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The SOTA Collection

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627Selected products
17Categories
29Tags
Latest reviewOct 16, 2026
This week on SOTA

102 products added, including Meilisearch, Sourcery, Vespa

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

57 renames, acquisitions and shutdowns tracked

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Showing 1–24 of 627 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.

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Wayground

wayground.com

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

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Formative

www.formative.com

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

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Paperguide

paperguide.ai

A scientific research workspace combining literature search, reference management, evidence extraction, systematic reviews and citation-grounded writing.

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Anara

anara.com

An AI research workspace for searching scientific literature, asking questions across a saved library and extracting cited tables from papers.

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Brisk Teaching

www.briskteaching.com

An AI assistant that helps teachers create lessons, give writing feedback, and adapt classroom materials inside their existing browser workflows.

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gptme

gptme.org

An AI agent for the terminal that can edit files, run shell and Python commands, browse the web and connect to tools through MCP.

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LangWatch

langwatch.ai

An AI engineering platform for tracing model and tool calls, testing agents with simulated conversations, evaluating outputs and managing prompts.

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A Python framework for extracting, classifying and generating structured data with language models, and coordinating agents through tasks and conversation threads.

6,205
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llamafile

www.mozilla.ai

Packages a language model, inference engine and runtime into a single executable for running LLMs locally across desktop operating systems.

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A retrieval framework that combines knowledge graphs and vector embeddings, with a server, REST API and web interface for indexing and querying documents.

40,158
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exo

exolabs.net

Local inference software that connects devices into an AI cluster, distributes models across them and exposes a dashboard and compatible model APIs.

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Sourcery

www.sourcery.ai

An AI code reviewer for GitHub and GitLab that posts pull-request summaries, inline review comments and suggested code fixes.

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Paxton

www.paxton.ai

An AI litigation workspace that connects matter files, legal research and source-grounded drafting, with reusable instructions and optional web search.

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Mindgard

mindgard.ai

An AI security platform for discovering attack surfaces, running adversarial tests against models and agents, and reviewing defensive gaps and remediation guidance.

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Enconvo

www.enconvo.com

A Mac AI assistant that uses screen and selected-text context to work across apps, automate browser tasks and run custom workflows.

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Superdesign

superdesign.dev

An AI product design agent that generates UI mockups and designs from prompts on an infinite canvas, where you compare variants side by side and refine them in a web app or through a coding-agent skill.

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Numeric

www.numeric.io

An accounting platform with AI agents for reconciliations, variance analysis and close workflows, plus MCP access to financial data and tasks.

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ACE Studio

acestudio.ai

An AI music-production studio for creating singing vocals and instrument performances from MIDI, editing audio and separating stems.

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Evidently

www.evidentlyai.com

An open-source Python framework for evaluating LLM outputs, testing AI systems and monitoring data quality and model drift.

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Draftwise

www.draftwise.com

An AI contract drafting and review platform that uses a law firm’s precedent, deal history and playbooks to support drafting, redlining and negotiation.

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Blaze

www.blaze.ai

An AI marketing workspace that plans, generates, schedules and publishes brand-specific text, visual and video content.

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