Planet AI citations

Here’s a compact set of **Generative-UI design patterns** that work well in domain/enterprise tools, with solid references for each: * **Ask → Edit → Agent (mode switching)**: start with Q\&A, escalate to draft edits, then let an agent execute bounded tasks; always expose scope & rollback. ([The GitHub Blog][1]) * **Sidecar copilot (in-app focus)**: persistent right/left pane that stays in the user’s workflow with quick actions, context chips, and safe “apply” controls. ([Microsoft Learn][2]) * **Structured prompt builders**: form-like inputs, parameters, and constraints instead of raw free text for repeatable, auditable outcomes. ([pair.withgoogle.com][3]) * **Plan → Preview → Apply (diff-first)**: show a plan and a visual diff before changes; require explicit confirmation and provide undo/versioning. ([UX Collective][4]) * **Outcome-oriented canvases**: users state intent; UI composes the steps/components and adapts layout dynamically to reach the goal. ([Nielsen Norman Group][5]) * **Tuners & Governors**: adjustable sliders/switches to steer style/strictness and hard guardrails for safety (scope, data boundaries). ([shapeof.ai][6]) * **Confidence & provenance affordances**: show “draft” labels, uncertainty/confidence hints, and citations/traceback for generated results. ([pair.withgoogle.com][3], [Nielsen Norman Group][7]) * **Inline suggestions**: non-modal, inline proposals (e.g., code/text/table rows) that are easy to accept/modify/reject. ([UX Collective][4]) * **Error-aware recovery**: obvious escape hatches—revert, manual override, escalate to human, and targeted re-prompts. ([UX Collective][4]) * **Domain tool integration (actions & tools)**: expose verbed buttons the agent can call (simulate first, then run) with scoping and audit logs. ([Microsoft Learn][8]) * **Copilot UX principles (human-in-control, no anthropomorphism)**: set expectations, show limits, and keep the human as pilot. ([Microsoft Learn][2]) * **Generative UI primers & exemplars**: roundups and visual catalogs to inform component choices across enterprise contexts. ([UX Planet][9], [Medium][10]) * **Domain analytics copilots (pattern transfer)**: apply the same patterns to BI/analytics UIs (query → draft insight → refine → apply). ([Microsoft Learn][11]) * **Cloud app UX for gen-AI**: Google’s guidance on task framing, handoffs to deterministic flows, and guardrails for agents. ([Google Cloud][12]) ## References (handy starting points) * NN/g: *Generative UI & Outcome-Oriented Design*. ([Nielsen Norman Group][5]) * Microsoft: *Copilot UX guidance (ISV)* and *Copilot Studio agent guidance*. ([Microsoft Learn][2]) * Google PAIR: *People + AI Guidebook*. ([pair.withgoogle.com][3]) * GitHub: *Copilot Ask, Edit, Agent modes*. ([The GitHub Blog][1]) * Whitespectre/UX catalogs: *Emerging Gen-AI UI patterns*. ([Medium][10]) * UX Planet: *Generative-AI UX design patterns* (system/scope/spatial lenses). ([UX Planet][9]) * Designing for Analytics (enterprise LLM UX considerations). ([designingforanalytics.com][13]) * Shape of AI: pattern taxonomy (Wayfinders, Tuners, Governors, Trust builders). ([shapeof.ai][6]) * Google Cloud: *UX considerations for gen-AI apps* + *101 blueprints* (design + architecture). ([Google Cloud][12]) * Microsoft Power BI Copilot (analytics copilot UI). ([Microsoft Learn][11]) Want me to turn these into a checklist you can drop into your design system (with component examples)? [1]: https://github.blog/ai-and-ml/github-copilot/copilot-ask-edit-and-agent-modes-what-they-do-and-when-to-use-them/?utm_source=chatgpt.com "Copilot ask, edit, and agent modes: What they do and ..." [2]: https://learn.microsoft.com/en-us/microsoft-cloud/dev/copilot/isv/ux-guidance?utm_source=chatgpt.com "Creating a dynamic UX: guidance for generative AI ..." [3]: https://pair.withgoogle.com/guidebook/?utm_source=chatgpt.com "People + AI Guidebook - Home" [4]: https://uxdesign.cc/20-genai-ux-patterns-examples-and-implementation-tactics-5b1868b7d4a1?utm_source=chatgpt.com "20+ GenAI UX patterns, examples and implementation tactics" [5]: https://www.nngroup.com/articles/generative-ui/?utm_source=chatgpt.com "Generative UI and Outcome-Oriented Design" [6]: https://www.shapeof.ai/?utm_source=chatgpt.com "The Shape of AI | UX Patterns for Artificial Intelligence Design" [7]: https://www.nngroup.com/articles/genai-ux-research-agenda/?utm_source=chatgpt.com "A Research Agenda for Generative AI in UX" [8]: https://learn.microsoft.com/en-us/microsoft-copilot-studio/guidance/?utm_source=chatgpt.com "Microsoft Copilot Studio guidance documentation" [9]: https://uxplanet.org/generative-ai-ux-design-patterns-192bb169ab99?utm_source=chatgpt.com "Generative AI UX Design Patterns" [10]: https://medium.com/whitespectre/emerging-ui-ux-patterns-in-generative-ai-a-visual-guide-74000c7198a4?utm_source=chatgpt.com "Emerging UI/UX Patterns in Generative AI - Medium" [11]: https://learn.microsoft.com/en-us/power-bi/create-reports/copilot-introduction?utm_source=chatgpt.com "Overview of Copilot for Power BI" [12]: https://cloud.google.com/blog/products/ai-machine-learning/how-to-build-a-genai-application?utm_source=chatgpt.com "UX considerations for generative AI apps and agents" [13]: https://designingforanalytics.com/resources/ui-ux-design-for-enterprise-llms-use-cases-and-considerations-for-data-and-product-leaders-in-2024-part-1/?utm_source=chatgpt.com "UI/UX Design Considerations for LLMs in Enterprise ..."

The most common **design patterns** for Generative UI in domain tools center on dynamic UI construction, adaptation to user context, seamless integration with design systems, and maintaining interactive and accessible experiences.[1][2][3][4] ## Key Generative UI Patterns - **Pattern-Based Generation:** Define a library of standardized, atomic components (e.g. buttons, tables, forms) which the generative AI combines per user scenario, ensuring consistency and theme alignment.[2][3] - **Prompt-to-UI Mapping:** Use structured prompts or intent models to translate user descriptions or requirements into structured UI definitions, often as JSON or similar representations that map directly to design system components.[3][2] - **Live Contextual Adaptation:** UIs that adapt in real time to changing user context, data, or workflow requirements—such as resizing, adjusting compositional layouts, or changing fields based on current task flow.[4][1] - **Outcome-Oriented Design:** Rather than focusing on static templates, generative UIs aim for task, workflow, or outcome optimization—surfacing controls and data most relevant for the user’s stated or inferred goals.[5][4] - **Validation and Safety Guardrails:** Implement rigorous testing and output validation, such as capping array/table sizes or checking that the generative model’s output adheres to allowed types, to ensure UI stability and prevent runtime errors.[3] - **Seamless Design System Integration:** Align all generated UI elements to a design system’s color, spacing, and typography tokens so they feel native and maintain branding and accessibility standards.[2][3] ## Best Practices - Build with a **dedicated design system** for Generative UI (like Thesys "Crayon"), emphasizing accessibility, interactivity, and responsive layouts.[2] - Use **iterative QA and user feedback** cycles, starting with pilot projects before broad rollouts, and always log AI outputs for ongoing improvement.[3] - Treat all AI-generated component specifications as production code, requiring validation, error handling, and secure sandboxing.[4][3] ## Further Reading and References - [20+ GenAI UX Patterns, Examples, and Implementation Tactics (UXDesign)](https://uxdesign.cc/20-genai-ux-patterns-examples-and-implementation-tactics-5b1868b7d4a1)[1] - [Technical Architecture: First Generative UI API (Thesys)](https://www.thesys.dev/blogs/generative-ui-architecture)[2] - [Enterprise Readiness for Generative UI (Thesys)](https://www.thesys.dev/blogs/getting-enterprise-ready-for-generative-ui-what-to-know-before-you-build)[3] - [Generative UI Guide 2025: 15 Best Practices & Examples (Mockplus)](https://www.mockplus.com/blog/post/generative-ui)[4] - [Generative UI and Outcome-Oriented Design (NN/G Nielsen Norman Group)](https://www.nngroup.com/articles/generative-ui/)[5] These sources offer both tactical implementation advice and strategic frameworks for leveraging generative UIs in business and enterprise software contexts.[1][5][4][2][3] [1](https://uxdesign.cc/20-genai-ux-patterns-examples-and-implementation-tactics-5b1868b7d4a1) [2](https://www.thesys.dev/blogs/generative-ui-architecture) [3](https://www.thesys.dev/blogs/getting-enterprise-ready-for-generative-ui-what-to-know-before-you-build) [4](https://www.mockplus.com/blog/post/generative-ui) [5](https://www.nngroup.com/articles/generative-ui/) [6](https://dl.acm.org/doi/10.1145/3715336.3735780) [7](https://www.mockplus.com/blog/post/generative-ai-tools) [8](https://arxiv.org/html/2505.15049v1) [9](https://www.shapeof.ai) [10](https://www.elsewhen.com/reports/from-generative-ai-to-generative-ui/) [11](https://uxplanet.org/generative-ai-ux-design-patterns-192bb169ab99) [12](https://www.nngroup.com/articles/genai-ux-research-agenda/) [13](https://martinfowler.com/articles/gen-ai-patterns/) [14](https://www.coveo.com/blog/generative-ai-best-practices/) [15](https://www.thesys.dev/blogs/how-generative-ui-is-transforming-internal-tools-across-the-enterprise) [16](https://www.getaprototype.com/knowledge-base/generative-ui-design) [17](https://www.k2view.com/blog/what-is-a-best-practice-when-using-generative-ai/) [18](https://uxdesign.cc/designing-for-ai-engineers-what-ui-patterns-and-principles-you-need-to-know-8b16a5b62a61) [19](https://devpulse.io/insights/ux-ui-design-best-practices-2025-enterprise-applications/) [20](https://uxplanet.org/7-key-design-patterns-for-ai-interfaces-893ab96988f6)

I'll search for information about design patterns for Generative UI in domain-specific tools.Let me search for more specific information about design patterns for generative UI in domain-specific applications.Based on my search, here are the key design patterns for Generative UI in domain tools: ## Core Design Patterns for Generative UI ### 1. **Outcome-Oriented Design Pattern** In the future, generative UI will dynamically create customized user interfaces in real-time. This shift will force an outcome-oriented design approach where designers prioritize user goals and define constraints (for AI to operate within), rather than design discrete interface elements. ### 2. **Constraint-Based Generation Pattern** Rather than designing specific UI elements, designers focus on: - Defining user goals and objectives - Setting operational constraints for AI systems - Allowing dynamic interface creation within those boundaries ### 3. **Iterative Refinement Pattern** Modern generative UI tools support iterate easily on your designs and edit your generated screens in seconds, enabling rapid prototyping and refinement cycles. ### 4. **Multi-Modal Generation Pattern** Image generation tools for new and visually appealing images based on existing patterns or styles. Sound generation tools for melodies, harmonies and even entire compositions - supporting comprehensive multimedia interface generation. ## Key Implementation Strategies ### Real-Time Adaptation The goal of these patterns is to help mitigate and overcome some of the challenges with generative AI implementations such as cost, latency and hallucinations. ### Enterprise Integration With the latest 2024 Q2 release, Progress brings generative AI integration, enhanced design system capabilities and accessible data visualization. ## Key Resources and Tools **Research and Guidelines:** - [Nielsen Norman Group - Generative UI and Outcome-Oriented Design](https://www.nngroup.com/articles/generative-ui/) - [ACM CHI 2024 - Design Principles for Generative AI Applications](https://dl.acm.org/doi/10.1145/3613904.3642466) - [Towards Data Science - Generative AI Design Patterns Guide](https://towardsdatascience.com/generative-ai-design-patterns-a-comprehensive-guide-41425a40d7d0/) **Tools and Platforms:** - [UX Pilot - AI UI Generator](https://uxpilot.ai/) - [Telerik/Progress - Enterprise AI Integration](https://www.telerik.com/blogs/telerik-kendo-ui-2024-q2-release-here-see-whats-new) - [Merge - AI Design Tools for 2025](https://merge.rocks/blog/top-ai-design-tools-for-ux-ui-designers-in-2025) **Industry Analysis:** - [Mockplus - 22 Best Generative AI Tools for UI/UX](https://www.mockplus.com/blog/post/generative-ai-tools) - [UXPin - UI/UX Design Trends 2025](https://www.uxpin.com/studio/blog/ui-ux-design-trends/) The trend shows a shift from traditional component-based design to constraint-based, outcome-oriented approaches where AI generates interfaces dynamically based on user goals and contextual requirements.

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 digital marketing agencies in Sydney: 1. {{[[Digital Eagles]]:https://www.digitaleagles.com.au}} : Known for their data-driven strategies and expertise in SEO, PPC, and social media marketing. 2. {{[[WME]]:https://www.wmegroup.com.au}} : A full-service digital agency specializing in SEO, web development, and online advertising. 3. {{[[The Influencer Agency]]:https://theinfluenceragency.com}} : Focuses on influencer marketing and social media strategy to enhance brand visibility. 4. {{[[CleverClick]]:https://www.cleverclick.com.au}} : Offers tailored digital marketing solutions including SEO, PPC, and content marketing. 5. {{[[WebFX]]:https://www.webfx.com}} : Provides a wide range of digital marketing services including SEO, PPC, and web design with a focus on ROI. 6. {{[[Sensis]]:https://www.sensis.com.au}} : A well-known agency that combines traditional marketing with digital solutions, offering services like SEO and social media. 7. {{[[Aira]]:https://www.aira.com.au}} : Specializes in digital marketing strategy, SEO, and content marketing with a focus on measurable results. 8. {{[[PPC Geeks]]:https://www.ppcgeeks.com.au}} : Known for their expertise in pay-per-click advertising and conversion rate optimization. These agencies are recognized for their innovative approaches and successful campaigns in the digital marketing landscape.

Here's a concise overview of some of the best digital marketing agencies in Sydney: - **{{[[Dom Digital Marketing]]:https://inbeat.agency/blog/top-digital-marketing-agencies-sydney}}**: Known for tailored strategies, Dom Digital offers services like SEO, PPC, social media marketing, and content marketing. They specialize in industries such as retail, healthcare, and finance[1]. - **{{[[Netplanet Digital]]:https://ninjapromo.io/top-digital-marketing-agencies-in-australia}}**: This agency is recognized for its brand-first approach and in-house creative production capabilities. They have a six-step growth process and offer industry-specific expertise across various sectors[2]. - **{{[[Direct Clicks]]:https://nogood.io/blog/digital-marketing-agencies-sydney}}**: As a pioneer in Australia's digital marketing scene, Direct Clicks offers comprehensive services including SEO, SEM, web design, and content marketing. They are a Google Premier Partner and have served over a thousand clients[3]. - **{{[[Wise Up Marketing]]:https://wiseupmarketing.com.au/best-digital-creative-marketing-agency-in-sydney-2025-guide}}**: Specializes in assembling tailored teams for small businesses and entrepreneurs, offering flexible marketing strategies without lock-in contracts. They achieved significant results for clients like ROC Sunglasses and Papaya Clinic[4]. - **{{[[Alley Group]]:https://clutch.co/au/agencies/digital/sydney}}**: Known for performance marketing and SEO, Alley Group excels in managing online campaigns across platforms like Google Ads and TikTok. Clients praise their attentiveness and strong ROI delivery[5]. - **{{[[Red Search]]:https://agencies.semrush.com/list/sydney/}}**: An award-winning SEO agency specializing in powerful SEO and content marketing strategies for Australian businesses[6]. - **{{[[Nifty Marketing]]:https://digitalagencynetwork.com/agencies/australia/ai-marketing/}}**: Offers a range of services including web design, SEO, social media, and Google Ads, with a focus on digital signage and graphic design[10].

Here are some top digital marketing agencies in Sydney: 1. {{[[Webfirm]]:https://www.webfirm.com.au}} : A leading digital marketing agency specializing in SEO, web design, and digital strategy. 2. {{[[Clue]]:https://www.clue.com.au}} : Award-winning digital marketing agency with expertise in social media, content marketing, and brand development. 3. {{[[Impressive]]:https://www.impressive.com.au}} : Full-service digital marketing agency known for comprehensive digital solutions and strategic campaigns. 4. {{[[Loud]]:https://www.louddigital.com.au}} : Specializes in performance marketing, SEO, and digital advertising across multiple platforms. 5. {{[[Reload Media]]:https://www.reloadmedia.com.au}} : Digital marketing agency offering comprehensive services including SEO, PPC, and social media marketing. 6. {{[[Assemblo]]:https://www.assemblo.com}} : Digital marketing and web design agency with strong strategic capabilities. 7. {{[[Online Marketing Gurus]]:https://www.omgdigital.com.au}} : Focused on digital marketing strategies with strong SEO and paid advertising expertise. These agencies offer diverse digital marketing services tailored to different business needs and industries in Sydney.

Here are some of the best digital marketing agencies in Sydney, known for their expertise and results: {{[[Sparro]]:https://www.sparro.com.au}} : Renowned for its data-driven approach to performance marketing, {{[[Sparro]]:https://www.sparro