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Evaluation / Virtual staging

Virtual staging, measured.

A transparent readout of 20 Vizahome product-test API runs: model, task mix, latency, and the blind-review work still pending.

Vizahome product test

Run metrics

Controlled product-test scenes only. API completion measures whether a run returned a result; it does not measure visual quality.

Model
gpt-image-2.5-flare-cdx
Run date
24 Oct 2026
API success
20 / 20
Median duration
65.0 s
Duration range
59.0–149.7 s
Task mix
8 multi-product · 12 single-product

Retry rule: First-round outputs only. No automatic task retries.

Run window: 2026-10-24T17:43:37.730448Z to 2026-10-24T18:07:17.523517Z · 0 failed API tasks

One locally archived result

Only whole-001 has a generated result stored locally. The other remote result locations are intentionally not displayed.

Farmhouse living-room product-test input
Input · Farmhouse living room
Locally archived generated result for whole-001
Generated output · whole-001 · 71.0 s

Create a cohesive farmhouse living room using all reference products while preserving non-target details and room architecture.

All 20 run tasks

Durations come from the recorded API run. “Not published” means no local generated image is available for this public page.

Virtual-staging product-test tasks and measured API durations
SampleRecorded taskTypeDurationOutput
whole-001Farmhouse living roomCreate a cohesive farmhouse living room using all reference products while preserving non-target details and room architecture.multi-product71.0 sLocal archive
whole-002Industrial living roomCreate a cohesive industrial living room using all reference products while preserving non-target details and room architecture.multi-product149.7 sNot published
whole-003Rustic living roomCreate a cohesive rustic living room using all reference products while preserving non-target details and room architecture.multi-product70.3 sNot published
whole-004Scandinavian living roomCreate a cohesive scandinavian living room using all reference products while preserving non-target details and room architecture.multi-product67.6 sNot published
whole-005Mid-century dining roomCreate a cohesive mid-century dining room using all reference products while preserving non-target details and room architecture.multi-product73.1 sNot published
whole-006Boho dining roomCreate a cohesive boho dining room using all reference products while preserving non-target details and room architecture.multi-product76.0 sNot published
whole-007Scandinavian home officeCreate a cohesive scandinavian home office using all reference products while preserving non-target details and room architecture.multi-product83.1 sNot published
whole-008Industrial home officeCreate a cohesive industrial home office using all reference products while preserving non-target details and room architecture.multi-product65.5 sNot published
single-001Modern home officePlace the reference LACK Side table, black-brown naturally in this modern home office while preserving non-target details and room architecture.single-product63.2 sNot published
single-002Modern basementPlace the reference UPPLAND Sofa, Kelinge beige naturally in this modern basement while preserving non-target details and room architecture.single-product71.3 sNot published
single-003Rustic basementPlace the reference STOCKHOLM 2025 Sofa, Sundhamn beige naturally in this rustic basement while preserving non-target details and room architecture.single-product62.6 sNot published
single-004Art deco atticPlace the reference LISTERBY Coffee table, dark-brown beech veneer naturally in this art deco attic while preserving non-target details and room architecture.single-product62.4 sNot published
single-005Farmhouse atticPlace the reference LACK Side table, black-brown naturally in this farmhouse attic while preserving non-target details and room architecture.single-product64.2 sNot published
single-006Coastal bedroomPlace the reference KIVIK Sofa, Tibbleby beige/gray naturally in this coastal bedroom while preserving non-target details and room architecture.single-product59.0 sNot published
single-007Scandinavian bedroomPlace the reference UPPLAND Sofa, Kelinge beige naturally in this scandinavian bedroom while preserving non-target details and room architecture.single-product62.1 sNot published
single-008Mid-century bedroomPlace the reference STOCKHOLM 2025 Sofa, Sundhamn beige naturally in this mid-century bedroom while preserving non-target details and room architecture.single-product60.9 sNot published
single-009Traditional bedroomPlace the reference LISTERBY Coffee table, dark-brown beech veneer naturally in this traditional bedroom while preserving non-target details and room architecture.single-product64.4 sNot published
single-010Empty living roomPlace the reference KIVIK Sofa, Tibbleby beige/gray naturally in this empty living room while preserving non-target details and room architecture.single-product68.4 sNot published
single-011Cluttered furnished roomPlace the reference LACK Side table, black-brown naturally in this cluttered furnished room while preserving non-target details and room architecture.single-product63.4 sNot published
single-012Living room flooringPlace the reference Quick-Step Studio Restoration Oak, QS101 naturally in this living room flooring while preserving non-target details and room architecture.single-product61.3 sNot published

Blind review status

Quality review pending

The five dimensions below still require completed blind human review. No visual-quality score or pass rate is published for this run.

  1. 01Pending

    Target completion

    The requested transformation and every explicit task requirement are achieved.

  2. 02Pending

    Product fidelity

    The requested product retains its identity, shape, and key details.

  3. 03Pending

    Non-target preservation

    Unrelated furniture, decor, materials, and surfaces remain unchanged.

  4. 04Pending

    Structure preservation

    Architecture, windows, doors, and room geometry remain intact.

  5. 05Pending

    Visual quality

    The result is clean, realistic, and free of distracting artifacts.

Public workflow demo prompts

Real prompt records, clearly separated

These first-round records come from the public workflow demo manifest. They are not prompts from the measured run above and are not formal evaluation evidence.

Living room · Demo first round

Place the reference sofa naturally while preserving the room architecture.

Bedroom · Demo first round

Create a cohesive coastal bedroom with the reference lounge seating.

Home office · Demo first round

Add the reference table and preserve windows, walls, and daylight.

Style research candidates

Study features, not recognizable details

Collect reusable, generic interior-style features without treating an unverified social post as a trend claim. These are candidates for review, not a trend ranking.

Evidence rule. A specific public source URL and captured engagement evidence are required before describing a candidate as popular or high-performing. No Pinterest or Reddit performance claim is recorded here.

Generation boundary. Extract only abstract features such as palette, material, silhouette, texture, and lighting. Generate a new design from scratch; never supply the copyrighted reference image as a generation input or reproduce recognizable composition, artwork, decor, or other identifying details. Specific products require official authorization and approved assets.

Generic style label

Warm modern

  • Warm neutral palette
  • Low seating
  • Natural rug texture
  • Soft ambient lighting
Engagement:
not evaluated
Author:
not recorded in local asset manifest
License:
Unsplash License; re-verify current terms before reuse
Reviewed:
2026-10-26
Allowed usage
Manual abstract-feature research and from-scratch prompt writing only; not a generation input or cleared publication asset.
View recorded source for Warm modern (opens in a new tab)

Generic style label

Coastal

  • White and pale-blue palette
  • Natural textures
  • Airy daylight
Engagement:
not evaluated
Author:
not recorded in local asset manifest
License:
Unsplash License; re-verify current terms before reuse
Reviewed:
2026-10-26
Allowed usage
Manual abstract-feature research and from-scratch prompt writing only; not a generation input or cleared publication asset.
View recorded source for Coastal (opens in a new tab)

Generic style label

Japandi

  • Low wood furniture
  • Linen textiles
  • Muted earth tones
  • Paper-lantern lighting
Engagement:
not evaluated
Author:
not recorded in local asset manifest
License:
Unsplash License; re-verify current terms before reuse
Reviewed:
2026-10-26
Allowed usage
Manual abstract-feature research and from-scratch prompt writing only; not a generation input or cleared publication asset.
View recorded source for Japandi (opens in a new tab)