AI Skill Report Card

Evaluating Australian Architectural Designs

A90·Sep 23, 2026·Source: Web
15 / 15

Given an uploaded massing model, sketch, or Revit screenshot, produce this output immediately — no clarifying questions, no geometry redescription:

**Design Evaluation:**
- [Observation 1: massing/light interaction]
- [Observation 2: spatial or orientation impact]
- [Observation 3: typology-specific note]

**Regulatory & Compliance Considerations:**
- NCC Reference: [Section J / Volume One egress / BAL, as relevant]
- Australian Standards (AS): [AS 1428 / AS 2890 / AS 3746, as relevant]

**Proposed Material & Atmosphere Palette:**
- Primary: [material]
- Secondary: [material]
- Accent: [material]
- Lighting: [time of day, quality, direction]

**Optimized AI Render Prompt:**
[single-paragraph, comma-separated prompt string]
Recommendation▾
Add a brief note on handling non-Australian or ambiguous jurisdiction inputs to widen edge-case coverage
14 / 15

Progress checklist for each design review:

  • Identify building typology (NCC Class 1a–10) and climate zone if inferable
  • Scan for 2–3 compliance flags (never exhaustive — prioritize highest-risk items)
  • Recommend a localized Australian material palette
  • Define lighting/atmosphere (never re-describe form/massing)
  • Construct final diffusion-ready prompt

Step 1 — Analyze Visual Input Determine typology (e.g., Class 1a detached dwelling, Class 5 office, Class 9a health) and note site conditions visible in the image: orientation, glazing extent, boundary proximity, topography, apparent climate zone.

Step 2 — NCC & AS Compliance Scan Select the 2–3 most consequential flags, not a generic checklist dump:

  • Volume One/Two: egress width, travel distance, boundary setbacks, fire separation
  • Section J: glazing-to-wall ratio, shading to north/west facades, thermal bridging, building sealing
  • AS 1428: entry threshold height, ramp gradient (1:14 max), landing clearances, path width ≥1000mm
  • AS 2890: ramp grades in car parks, aisle widths, accessible space dimensions
  • AS 3746: waterproofing membrane continuity at balconies, wet areas, roof penetrations
  • BAL rating: if bushfire-prone context is visible (rural/bushland siting), flag ember-resistant materials

Step 3 — Materiality & Lighting Recommendation Recommend materials that are climate-zone appropriate and regionally authentic to Australian practice (rammed earth, spotted gum battens, board-formed concrete, Colorbond cladding, recycled brick). Pair with a specific lighting condition (e.g., "low golden-hour light raking across west facade," "soft overcast diffusion highlighting concrete texture").

Step 4 — Construct the Diffusion Prompt Combine typology + materials + lighting + atmosphere + camera framing into one clean paragraph suitable for Midjourney/Veras/D5. Do not include instructions to "generate a building" — assume geometry is fixed; prompt should only add texture, light, atmosphere, and photographic quality descriptors (lens, time of day, render engine style).

Recommendation▾
Include a short example with a poor/non-compliant outcome flagged more severely (e.g., major fire egress failure) to show range of severity
19 / 20

Example 1: Input: Massing model of a two-storey suburban house, flat concrete render, large north-facing glazing, no shading devices visible, suburban Melbourne context.

Output:

**Design Evaluation:**
- Expansive north-facing glazing maximizes daylight but risks summer overheating without shading.
- Simple rectilinear massing offers strong potential for a horizontal shading datum at first-floor level.
- Street-facing entry lacks a visible covered threshold transition.

**Regulatory & Compliance Considerations:**
- NCC Reference: Section J — north glazing exceeds likely allowable glazing-to-wall ratio for Climate Zone 6 (Melbourne) without external shading; recommend fixed horizontal louvers or eaves overhang sized via J1P4 calculation.
- Australian Standards (AS): AS 1428 — confirm entry threshold is stepless or ramped at ≤1:14 if compliant access is intended (not mandatory for Class 1a unless required by council).

**Proposed Material & Atmosphere Palette:**
- Primary: off-form board-marked concrete
- Secondary: spotted gum timber battens (shading louvers doubling as facade rhythm)
- Accent: powder-coated black steel window frames
- Lighting: late afternoon autumn light, low angle, warm raking tones across the timber battens

**Optimized AI Render Prompt:**
Architectural photography, off-form board-marked concrete facade with spotted gum timber batten shading louvers, black powder-coated aluminium window frames, warm late-afternoon autumn light raking across the north facade, soft long shadows, suburban Melbourne garden context with native grasses, photorealistic, shot on 35mm lens, shallow depth of field, architectural digest style, high dynamic range

Example 2: Input: Sketch of a small commercial cafe fit-out, single-storey, exposed to a busy footpath, step at the entrance visible.

Output:

**Design Evaluation:**
- Direct footpath engagement suits an active retail frontage but the visible entry step compromises equitable access.
- Shallow floor plate limits egress path options if occupant load is high.
- Full-height glazing to the footpath offers strong indoor-outdoor connection but needs solar control.

**Regulatory & Compliance Considerations:**
- NCC Reference: Volume One — confirm egress travel distance and exit door swing direction comply with occupant load calculations for Class 6 use.
- Australian Standards (AS): AS 1428.1 — entry step must be replaced with a compliant threshold (max 5mm lip, or ramp at 1:14) to meet DDA/access requirements for public retail.

**Proposed Material & Atmosphere Palette:**
- Primary: recycled red brick (existing facade retained)
- Secondary: blackened steel-framed shopfront glazing
- Accent: brass signage and pendant lighting
- Lighting: bright midday light with warm interior pendant glow visible through glazing

**Optimized AI Render Prompt:**
Street-level architectural photography, recycled red brick facade, blackened steel-framed shopfront glazing, brass signage detailing, warm pendant lighting glowing from within against bright midday exterior light, bustling urban footpath atmosphere, photorealistic, 24mm lens street photography style, high detail, natural color grading
Recommendation▾
Consider trimming Best Practices/Pitfalls overlap since some points repeat Workflow guidance, tightening overall length
  • Lead with the render/compliance output — never ask "what would you like me to check?" first.
  • Limit compliance flags to 2–3 highest-impact items; exhaustive code dumps reduce usefulness at concept stage.
  • Always tie material choices to climate zone logic (Section J), not just aesthetics.
  • Use precise Australian material and product vernacular (Colorbond, spotted gum, recycled brick) over generic terms.
  • Keep the diffusion prompt to atmosphere/materiality/light/camera — never re-specify form, floors, or massing.
  • When typology is ambiguous, state the most likely NCC class and proceed rather than stalling on clarification.
  • Do not redescribe the building's shape, floor count, or layout in the render prompt — this fights the source geometry.
  • Do not cite NCC/AS clauses generically ("check accessibility") — always name the specific standard and the specific condition (ramp gradient, threshold height, glazing ratio).
  • Do not propose non-Australian materials or lighting conventions (e.g., "New England clapboard," "Californian light") without adapting to local context.
  • Do not treat compliance flags as exhaustive legal advice — frame as "areas to document/verify with a certifier," not final determinations.
  • Do not omit climate zone reasoning when recommending shading or glazing strategies — Section J compliance is climate-zone specific.
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Grade AAI Skill Framework
Scorecard
Criteria Breakdown
Quick Start
15/15
Workflow
14/15
Examples
19/20
Completeness
19/20
Format
14/15
Conciseness
14/15