# Super Arbor AI Interior Design Benchmark

Tested September 30, 2026; published October 1, 2026.

https://leaderboard.superarbor.com/


51 requests across 17 endpoints and three scenes; 45 images; total measured usage $6.3678 USD. Two interiors determine the interior score; exterior is separate.


## Results

| Model | Interior /100 | Exterior /100 | USD/image | Median seconds | Returned |

|---|---:|---:|---:|---:|---:|

| GPT Image 2.5 Sunburst | 89.8 | 87.8 | $0.2769 | 90.327 | 3/3 |

| GPT Image 2.5 Flare | 88.5 | 88.2 | $0.2769 | 50.442 | 3/3 |

| GPT Image 2 | 86.9 | 87.0 | $0.2768 | 105.056 | 3/3 |

| Grok Imagine Image 2.0 | 86.5 | 85.5 | $0.0900 | 25.088 | 3/3 |

| Grok Imagine Image Quality | 84.8 | 87.5 | $0.0800 | 17.038 | 3/3 |

| Muse Image | 84.6 | 90.5 | $0.0100 | 17.223 | 3/3 |

| Hunyuan Image 3.0 Instruct | 84.1 | 81.0 | $0.0900 | 54.247 | 3/3 |

| Seedream 5.0 Pro | 82.6 | 86.2 | $0.1350 | 127.935 | 3/3 |

| Nano Banana Pro | 81.9 | 92.5 | $0.1500 | 25.345 | 3/3 |

| Seedream 5.0 Lite | 80.8 | 77.0 | $0.0350 | 52.784 | 3/3 |

| Ideogram 4.5 | 79.1 | 83.0 | $0.2200 | 37.494 | 3/3 |

| Grok Imagine Image | 78.0 | 84.2 | $0.0220 | 23.213 | 3/3 |

| Qwen Image 3 Pro | 77.5 | 85.5 | $0.0780 | 150.813 | 3/3 |

| Nano Banana 2 | 76.5 | 90.5 | $0.1220 | 31.485 | 3/3 |

| GPT Image 1.5 | 75.9 | 82.0 | $0.2600 | 54.324 | 3/3 |

| MAI Image 2.5 | Not ranked | Not ranked | — | — | 0/3 |

| MAI Image 2.5 Pro | Not ranked | Not ranked | — | — | 0/3 |


## Interpretation

Sunburst max led the pilot, with Flare max a practical quality tie and faster median. Grok 2.0 offered a quality/cost balance; Muse was lowest cost. Nano Banana Pro led the separate exterior case.


## Method and limitations

One AI assistant scored structure/camera preservation (35%), design (25%), instruction adherence (25%), and realism (15%). Two interior scenes, one sample each. No independent blind review, crowd voting, Elo, or confidence intervals. Output sizes and quality settings differ. Small score differences are practical ties. This does not test exact catalog SKU reproduction or construction feasibility.

Cost is response billable units times saved authenticated unit price; not invoice reconciliation. Timing includes queue and polling, excludes shared uploads and output download. Both MAI endpoints failed all three cases with zero reported billable units.

Exterior prompt ambiguity: the door plaque was called a third glazed inset; exact door-pane count was not a scoring discriminator.


## Not tested in the connected fal catalog

- MAI-Image-2.6

- MAI-Image-2.6-Flash

- MAI-Image-2.5-Flash

- HunyuanImage 3.5 Preview

- Qwen-Image-2.1

- Luma UNI1 Max

- HiDream-O1-Edit-15


## Sources and full data

https://leaderboard.superarbor.com/methodology/

https://leaderboard.superarbor.com/data/benchmark.json

https://leaderboard.superarbor.com/data/leaderboard.csv


## Frozen prompts


### Conservatory restaurant

Act as a senior interior designer creating a buildable, high-end renovation visualization of this exact photograph. Edit the supplied photo, not a new room. Preserve the original camera position, lens perspective, framing, room proportions, structural beams, ceiling geometry, window and door positions and sizes, and outdoor view. Transform this dated conservatory restaurant into a warm contemporary garden dining room. Keep every dining table in its existing position and retain the table and chair count, circulation aisles, black metal glazing grid and full glazed roof. Replace the dark floor with pale natural European oak in a precise herringbone pattern. Refinish the left timber wall panels in muted sage green, preserving their panel geometry. Replace the patterned dark chair upholstery with warm ivory fabric and refinish their frames in natural oak, retaining the chairs in place. Replace the white tablecloths with oatmeal linen cloths and simplify settings to ivory ceramics and one small stem vase per table. Replace the ornate brass chandeliers with elegant opal-glass globe pendants on aged-brass fittings at the same ceiling attachment points. Do not add curtains or obscure the garden. Use sophisticated restrained styling, tactile physically plausible materials, accurate furniture scale, coherent contact shadows and natural daylight in the original direction. Keep window reflections believable and all verticals consistent with the source. Photorealistic editorial architectural photograph, inviting and achievable rather than extravagant. No people, text, logos, watermark, split screen or collage. Return one image.


### Residential sunroom

Act as a senior interior designer creating a buildable, high-end renovation visualization of this exact photograph. Edit the supplied photo, not a new room. Preserve the original camera position, lens perspective, framing, room proportions, structural beams, ceiling geometry, window and door positions and sizes, and outdoor view. Transform this cluttered sunroom into a calm, elegant contemporary dining and reading room. Replace only the floor finish with light natural European oak long wide planks, laid lengthwise from the foreground toward the rear cabinet, with staggered joints and a matte finish. Paint the left vertical timber paneling warm off-white, keeping the panel grooves. Preserve the stone wall strip and the dark rear curtain. Keep the dining table in its exact location, replace its cloth with a bare rounded natural-oak tabletop, and replace the dining chairs with refined oak-frame chairs with ivory upholstered seats in the same locations and count. Replace the rolling office chair at right with one low upholstered oatmeal reading armchair with fixed oak legs in that same position. Refinish the right window bench and rear sideboard in muted sage green; give the bench an ivory linen cushion. Remove the laptop, cables, papers, boxes, floor glove, bags and miscellaneous clutter. Add one low ceramic bowl on the dining table and a closed book on the reading bench. Do not add a rug, new windows, walls, shelves or furniture that obstructs the glass. Use sophisticated restrained styling, tactile physically plausible materials, accurate furniture scale, coherent contact shadows and natural daylight in the original direction. Keep window reflections believable and all verticals consistent with the source. Photorealistic editorial architectural photograph, inviting and achievable rather than extravagant. No people, text, logos, watermark, split screen or collage. Return one image.


### House exterior control

Act as a senior residential architect and exterior designer. Renovate the finishes of the exact house in this photograph without remodeling its structure. Preserve the original camera, framing, roof silhouette and pitch, overhangs, gables, every window and door opening and their proportions, front steps, rails, pathway, lawn, shrubs, large trees, overhead wires and neighboring houses. Change the main horizontal siding to warm ivory painted lap siding, retaining the original board spacing. Refinish roof fascia and window frames in deep charcoal. Replace the red front door with a natural-oak door of the same size, retaining its three small inset glass openings. Change the roof surface to charcoal architectural asphalt shingles without changing geometry. Replace the existing wall lantern with one refined aged-brass lantern in the same position. Keep the existing path and brick steps, clean and restored, with no new landscaping features. Preserve the house number 520 in its original location. Sophisticated, welcoming, realistic curb appeal, natural original late-afternoon light and shadows, true construction details. No added windows, porch, story, people, cars, text or watermark. Return one photorealistic finished exterior photograph, not a collage.