Workflow Consistency Note:
The prompts presented below employ the same AI platforms referenced in the previous workflow stages (Perplexity AI, Gemini, and Midjourney). However, they represent an enhanced and more comprehensive prompt development process intended to investigate alternative design possibilities, facade variations, structural optimization strategies, and different material applications. This expanded prompt iteration was developed to test multiple architectural scenarios, improve environmental performance, and refine the final design outcome through a more detailed exploration of form, structure, and building envelope configurations.
Tool 1: Research AI (Perplexity)
Prompt Objective:
Assume the role of a Chartered Facade Consultant, Environmental Design Specialist, and Building Performance Engineer. Prepare a comprehensive climate-responsive design assessment for a proposed 1,200 m² multi-purpose clubhouse located at Unipark, Kajang, Selangor, Malaysia (Latitude: 2.98° N, Longitude: 101.73° E). The project incorporates a high-performance double-skin facade (DSF) system intended to improve thermal comfort, reduce cooling loads, and optimize daylight performance within a tropical environment.
The report should provide a detailed technical investigation covering the following areas:
Determine annual solar movement characteristics for the project site.
Identify solar altitude and azimuth values during critical periods of solar exposure.
Examine Equinox conditions (March and September) and Solstice conditions (June and December).
Provide solar positioning data at 12:00 PM, 2:00 PM, and 4:00 PM local time.
Assess the implications of solar orientation on facade design, shading requirements, and daylight penetration.
Examine climatic conditions within the Kajang–Bangi region.
Evaluate peak dry-bulb temperatures, annual temperature fluctuations, and humidity patterns.
Investigate prevailing wind directions during the Northeast and Southwest Monsoon seasons.
Analyze how local environmental conditions influence thermal comfort, passive cooling opportunities, and building envelope performance.
Assess the environmental performance of a hexagonal or honeycomb-inspired facade system.
Investigate how variations in module depth, aperture size, and depth-to-width ratios influence solar control effectiveness.
Evaluate the relationship between facade geometry, shading coefficients (SC), daylight transmission, and Overall Thermal Transfer Value (OTTV).
Recommend optimal module configurations for east-, west-, north-, and south-facing elevations within a tropical climate context.
Examine cavity design requirements for naturally ventilated double-skin facade systems.
Provide recommendations for cavity depths ranging between 600 mm and 900 mm.
Evaluate airflow behavior, stack-effect performance, and heat extraction efficiency within the facade cavity.
Discuss structural considerations, maintenance access requirements, and relevant provisions within Malaysian Uniform Building By-Laws (UBBL) and energy-efficiency standards.
Recommend suitable airflow velocities and ventilation strategies to prevent thermal buildup and maintain effective passive cooling performance.
The response should include technical explanations, engineering principles, relevant equations, environmental performance criteria, and industry-recognized facade benchmarks. The analysis should focus on practical application within the tropical climate of Kajang, Malaysia, while supporting the development of an efficient and buildable double-skin facade system.
Tool 2 : Gemini (Text AI)
Prompt Objective:
Develop a comprehensive architectural design narrative and spatial analysis document for a climate-responsive 1,200 m² multi-purpose clubhouse. The document should present a detailed explanation of the project's form development, facade strategy, and spatial organization, demonstrating how environmental performance principles are integrated into the architectural design.
Provide a detailed description of the building's massing development process, illustrating how an initial three-storey rectangular volume evolves into a climate-responsive architectural form.
The explanation should address:
The elevation of the primary building mass above the ground level through a structural column system, creating an open and publicly accessible ground plane.
The introduction of a central void or atrium that improves natural airflow, strengthens visual connectivity, and promotes passive ventilation throughout the building.
The transformation of the roof into a curved environmental surface designed to enhance wind movement, improve passive cooling performance, and generate integrated shading elements.
The environmental rationale behind each design decision and its contribution to thermal comfort, energy efficiency, and user experience.
Explain the design logic governing the honeycomb-inspired facade system and its response to varying solar conditions.
The discussion should include:
The geometric principles controlling the generation of the hexagonal modules.
How module depth, opening size, and facade density vary according to orientation.
The environmental response of the eastern and western facades, where deeper modules provide increased protection from direct solar exposure.
The design approach applied to the northern and southern elevations, where larger openings encourage daylight penetration and outward views.
The relationship between facade geometry, solar control, visual comfort, and building performance.
Develop a detailed spatial program for a three-level clubhouse with a total floor area of approximately 1,200 square metres.
The spatial breakdown should include:
Ground Floor – Community Plaza
Open public gathering spaces
Café and social interaction zones
Exhibition and event areas
Landscape integration and outdoor seating
Explain how the open-plan arrangement encourages natural ventilation, passive cooling, and public accessibility.
First Floor – Learning and Collaboration Zone
Co-working spaces
Meeting rooms
Study and discussion areas
Flexible collaborative environments
Describe how daylight is carefully controlled to achieve illumination levels between 300–500 lux, creating comfortable conditions for reading, working, and digital activities without excessive glare.
Second Floor – Multi-Purpose Event Hall
Large assembly and event space
Community functions and banquets
Indoor recreation and flexible activity zones
Discuss how the upper-level facade and roof systems filter sunlight to maintain daylight levels of approximately 200 lux, ensuring visual comfort while minimizing heat gain.
Throughout the document, explain how the building envelope, spatial arrangement, and environmental systems work together to:
Enhance daylight quality
Improve natural ventilation
Reduce solar heat gain
Minimize reliance on mechanical cooling
Create comfortable interior environments without the use of automated internal shading devices
Use professional architectural terminology and a design-focused narrative suitable for a university-level architecture project, emphasizing the integration of environmental performance, spatial functionality, and architectural expression.
Tool 3: Midjourney (Image AI)
Architectural Visualization Prompt
Create a photorealistic exterior architectural rendering of the Solar Flare ARCA Clubhouse, a climate-responsive contemporary landmark designed through an advanced collaboration of visionary architects and environmental designers. The project is a distinctive three-storey building positioned within an expansive landscaped green field beneath a dramatic tropical sunset sky. The atmosphere should feature rich golden-hour illumination transitioning into deep violet and blue twilight tones, producing a cinematic and highly immersive visual experience.
The building form is characterized by a bold aerodynamic profile crowned by a sweeping concave roof that curves elegantly across the structure, creating a strong and memorable silhouette against the evening sky. The roof geometry should appear sculpted by environmental forces, reflecting principles of wind optimization and passive climate design.
The primary building volume is elevated above the ground using slender white reinforced-concrete pilotis, creating a fully open and permeable ground level. This lower zone functions as a public social platform containing visible café seating areas, gathering spaces, exhibition zones, and warm interior lighting that spills outward into the surrounding landscape. Transparency and openness should be emphasized, showcasing strong visual connections between indoor and outdoor environments.
The upper two levels are enclosed within a sophisticated double-skin facade system composed of a highly precise hexagonal honeycomb exoskeleton. The facade should appear structurally rational and technologically advanced, featuring modular geometric frames integrated with high-performance glazing. The honeycomb envelope varies subtly in depth across the facade, creating a layered appearance that communicates solar responsiveness and environmental intelligence.
Materiality should include structural glass, brushed aluminum, exposed concrete elements, and refined architectural detailing. The facade should reflect the warm colors of the sunset while maintaining transparency into selected interior spaces. Architectural lighting should highlight the geometric rhythm of the honeycomb system, emphasizing depth, texture, and structural elegance.
Render from a wide-angle eye-level perspective with realistic landscaping, reflective surfaces, atmospheric lighting, detailed shadows, and high-resolution architectural visualization quality suitable for an international design competition presentation.