Submit projectSubmit

The SOTA Collection

Good products. Worth finding.

Discover AI products and the people building them. Explore what they do, or share what you’re creating.

640Selected products
17Categories
29Tags
Latest reviewOct 29, 2026
This week on SOTA

13 products added, including BentoML, Ellipsis, Label Studio

New comparison: Ollama vs LM Studio vs llamafile for local LLMs

69 renames, acquisitions and shutdowns tracked

Recently reviewed
Explore the collection
Try a search

Discover projects640

Showing 1–24 of 640 projects

Muse

muse.ai

Meta's personal AI agent that carries out tasks such as sending emails and booking travel, and works toward longer-term goals with personalized plans.

Details

Gemini Notebook

notebook.google

Google's AI research tool, formerly NotebookLM, that analyzes the sources you provide and helps you understand them.

Details

Wayground

wayground.com

A classroom learning platform, formerly Quizizz, with AI tools for generating, importing and adapting assessments, presentations and study resources.

Details

Formative

www.formative.com

A teaching and assessment platform with Luna AI for creating lessons and questions, plus live student responses and instructional feedback.

Details

Ellipsis

www.ellipsis.dev

A managed cloud platform for running coding agents in isolated environments with repository-defined workflows, permissions and spending budgets.

Details

ZenML

www.zenml.io

An open-source Python framework for orchestrating ML and LLM pipelines with versioned artifacts, step caching and configurable infrastructure stacks.

Details

iArt

www.iart.ai

An AI motion graphics agent that turns prompts, images, PDFs, links or audio into animated explainers, titles and logo animations you revise by chat.

Details

Label Studio

labelstud.io

An open-source platform for labeling multimodal datasets and collecting human evaluations of AI outputs.

Details

BentoML

docs.bentoml.com

An open-source Python framework for turning AI models into inference APIs and packaging multi-model services for deployment.

Details

Latitude

latitude.so

An agent observability platform that traces production sessions, groups recurring failures and sends coding agents the context to investigate fixes.

Details

Novastart

novastart.com

A desktop operating system whose desktop is an infinite canvas, where apps run as windows and up to 10 AI agents work visibly with their own cursors.

Details

StackAI

www.stackai.com

An enterprise platform for building and deploying AI agents that connect models, company data and business workflows.

Details

Tunenoodle

tunenoodle.com

A browser music studio with credit-based AI song generation and free local tools such as Audio to MIDI, a MIDI editor and Tap Tempo.

Details

An open-source (MIT), local-first desktop app where a Commander agent splits a goal into tasks for specialist agents and coding agents such as Claude Code and Codex.

3,886
Details

speaking.app

speaking.app

AI speaking practice for pitches, interviews and speeches: speak out loud, then get feedback on structure, pace, pauses, emphasis and filler words.

Details

Promptfoo

www.promptfoo.dev

An open-source tool and platform for red teaming, security testing and evaluating LLM applications; being acquired by OpenAI.

Details

SocialBee

socialbee.com

A social media management tool with AI content creation, strategy assistance, scheduling and analytics across connected profiles.

Details

Glif

glif.app

A creative AI workspace that turns briefs and reference assets into images, videos and audio through a shared chat workflow.

+1
Details

TurboScribe

turboscribe.ai

Transcribes audio and video files to text in 98+ languages using Whisper, and translates transcripts or subtitles into 134+ languages.

Details

Hedra

www.hedra.com

Visual generation models and an agent for teams that plans multi-step image, video and audio work, with an API for developers.

Details

Make a more informed choice.

All guides (8)All comparisons (8)