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AI · alternatives · 2026

24 alternatives to Ferret

Refer and ground anything anywhere at any granularity

Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Ferret launched in 2024; newer entries below may have overtaken it.

  1. 1

    AI image tool that lets you make edits by describing them

    2024 · huggingface.co · its alternatives →

  2. 2
    InternVL3▲135

    Open MLLMs excelling in vision, reasoning & long context

    2025 · its alternatives →

  3. 3

    First TTS model to support all 22 Indic languages + English

    2024 · its alternatives →

  4. 4

    How small can a language model be while still doing something useful? I wanted to find out, and had some spare time over the holidays. Z80-μLM is a character-level language model with 2-bit quantized weights ({-2,-1,0,+1}) that runs on a Z80 with 64KB RAM. The entire thing: inference, weights, chat UI, it all fits in a 40KB .COM file that you can run in a CP/M emulator and hopefully even real hardware! It won't write your emails, but it can be trained to play a stripped down version of 20 Questions, and is sometimes able to maintain the illusion of having simple but terse conversations…

    Dec 2025 · github.com · its alternatives →

  5. 5

    Locally run an Instruction-Tuned Chat-Style LLM . Contribute to antimatter15/alpaca.cpp development by creating an account on GitHub.

    2023 · github.com · its alternatives →

  6. 6

    0.8B-9B native multimodal w/ more intelligence, less compute

    Mar 2026 · huggingface.co · its alternatives →

  7. 7
    Qwen3.5▲288

    The 397B native multimodal agent with 17B active params

    Feb 2026 · qwen.ai · its alternatives →

  8. 8

    Multilingual, Multimodal AI from Cohere

    2025 · cohere.com · its alternatives →

  9. 9

    The end-to-end model powering multimodal chat

    2025 · github.com · its alternatives →

  10. 10
    Llama 4▲422

    A new era of natively multimodal AI innovation

    2025 · developer.meta.com · its alternatives →

  11. 11

    Fast LLMs for low-latency and high-performance workflows

    Jun 2026 · jetbrains.com · its alternatives →

  12. 12
    Pinch▲535

    Hey HN! I’m Christian, daily lurker and some might remember our original launch post (https://news.ycombinator.com/item?id=42935355). Today we're launching Pinch for Mac, which we believe is a step-change improvement in real-time AI translation. Our vision is to make cross-lingual conversations feel as natural as regular conversations. TL:DR During an online meeting, the app instantly transcribes and translates all audio you hear, and allows you to decide when you translate your voice and when you don't. It's invisible to others (like Granola), and works everywhere without any…

    2025 · startpinch.com · its alternatives →

  13. 13
    Apple MLX▲138

    An array framework for machine learning on Apple silicon

    2023 · pypi.org · its alternatives →

  14. 14

    Fast, accurate STT for production-grade voice agents

    May 2026 · ringg.ai · its alternatives →

  15. 15
    GLM-4.5▲298

    Unifying agentic capabilities in one open model

    2025 · z.ai · its alternatives →

  16. 16

    Al conversations on demand on any topic

    2025 · apps.apple.com · its alternatives →

  17. 17

    Modular Interface for visually interactive AI responses

    Mar 2026 · github.com · its alternatives →

  18. 18

    Google's first natively multimodal embedding model

    Mar 2026 · blog.google · its alternatives →

  19. 19
    Zoo▲234

    A free, open-source playground for AI image models

    2023 · zoo.replicate.dev · its alternatives →

  20. 20
    StableLM▲146

    Stability AI's language models

    2023 · stability.ai · its alternatives →

  21. 21
    Fuyu-8B▲114

    A multimodal architecture for AI agents

    2023 · adept.ai · its alternatives →

  22. 22
    FastVLM▲14

    Lightweight open-source vision models for Apple devices

    2025 · github.com · its alternatives →

  23. 23
    Molmo 2▲98

    SOTA video understanding, pointing, and tracking VLM

    Dec 2025 · allenai.org · its alternatives →

  24. 24

    Ultra-efficient 1.3B vision-language model for mobile

    May 2026 · github.com · its alternatives →

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Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →