members and early adopters, including a badge and unique number, private Discord server access, rewards, and early monetization opportunities. Glambase aims to revolutionize the influencer industry by providing a user-friendly tool for creating AI companions and generating revenue.

BotB9 is an AI chatbot application that is trained with your business data to provide personalized and programmable video guides. It serves as the missing link between businesses and their customers, offering features such as lead capture, order checkout, and customizable templates for various use cases. With BotB9, users can create their own AI chatbots without the need for coding, embed them on websites and mobile apps, and train them with specific business information to answer sales and support questions. The application allows unlimited chats, custom branding, and theme customization, making it a versatile tool for businesses looking to enhance customer interactions and streamline processes.

ad:personam is an AI-powered Self Serve DSP platform for programmatic advertising, designed to empower businesses of any size to thrive in the programmatic advertising space. It offers a comprehensive suite of programmatic advertising solutions, cutting-edge AI-driven insights and planning tools, and transparent pricing. With features like multi-format ad uploads, cookieless targeting, and in-depth reporting, ad:personam aims to simplify programmatic advertising with AI efficiency and effectiveness.

BoldDesk by Syncfusion is a comprehensive customer service software designed to effortlessly resolve 70% of customer inquiries through its all-in-one platform. It offers features such as ticketing system, live chat support, omnichannel inbox, knowledge base, task management, and AI Copilot for reducing support volume and increasing efficiency with Generative AI and automations. The software also provides workflow automation, contact management, customization options, reports & analytics, mobile app support, customer portal, apps & integrations, and satisfaction survey (CSAT). BoldDesk caters to startups, small businesses, and enterprises, offering solutions for email ticketing, shared inbox software, multi-brand help desk, internal help desk software, trouble ticketing software, and embedded help widgets.

FastServe-AI is a machine learning serving tool focused on GenAI & LLMs with simplicity as the top priority. It allows users to easily serve custom models by implementing the 'handle' method for 'FastServe'. The tool provides a FastAPI server for custom models and can be deployed using Lightning AI Studio. Users can install FastServe-AI via pip and run it to serve their own GPT-like LLM models in minutes.

The Google Cloud Vertex AI sample repository contains notebooks and community content that demonstrate how to develop and manage ML workflows using Google Cloud Vertex AI.

LitGPT is a command-line tool designed to easily finetune, pretrain, evaluate, and deploy 20+ LLMs **on your own data**. It features highly-optimized training recipes for the world's most powerful open-source large-language-models (LLMs).

BentoVLLM is an example project demonstrating how to serve and deploy open-source Large Language Models using vLLM, a high-throughput and memory-efficient inference engine. It provides a basis for advanced code customization, such as custom models, inference logic, or vLLM options. The project allows for simple LLM hosting with OpenAI compatible endpoints without the need to write any code. Users can interact with the server using Swagger UI or other methods, and the service can be deployed to BentoCloud for better management and scalability. Additionally, the repository includes integration examples for different LLM models and tools.

Ludwig is a declarative deep learning framework designed for scale and efficiency. It is a low-code framework that allows users to build custom AI models like LLMs and other deep neural networks with ease. Ludwig offers features such as optimized scale and efficiency, expert level control, modularity, and extensibility. It is engineered for production with prebuilt Docker containers, support for running with Ray on Kubernetes, and the ability to export models to Torchscript and Triton. Ludwig is hosted by the Linux Foundation AI & Data.

OpenLLM is a platform that helps developers run any open-source Large Language Models (LLMs) as OpenAI-compatible API endpoints, locally and in the cloud. It supports a wide range of LLMs, provides state-of-the-art serving and inference performance, and simplifies cloud deployment via BentoML. Users can fine-tune, serve, deploy, and monitor any LLMs with ease using OpenLLM. The platform also supports various quantization techniques, serving fine-tuning layers, and multiple runtime implementations. OpenLLM seamlessly integrates with other tools like OpenAI Compatible Endpoints, LlamaIndex, LangChain, and Transformers Agents. It offers deployment options through Docker containers, BentoCloud, and provides a community for collaboration and contributions.

Xorbits Inference (Xinference) is a powerful and versatile library designed to serve language, speech recognition, and multimodal models. With Xorbits Inference, you can effortlessly deploy and serve your or state-of-the-art built-in models using just a single command. Whether you are a researcher, developer, or data scientist, Xorbits Inference empowers you to unleash the full potential of cutting-edge AI models.

The Ersilia Model Hub is a unified platform of pre-trained AI/ML models dedicated to infectious and neglected disease research. It offers an open-source, low-code solution that provides seamless access to AI/ML models for drug discovery. Models housed in the hub come from two sources: published models from literature (with due third-party acknowledgment) and custom models developed by the Ersilia team or contributors.

ClearML Serving is a command line utility for model deployment and orchestration, enabling model deployment including serving and preprocessing code to a Kubernetes cluster or custom container based solution. It supports machine learning models like Scikit Learn, XGBoost, LightGBM, and deep learning models like TensorFlow, PyTorch, ONNX. It provides a customizable RestAPI for serving, online model deployment, scalable solutions, multi-model per container, automatic deployment, canary A/B deployment, model monitoring, usage metric reporting, metric dashboard, and model performance metrics. ClearML Serving is modular, scalable, flexible, customizable, and open source.

Cria is a Python library designed for running Large Language Models with minimal configuration. It provides an easy and concise way to interact with LLMs, offering advanced features such as custom models, streams, message history management, and running multiple models in parallel. Cria simplifies the process of using LLMs by providing a straightforward API that requires only a few lines of code to get started. It also handles model installation automatically, making it efficient and user-friendly for various natural language processing tasks.

Chat Nio is a next-generation AI one-stop solution that provides a rich and user-friendly interface for interacting with various AI models. It offers features such as AI chat conversation, rich format compatibility, markdown support, message menu support, multi-platform adaptation, dialogue memory, full-model file parsing, full-model DuckDuckGo online search, full-screen large text editing, model marketplace, preset support, site announcements, preference settings, internationalization support, and a rich admin system. Chat Nio also boasts a powerful channel management system that utilizes a self-developed channel distribution algorithm, supports multi-channel management, is compatible with multiple formats, allows for custom models, supports channel retries, enables balanced load within the same channel, and provides channel model mapping and user grouping. Additionally, Chat Nio offers forwarding API services that are compatible with multiple formats in the OpenAI universal format and support multiple model compatible layers. It also provides a custom build and install option for highly customizable deployments. Chat Nio is an open-source project licensed under the Apache License 2.0 and welcomes contributions from the community.

BentoML is an open-source model serving library for building performant and scalable AI applications with Python. It comes with everything you need for serving optimization, model packaging, and production deployment.

A chat interface using open source models, eg OpenAssistant or Llama. It is a SvelteKit app and it powers the HuggingChat app on hf.co/chat.

A curated list of Generative AI projects, tools, artworks, and models

Bodhi App runs Open Source Large Language Models locally, exposing LLM inference capabilities as OpenAI API compatible REST APIs. It leverages llama.cpp for GGUF format models and huggingface.co ecosystem for model downloads. Users can run fine-tuned models for chat completions, create custom aliases, and convert Huggingface models to GGUF format. The CLI offers commands for environment configuration, model management, pulling files, serving API, and more.

EmbedJs is a NodeJS framework that simplifies RAG application development by efficiently processing unstructured data. It segments data, creates relevant embeddings, and stores them in a vector database for quick retrieval.

KTransformers is a flexible Python-centric framework designed to enhance the user's experience with advanced kernel optimizations and placement/parallelism strategies for Transformers. It provides a Transformers-compatible interface, RESTful APIs compliant with OpenAI and Ollama, and a simplified ChatGPT-like web UI. The framework aims to serve as a platform for experimenting with innovative LLM inference optimizations, focusing on local deployments constrained by limited resources and supporting heterogeneous computing opportunities like GPU/CPU offloading of quantized models.

LLM-on-Ray is a comprehensive solution for building, customizing, and deploying Large Language Models (LLMs). It simplifies complex processes into manageable steps by leveraging the power of Ray for distributed computing. The tool supports pretraining, finetuning, and serving LLMs across various hardware setups, incorporating industry and Intel optimizations for performance. It offers modular workflows with intuitive configurations, robust fault tolerance, and scalability. Additionally, it provides an Interactive Web UI for enhanced usability, including a chatbot application for testing and refining models.

ServerlessLLM is a fast, affordable, and easy-to-use library designed for multi-LLM serving, optimized for environments with limited GPU resources. It supports loading various leading LLM inference libraries, achieving fast load times, and reducing model switching overhead. The library facilitates easy deployment via Ray Cluster and Kubernetes, integrates with the OpenAI Query API, and is actively maintained by contributors.

Instill Core is an open-source orchestrator comprising a collection of source-available projects designed to streamline every aspect of building versatile AI features with unstructured data. It includes Instill VDP (Versatile Data Pipeline) for unstructured data, AI, and pipeline orchestration, Instill Model for scalable MLOps and LLMOps for open-source or custom AI models, and Instill Artifact for unified unstructured data management. Instill Core can be used for tasks such as building, testing, and sharing pipelines, importing, serving, fine-tuning, and monitoring ML models, and transforming documents, images, audio, and video into a unified AI-ready format.

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