mach11 vs noni

Mach11 is an AI-powered task automation app that helps you complete complex workflows using natural language. Describe what you want to accomplish, and Mach11 coordinates intelligent actions to carry out the task efficiently—reducing manual effort and saving time. Key Features AI-driven task automation for user-defined workflows Natural language prompts to describe tasks and instructions Secure execution of tasks initiated by the user File and image uploads to support advanced workflows Optional platform integrations using user-provided credentials Privacy-first design with industry-standard encryption Mach11 only performs actions that are explicitly requested by the user. Any credentials provided for task execution are optional and securely handled. Data is used solely to deliver requested functionality and improve reliability. Whether you’re managing online tasks, automating repetitive actions, or coordinating complex workflows, Mach11 helps you work more efficiently with AI. Support: support@mach11.io Learn more: https://mach11.io/

noni is a team of small AI models that live on your device. Instead of one giant model in the cloud, noni orchestrates several small open-weight language models locally: a tiny router reads each request and hands it to the right specialist - general chat, coding, or writing. Nothing you type ever leaves your device. PRIVATE BY ARCHITECTURE • zero data collection - no account, no analytics, no tracking • conversations are stored only on your device • the network is used for one thing: downloading model weights from Hugging Face • after a model is downloaded, it works in airplane mode A TEAM, NOT A SINGLE MODEL • auto - a 0.6B router classifies each request and picks the specialist • solo - pin any downloaded model and talk to it directly • relay - pipelines like draft → polish, one model refining another's work • council - two models answer, a third merges the best of both BUILT TO RUN ON YOUR DEVICE • Apple's MLX framework with 4-bit quantized models and streaming replies • markdown rendering with copyable code cards • background, resumable model downloads • automatic conversation titles, edit & resend, regenerate • add any public model from Hugging Face by pasting a link • a strict black-and-white design: no clutter, no color, no distractions MODELS & SIZES (download only what you need) • qwen3 0.6b - router and quick chat, ~350 MB • llama 3.2 1b - everyday general model, ~710 MB • gemma 3 1b - rewriting and summarizing, ~770 MB • qwen2.5 coder 1.5b - writes and explains code, ~880 MB • qwen3 1.7b - stronger generalist for recent devices, ~980 MB • llama 3.2 3b - the most capable, for high-memory devices, ~1.8 GB The starter pack (router + general model) is about 1.1 GB. Models are free, open-weight, and hosted on Hugging Face. HONEST EXPECTATIONS Small local models are fast, private, and surprisingly capable for everyday questions, quick code snippets, and rewrites - but they are not cloud giants. Expect roughly 10-30 tokens per second on recent devices, and occasional mistakes. That is the trade for total privacy, zero cost, and offline use. Requires iOS 17 or later. On older or lower-memory devices, stick to the smaller models; the library labels which models want a high-memory device. Built with Llama. Qwen models are Apache-2.0 by Alibaba Cloud; Gemma is provided under Google's Gemma Terms of Use; inference runs on Apple's open-source MLX.