Amd AI citations

{{[[NVIDIA]]:https://aimagazine.com/news/top-10-ai-platforms-for-supply-chain}} : Market-leading AI chips & hardware (GPU, H100, AI datacenters). {{[[AMD]]:https://aimagazine.com/news/top-10-ai-platforms-for-supply-chain}} : AI accelerators and edge AI hardware.

Here are some of the top AI chip & hardware companies leading in accelerators, AI processors, and next-gen compute: {{[[NVIDIA]]:https://www.nvidia.com}} Ñ dominant in GPUs for AI training & inference (Blackwell, Grace, etc.) TechTarget +1 {{[[AMD]]:https://www.amd.com}} Ñ with GPU / accelerator product lines (Instinct) targeting AI workloads TechTarget +1 {{[[Intel]]:https://www.intel.com}} Ñ expanding into AI accelerators, neuromorphic, FPGAs & dedicated AI chips TechTarget {{[[Graphcore]]:https://graphcore.ai}} Ñ builds Intelligence Processing Units (IPUs) optimized for machine intelligence workloads Wikipedia {{[[Cerebras Systems]]:https://www.cerebras.ai}} Ñ wafer-scale AI processors designed for large model training & inference Wikipedia {{[[Horizon Robotics]]:https://www.horizonrobotics.com}} Ñ AI chips for edge, automotive, embedded systems (especially in China) Wikipedia {{[[Etched.ai]]:https://www.etched.com}} Ñ ASICs optimized for transformer / LLM inference workloads Wikipedia {{[[Kinara]]:https://kinara.ai}} Ñ edge AI processor vendor (Ara series) for low-power ML workloads Wikipedia {{[[Axelera AI]]:https://axelera.ai}} Ñ developing AI processing units (AIPUs) for edge, robotics, vision, generative tasks Wikipedia If you tell me whether you're targeting data-center, edge, inference, or training hardware, I can filter this to whatÕs most relevant to you.

Could you clarify if you mean **system requirements for ChatGPT apps**, or for **running AI models locally**? Here are both in short form 👇 --- ### 🔹 ChatGPT Apps * **macOS app** → macOS 14+, Apple Silicon (M1 or newer) ([help.openai.com](https://help.openai.com/en/articles/9395554-what-are-the-system-requirements-for-the-chatgpt-macos-app?utm_source=chatgpt.com)) * **Windows app** → Windows 10 (x64/ARM64) build 17763+ ([help.openai.com](https://help.openai.com/en/articles/9982051-using-the-chatgpt-windows-app?utm_source=chatgpt.com)) * **Browser use** → Modern browser + stable internet (≥10 Mbps) --- ### 🔹 Running AI Models Locally * **Small LLMs (\~7B params)** → 16 GB RAM / VRAM minimum * **Medium (20B)** → 24–32 GB RAM or GPU with ≥16 GB VRAM * **Large (100B+)** → \~80 GB memory (mix of system RAM + GPU VRAM) ([techradar.com](https://www.techradar.com/ai-platforms-assistants/chatgpt/how-to-run-openais-gpt-oss-ai-models-on-your-laptop?utm_source=chatgpt.com)) --- ✅ In short: * **For ChatGPT app** → just need a modern Mac/Windows system. * **For local AI models** → need high RAM/VRAM depending on model size. Do you want me to focus on **your Mac setup** (since you code in Python there) and list the specs needed to run local LLMs efficiently?

**System requirements** are the minimum hardware, software, and network specifications needed to install, run, or access a particular program, service, or device efficiently and without compatibility issues. They ensure the system operates as intended and can include components such as operating system version, processor speed, memory, storage, internet speed, and compatible software like web browsers. System requirements are typically divided into *minimum* (the least capable setup to run the software) and *recommended* (ideal setup for optimal performance). Clearly stating system requirements helps manage user expectations and reduces technical support issues. For example, a cloud-based tool might require a modern browser, a minimum internet speed, and a recent OS version to function properly{{citation Cobrief https://www.cobrief.app/resources/legal-glossary/system-requirements-overview-definition-and-example/}}{{citation requirements https://requirements.com/Content/What-is/what-are-system-requirements}}{{citation Wikipedia https://en.wikipedia.org/wiki/System_requirements}}.

**Claude Answer:** System requirements typically vary depending on the specific software or system. However, I'll provide a general overview of common system requirements: Minimum Hardware Requirements: - Processor: Intel Core i3/AMD equivalent - RAM: 4-8 GB - Storage: 128 GB SSD/HDD - Graphics: Integrated graphics card Recommended Hardware: - Processor: Intel Core i5/i7 or AMD Ryzen - RAM: 16 GB - Storage: 256 GB SSD - Graphics: Dedicated GPU Operating System Options: - Windows 10/11 {{citation Microsoft https://www.microsoft.com}} - macOS {{citation Apple https://www.apple.com}} - Linux distributions {{citation Linux https://www.linux.org}} Common Software Requirements: - Updated web browsers - Antivirus software - Latest system updates Network Requirements: - Broadband internet connection - Minimum 5 Mbps download speed Specific requirements depend on intended use (gaming, professional work, general computing). For precise details, always check the specific software or system's official documentation.

**Google AI Answer (with Grounding):** System requirements are the specific hardware and software components a computer needs to run a program, application, or game effectively. They ensure compatibility and optimal performance. These requirements are typically categorized as minimum and recommended. * **Minimum Requirements:** These represent the bare minimum a system needs to run the software. Performance may be suboptimal, and some features might be unavailable. * **Recommended Requirements:** These specifications provide a better user experience with smooth performance and access to all features. **Key System Requirements Components:** * **Operating System (OS):** Specifies the compatible OS version (e.g., Windows 11, macOS 12). * **Processor (CPU):** Details the required CPU speed and type (e.g., Intel Core i5, AMD Ryzen 5). The CPU is crucial for executing instructions and calculations. * **Memory (RAM):** Indicates the amount of RAM needed (e.g., 8GB, 16GB). RAM is essential for temporarily storing data that the software actively uses. * **Storage:** Specifies the required hard drive space or SSD capacity (e.g., 500GB, 1TB) and sometimes the type (HDD or SSD). This is where the software, related files, and user data are stored. * **Graphics Card (GPU):** For graphically demanding applications or games, the required GPU and VRAM are specified (e.g., NVIDIA GeForce RTX 3060, AMD Radeon RX 6600). The GPU handles graphical processing and rendering. * **Display:** Specifies the minimum resolution (e.g., 1920x1080) and sometimes refresh rate. * **Peripherals:** May include requirements for specific peripherals like webcams, microphones, or controllers. * **Software:** May include specific software requirements like DirectX, .NET Framework, or specific drivers. * **Internet Connection:** Some software requires an internet connection for updates, online features, or multiplayer functionality. **Other Considerations:** * **Virtual Machines:** If running software within a virtual machine, both the host and guest operating systems must meet the software's requirements. * **External Devices:** While external storage can supplement storage requirements, core components like CPU and RAM typically cannot be replaced with external devices. It's important to check the system requirements before installing any software or hardware to ensure compatibility and avoid performance issues. Choosing a system that meets the recommended requirements usually provides a better overall experience. **Real-time Web Search Results:** **Search Queries Used:** what are the system requirements for a computer **Sources Found:** 4 web sources **Top Sources:** 1. [wikipedia.org](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFf6XuarDR05VTfI3oEUq3RrB7eblFdle8Oz88PzX0zKD7iFNHamRQnFgE-yLqbrFxzeoxZ_NgkkWbeTCKXGgIrkLGvw38vFA_w6usPJAEZnK-_AElHKRo39jsognJYy7B9ZaTm2jHlw_DOpg==) 2. [requirements.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEqKajHn-FXwppD3LPu2hLFy323p7eRQcusk0MIsMFidI3-DbQU5staGkfrCpVtkbiUMo5t2SHgclh_IWEeno7d8YyJiKTwOa0zBeBhWHilfr4UYFWrLFwmJ3RcmpL7hyL2Ui04uUbvH8LlOEBmQVs5vPa8b43wy1xGe0QQAK0Z) 3. [lenovo.com](https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQF-wfxu8xbbc8weHFLZ0lISHC0pRt_KourHQ1VQsOD9ilsG5rBgbnjZHo9xm1thnVOoYgSwBRRf01L4kyOI75xU5hvoK4n91AGxrQidlIER4INI3_-Zhth0MzvnKLNnwzrQKoLgeGiahdoTH1Oty683IVC0GQ==)

Here are some 5-star hotels known for offering butler service: {{[[St. Regis Hotels & Resorts]]:https://www.marriott.com/marriott/business/st-regis-hotels.html}} Ñ St. RegisÕs Signature Butler Service available at over 40 properties worldwide. St. Regis Hotels & Resorts {{[[The Ritz London]]:https://www.theritzlondon.com}} Ñ offers dedicated Ritz butler service (7amÐ11pm) including in-room dining, unpacking, and personal requests. The Ritz London {{[[The Connaught]]:https://www.the-connaught.co.uk}} Ñ provides 24-hour butler service for suites and select rooms (unpacking, tea/coffee, packing, dining) The Connaught {{[[Mandarin Oriental Hotel Group]]:https://www.mandarinoriental.com}} Ñ many properties (e.g. Mandarin Oriental, Sanya) include dedicated butler service for villas or suites. Wikipedia {{[[Rosewood Hotels & Resorts]]:https://www.rosewoodhotels.com}} Ñ selected suites at Rosewood Mansion on Turtle Creek offer complimentary butler services. Rosewood Hotels If you tell me the region youÕre interested in (e.g. Asia, Europe, Caribbean), I can narrow the list further.

Many 5-star hotels worldwide offer personalized butler service as a hallmark of their luxury experience. Below are notable examples of hotels and brands where butler service is a key offering:[1][2][3] ### Iconic Hotels with Butler Service - **The Ritz London**: Provides dedicated butlers for personalized support, event assistance, in-room dining, shopping, and seamless comfort, starting at £360/day.[4] - **ClaridgeÕs, London**: Butler service in signature suites includes private event hosting, packing/unpacking, laundering, itinerary planning, and personalized in-room experiences.[2] - **The Connaught, London**: Offers tasks like 24-hour in-room dining, packing, pressing, and even sartorial advice with their expert butler team.[5] - **The Park Tower Knightsbridge, London**: Suites come with butlers organizing wake-up calls, packing/unpacking, complimentary drinks, and pressing of garments.[6] - **La RŽserve Paris Ð Hotel and Spa**: Every guest is assigned a personal butler for every needÑfrom daily conveniences to orchestrating special experiences.[7] - **St. Regis Hotels & Resorts (worldwide)**: Renowned for pioneering hotel butler service, available at all properties; includes unpacking/packing, beverage service, garment pressing, and arranging in-room dining.[3][8] - **Hotel Imperial, Vienna**: Butler service for suite guests, offering welcome ceremonies, daily culinary greetings, laundry, shoeshine, and personalized experiences.[9] ### Other Major 5-Star Options with Butler Service - **Banyan Tree Krabi (Thailand)** - **Regnum The Crown (Turkey)** - **Shangri-La Phnom Penh (Cambodia)** - **Bilgah Beach Hotel (Azerbaijan)** - **Sofitel Phnom Penh Phokeethra (Cambodia)** - **Ciragan Palace Kempinski (Turkey)** - **The Lanesborough, London**: All rooms have butler service for guests.[10] - **Sandals Resorts (Caribbean)**: Butler Elite rooms include personal butlers for beach curation, dining service, and bespoke requests.[11] ### Typical Butler Services - Unpacking and packing concierge - Garment pressing and shoe shine - Private in-room dining experiences and beverage service - Itinerary planning and reservations - Arranging special experiences, such as private events or bath preparation 5-star hotels with butler service elevate the luxury stay, often including not only traditional tasks but also highly personalized and anticipatory guest experiences.[1][4][2][3] [1](https://theluxuryeditor.com/facility/butler-service/) [2](https://www.claridges.co.uk/concierge-and-services/butler-service/) [3](https://st-regis.marriott.com/culture/butler-service/) [4](https://www.theritzlondon.com/about-the-ritz/the-ritz-butler-service/) [5](https://www.the-connaught.co.uk/concierge-and-services/the-connaught-butler/) [6](https://www.marriott.com/en-gb/hotels/lonlc-the-park-tower-knightsbridge-a-luxury-collection-hotel-london/rooms/) [7](https://www.lareserve-paris.com/en/actualites/un-butler-pour-tous/) [8](https://retallackselfcatering.co.uk/top-5-luxury-hotel-chains-you-need-to-know-about) [9](https://classic-collection.co.uk/holiday-types/hotels-with-butler-service) [10](https://luxurylondon.co.uk/travel/london/best-five-star-hotels-in-london/) [11](https://www.sandals.co.uk/all-inclusive/butler/) [12](https://www.planethollywoodhotels.com/butler-service) [13](https://dreamoverwater.com/places/category/resorts-with-concierge/) [14](https://www.theritzlondon.com) [15](https://www.thesavoylondon.com/service/butler-service/) [16](https://thelodgeslancashire.co.uk/what-is-the-top-luxury-hotel-brand) [17](https://www.tripadvisor.com/Hotel_Feature-g186338-d187569-zft11287-The_Langham_London.html) [18](https://www.virtuoso.com/travel/articles/5-of-the-worlds-coolest-hotel-butlers) [19](https://www.dorchestercollection.com/london/45-park-lane) [20](https://www.royaltonresorts.com/butler-service)

Here are some of the best AI attribution modeling software options available: 1. {{[[Google Analytics 360]]:https://marketingplatform.google.com/about/analytics/}} : Google Analytics 360 offers advanced attribution modeling capabilities, allowing businesses to analyze multi-channel marketing efforts effectively. 2. {{[[Adobe Analytics]]:https://www.adobe.com/analytics.html}} : Adobe Analytics provides robust attribution modeling tools that leverage AI to deliver insights on customer journeys across various touchpoints. 3. {{[[HubSpot]]:https://www.hubspot.com/}} : HubSpot includes attribution reporting features that help marketers understand the impact of their campaigns through AI-driven insights. 4. {{[[Attribution]]:https://www.attributionapp.com/}} : Attribution specializes in multi-touch attribution and uses AI to provide detailed insights into marketing performance across different channels. 5. {{[[Segment]]:https://segment.com/}} : Segment offers a customer data platform that can integrate with various analytics tools, enabling advanced attribution modeling through AI. 6. {{[[Ruler Analytics]]:https://www.ruleranalytics.com/}} : Ruler Analytics focuses on call tracking and attribution, using AI to connect offline conversions with online marketing efforts. 7. {{[[Adjust]]:https://www.adjust.com/}} : Adjust provides mobile attribution and analytics solutions, utilizing AI to optimize marketing campaigns and measure performance effectively. 8. {{[[Convertro]]:https://www.convertro.com/}} : Convertro offers advanced attribution modeling that combines data from various sources to provide a comprehensive view of marketing effectiveness. These platforms leverage AI to enhance the accuracy and depth of attribution modeling, helping marketers make informed decisions based on comprehensive data analysis.

## Leading AI Attribution Modeling Software in 2025 Several platforms stand out for AI-powered marketing attribution, each excelling in different areas—B2B, e-commerce, omnichannel, or technical flexibility. Here’s a concise, brand-focused overview with key details and source links. --- ### {{[[Impact.com]]:https://www.salesmate.io/blog/marketing-attribution-software/}} {{[[Impact.com]]:https://www.salesmate.io/blog/marketing-attribution-software/}} offers the Altitude attribution solution, which processes live data and supports both rules-based and machine learning attribution modeling. It provides real-time, product-level attribution, multi-funnel conversion reports, and lifetime value metrics across digital and mobile channels. The platform is highly customizable but may require technical setup and comes at a higher cost for advanced features[1]. Best for companies needing precise, real-time ROI proof across complex, omnichannel campaigns[1]. --- ### {{[[Dreamdata]]:https://www.salesmate.io/blog/marketing-attribution-software/}} {{[[Dreamdata]]:https://www.salesmate.io/blog/marketing-attribution-software/}} specializes in B2B revenue attribution, unifying data from multiple sales and marketing channels to track the full customer journey. It supports custom attribution models tailored to complex B2B cycles, offers clear channel performance analytics, and avoids oversimplified models like first/last touch. Dreamdata is praised for reliable, actionable insights and robust data integration, making it a top choice for B2B teams focused on revenue analytics[5][7]. --- ### {{[[Segment]]:https://www.bestever.ai/post/attribution-tracking-software}} {{[[Segment]]:https://www.bestever.ai/post/attribution-tracking-software}} (by Twilio) is a flexible data layer that collects, cleans, and routes customer data across platforms, enabling detailed multi-touch attribution. It’s highly technical and integration-heavy, ideal for larger teams needing to build custom attribution models across ads, CRMs, and product usage. Segment provides a complete view of the customer journey but requires significant setup and technical expertise[4]. --- ### {{[[ThoughtMetric]]:https://growify.ai/multi-touch-attribution-tools/}} {{[[ThoughtMetric]]:https://growify.ai/multi-touch-attribution-tools/}} is built for e-commerce, tracking customer behavior across ads, email, and site visits, then mapping attribution to revenue. It uses UTM tracking and direct platform integrations (Facebook, TikTok, Google Ads, email providers) and offers a 60-day attribution window, useful for longer sales cycles. Pricing scales with site traffic, starting at $99/month for lower volumes[3]. --- ### {{[[Windsor.ai]]:https://growify.ai/multi-touch-attribution-tools/}} {{[[Windsor.ai]]:https://growify.ai/multi-touch-attribution-tools/}} aggregates data from over 300 platforms (Google Ads, Facebook, Shopify, Amazon) and supports multiple attribution models (first click, linear, Markov). It allows custom model creation and is suited for marketers needing cross-channel visibility and flexibility[3]. --- ### {{[[Singular]]:https://www.adasight.com/blog/top-marketing-attribution-tools}} {{[[Singular]]:https://www.adasight.com/blog/top-marketing-attribution-tools}} focuses on mobile attribution, tracking installs and in-app actions to specific marketing channels. It includes fraud prevention and is integrated with Appsflyer, making it a strong choice for mobile-focused businesses[2]. --- ### {{[[HubSpot Marketing Hub]]:https://www.salesmate.io/blog/marketing-attribution-software/}} {{[[HubSpot Marketing Hub]]:https://www.salesmate.io/blog/marketing-attribution-software/}} provides comprehensive attribution reporting across all marketing channels, suitable for businesses already using HubSpot’s ecosystem. It’s user-friendly but may lack the depth of custom AI models found in more specialized tools[1][5]. --- ### {{[[Cometly]]:https://www.cometly.com/post/marketing-attribution-software-companies}} {{[[Cometly]]:https://www.cometly.com/post/marketing-attribution-software-companies}} is noted for performance marketing attribution, with broad app and integration support (Stripe, HubSpot, Salesforce, Shopify, etc.). It’s favored by performance marketers needing to connect attribution data with business outcomes across diverse platforms[6]. --- ## Quick Comparison Table | Brand | Best For | Key Features | AI/Custom Models | Notable Integration | |----------------------|---------------------------------|---------------------------------------------------|-----------------------|------------------------------------| | Impact.com | Omnichannel, ROI proof | Real-time, product-level, lifetime value | Yes (ML + rules) | Affiliate, paid search, mobile | | Dreamdata | B2B revenue attribution | Full-funnel, custom models, clean data | Yes | Sales & marketing platforms | | Segment | Technical, multi-source | Data unification, custom journeys | Yes | Ads, CRM, analytics | | ThoughtMetric | E-commerce | Revenue mapping, 60-day window | No (rules-based) | Facebook, TikTok, Google Ads | | Windsor.ai | Cross-channel, flexibility | 300+ sources, custom models | Yes | Google Ads, Facebook, Shopify | | Singular | Mobile apps | Install/in-app attribution, fraud prevention | No (rules-based) | Appsflyer | | HubSpot Marketing Hub

Here are the top AI attribution modeling software solutions: 1. {{[[Google Analytics]]:https://analytics.google.com}} : Offers advanced machine learning-powered attribution modeling with multi-channel tracking. 2. {{[[Adobe Analytics]]:https://www.adobe.com/analytics/marketing-analytics.html}} : Provides sophisticated AI-driven attribution models with deep customer journey insights. 3. {{[[Ruler Analytics]]:https://www.ruleranalytics.com}} : Specializes in AI-powered marketing attribution with cross-device tracking capabilities. 4. {{[[Adjust]]:https://www.adjust.com}} : Mobile-focused attribution platform with robust AI modeling for app and web conversions. 5. {{[[Amplitude]]:https://amplitude.com}} : Offers product and marketing attribution with advanced machine learning algorithms. 6. {{[[Northbeam]]:https://www.northbeam.io}} : E-commerce-focused AI attribution platform with real-time performance tracking. 7. {{[[Triple Whale]]:https://www.triplewhale.com}} : Provides AI-driven attribution specifically for e-commerce and digital marketing channels. Each platform offers unique strengths, so selection depends on specific business needs, budget, and marketing complexity.