> Markdown version of https://www.gateonai.com/compare/knownote/precision-numerics (same content and live data as the page). > KnowNote (Free, 67/100) vs Precision Numerics (Free, 67/100). KnowNote scores higher on GateOnAI - see why. [Home](https://www.gateonai.com/) > [Compare](https://www.gateonai.com/compare) > KnowNote vs Precision Numerics # KnowNote vs Precision Numerics - AI Tool Comparison 2026 Data updated: 3 November 2026 (latest change to a listed tool; GateOnAI Scores are recomputed nightly) In-depth comparison of KnowNote and Precision Numerics. Compare features, pricing, use cases, and find the best AI tool for your needs. ## [KnowNote](https://www.gateonai.com/tools/knownote) Local desktop workspace for querying and managing your own sources **Category:** Research AI **Pricing:** Free **Best for:** Research AI [View KnowNote](https://www.gateonai.com/tools/knownote) ## [Precision Numerics](https://www.gateonai.com/tools/precision-numerics) 1-bit LLM that retains 85.9% of BF16 performance in just 247 MB **Category:** Research AI **Pricing:** Free **Best for:** Research AI [View Precision Numerics](https://www.gateonai.com/tools/precision-numerics) ## Side-by-Side Comparison | Feature | KnowNote | Precision Numerics | |---|---|---| | **Pricing** | Free | Free | | **Category** | Research AI | Research AI | | **Best For** | Research AI | Research AI | | **GateOnAI Score** | 67/100 | 67/100 | | **Website** | KnowNote | Precision Numerics | ## Frequently Asked Questions ### What is KnowNote? KnowNote is a desktop workspace that lets you read, question, and understand your own documents locally. It runs on Windows x64 and macOS Apple Silicon, requiring no Docker, server, or user account, and all data—including documents, notebooks, and embeddings—stays on your machine. The built‑in embedder creates embeddings offline, and retrieval is performed locally, supporting multilingual queries. The app records the exact passage each answer originates from, providing traceable citations that link back to the source text. You can import PDFs, DOCX, PPTX, or web pages, ask questions in your own words, and build structured notes beside the sources. Any compatible LLM endpoint—such as OpenAI, Anthropic, Google, or a local server like Ollama—can be added, with credentials stored locally. This design emphasizes privacy, reproducibility, and transparent evidence for every answer. GateOnAI Score: 67/100. ### What is Precision Numerics? Precision Numerics creates efficient algorithms that enhance the intelligence of personal devices and boost the efficiency of data centers. Their offerings include the Boole-1.7B chatbot and a 1-bit Qwen3-1.7B model that retains 85.9% of the BF16 benchmark average, showcasing strong performance with reduced computational resources. The focus is on making hardware more valuable through optimized software solutions. GateOnAI Score: 67/100. ### What is the difference between KnowNote and Precision Numerics? KnowNote is best for Research AI. Precision Numerics is designed for Research AI. KnowNote strengths: Listed as free to use; Online at our latest daily check. Precision Numerics strengths: Listed as free to use; Online at our latest daily check. ### Which is better: KnowNote or Precision Numerics? GateOnAI rates KnowNote 67/100 and Precision Numerics 67/100. KnowNote is tagged for Research AI. Precision Numerics is tagged for Research AI. Choose KnowNote if you need Listed as free to use. Choose Precision Numerics if you need Listed as free to use. ### Is KnowNote free? KnowNote offers Free pricing. Get started for free. ### Is Precision Numerics free? Precision Numerics offers Free pricing. Get started for free. ### What are the pros and cons of KnowNote vs Precision Numerics? KnowNote pros: Listed as free to use; Online at our latest daily check. Main limitation: No limitations recorded on GateOnAI. Precision Numerics pros: Listed as free to use; Online at our latest daily check. Main limitation: No limitations recorded on GateOnAI. ## Related Comparisons - [KnowNote vs Semantic Scholar](https://www.gateonai.com/compare/knownote/semantic-scholar) - [KnowNote vs PaperDigest AI](https://www.gateonai.com/compare/knownote/paperdigest-ai) - [KnowNote vs Khoj](https://www.gateonai.com/compare/knownote/khoj) - [KnowNote vs GLAD-AI-TOR](https://www.gateonai.com/compare/knownote/glad-ai-tor) [Compare more AI tools](https://www.gateonai.com/compare) | [Browse all 3164 AI tools](https://www.gateonai.com/browse) --- Source: https://www.gateonai.com/compare/knownote/precision-numerics - GateOnAI. Product names and trademarks belong to their owners; provider statements are the providers' own words.