{"name":"Agent Lens Virtual Staging Quality Test","version":"2026-08-02.1","publishedAt":"2026-08-02T20:00:00+03:00","updatedAt":"2026-08-02T20:00:00+03:00","product":"Agent Lens","productUrl":"https://aistage.pro/","commercialInterestDisclosure":"This first-party study was created and scored by the company that operates Agent Lens.","style":{"id":"6ad1ad3b-9f2f-4dfc-92f3-4e8e12bec7cb","name":"Organic Modern"},"comment":null,"attemptsPerSource":1,"manualRetouching":false,"recoveryNote":"Three status reads failed because of a transient network error. The already-running tasks were recovered by task ID; no source was regenerated.","summary":{"caseCount":8,"syntheticCount":5,"licensedCount":3,"acceptedCount":3,"regenerationCount":4,"rejectedCount":1,"minProcessingSeconds":66.8,"maxProcessingSeconds":116.2,"medianProcessingSeconds":98.8,"meanProcessingSeconds":93.8},"scoringScale":{"rangePerCriterion":"0-2","criteria":["architecture","geometry","scale","lighting","artifacts"],"gate":"Any material change to a permanent feature is a reject. An intended-use mismatch requires regeneration even if the visual score is high."},"limitations":["This is a first-party test run and scored by the Agent Lens product team, not an independent or blinded evaluation.","Eight images are enough to expose failure patterns but not enough to estimate a universal success rate.","Five inputs are synthetic. They are fully downloadable and reproducible, but they are not evidence about every real listing camera or property type.","Three inputs are licensed stock photos. Their original files are not redistributed as standalone dataset downloads; the source pages remain linked.","The model is nondeterministic. A future run may produce a different layout, provider or completion time.","A score is a manual visual review, not a measurement of MLS compliance, appraisal accuracy, buyer response or sale outcome."],"cases":[{"id":"VS-01","title":"Suburban living room baseline","roomType":"Living room","challenge":"Daylight, a wide window, a hallway opening and visible outlets","sourceType":"synthetic","sourcePreview":"/images/virtual-staging-benchmark/synthetic-living-room-before.webp","sourceWidth":1536,"sourceHeight":1024,"sourceBytes":153355,"sourceSha256":"4723e76ecc1c15e04663caa3176aec97a5d0b101f2962003393d19bfcec19212","sourceDownload":"/images/virtual-staging-benchmark/downloads/synthetic-living-room-agent-lens-input.jpg","nativeSourceDownload":"/images/virtual-staging-benchmark/downloads/synthetic-living-room-source.png","sourceGenerator":"OpenAI image generation tool","sourcePrompt":"Create a single photorealistic RAW real-estate listing photograph to be used as an unstaged source image in a transparent virtual-staging benchmark. Scene: an EMPTY mid-sized suburban living room in the United States, warm off-white walls, medium-tone oak hardwood floor, one large rectangular window on the left wall with daylight, a simple white-painted baseboard, a ceiling light fixture, two visible electrical outlets, and an open doorway at the back leading to a hallway. The room must contain absolutely no furniture, rugs, plants, art, people, logos, text, or decorative objects. Preserve plausible architecture and ordinary listing-photo realism: eye-level wide-angle camera around 24mm, slightly imperfect natural exposure, mild window highlight clipping, honest shadows, no dramatic luxury styling, no fisheye distortion. Landscape 3:2 composition, high resolution, clean but not retouched-looking. This image is a synthetic benchmark input, not an after/staged result.","outputPreview":"/images/virtual-staging-benchmark/synthetic-living-room-after.webp","outputWidth":3072,"outputHeight":2048,"outputBytes":1753762,"outputSha256":"689c6e6fba9a7f1cf1041072d52b73396f181156124fb33957462cff27b72561","outputDownload":"/images/virtual-staging-benchmark/downloads/synthetic-living-room-agent-lens-output.jpg","taskId":"ae6b4586-09c0-4772-9c22-6f1dea8b4324","provider":"fal","runAt":"2026-08-02T17:33:38.360263Z","completedAt":"2026-08-02T17:34:45.175Z","processingSeconds":66.8,"attempts":1,"styleId":"6ad1ad3b-9f2f-4dfc-92f3-4e8e12bec7cb","styleName":"Organic Modern","comment":null,"scores":{"architecture":2,"geometry":2,"scale":2,"lighting":2,"artifacts":2},"intendedUseMatch":true,"materialChange":false,"verdict":"accepted-after-review","observations":["The window, hallway opening, ceiling fixture and floor direction remain consistent with the source.","Furniture scale and shadows read plausibly in this view.","The source should still accompany the edited image and the edit should be disclosed where required."],"scoreTotal":10,"scoreMaximum":10},{"id":"VS-02","title":"Small bedroom room-use test","roomType":"Small bedroom","challenge":"Tight footprint, baseboard heater, off-center window and closet door","sourceType":"synthetic","sourcePreview":"/images/virtual-staging-benchmark/synthetic-small-bedroom-before.webp","sourceWidth":1536,"sourceHeight":1024,"sourceBytes":155143,"sourceSha256":"c2c0f301e3b6c958dbc0af5ca1b24e60fb8c085a4e20b5f886b3cccb748513a6","sourceDownload":"/images/virtual-staging-benchmark/downloads/synthetic-small-bedroom-agent-lens-input.jpg","nativeSourceDownload":"/images/virtual-staging-benchmark/downloads/synthetic-small-bedroom-source.png","sourceGenerator":"OpenAI image generation tool","sourcePrompt":"Create one photorealistic RAW real-estate listing photograph as an UNSTAGED benchmark input. Scene: a genuinely EMPTY small urban apartment bedroom in the United States, approximately 10 by 11 feet, pale gray walls, beige low-pile carpet, one off-center window on the far wall, a narrow built-in closet door on the right, a baseboard heater below the window, simple white trim, two wall outlets, and a plain flush-mount ceiling light. Absolutely no furniture, mattress, rug, decor, plants, art, people, text, logos, or personal belongings. Make this a challenging but plausible real listing photo: eye-level 24mm wide-angle from the doorway, slightly dim mixed daylight and warm ceiling light, realistic shadows and ordinary dynamic range, some minor wall wear, not luxury, not HDR, no fisheye. Landscape 3:2, high resolution. The result must look like an honest source photo awaiting virtual staging, not a finished interior-design visualization.","outputPreview":"/images/virtual-staging-benchmark/synthetic-small-bedroom-after.webp","outputWidth":2048,"outputHeight":1360,"outputBytes":4658854,"outputSha256":"f48b8994df5cd0039550f53902a8de12d8cd6e4b9ec3607df06b52e85016a402","outputDownload":"/images/virtual-staging-benchmark/downloads/synthetic-small-bedroom-agent-lens-output.png","taskId":"2b233481-319d-4dc5-9c78-232dbbc20573","provider":"kie","runAt":"2026-08-02T17:34:51.236847Z","completedAt":"2026-08-02T17:36:33.658Z","processingSeconds":102.4,"attempts":1,"styleId":"6ad1ad3b-9f2f-4dfc-92f3-4e8e12bec7cb","styleName":"Organic Modern","comment":null,"scores":{"architecture":2,"geometry":2,"scale":1,"lighting":2,"artifacts":2},"intendedUseMatch":false,"materialChange":false,"verdict":"needs-regeneration","observations":["The window, closet, heater and door hardware are preserved well.","The model staged a sitting room instead of the intended bedroom and did not add a bed.","The large sofa also makes the already small floor area read tighter."],"scoreTotal":9,"scoreMaximum":10},{"id":"VS-03","title":"Narrow condo clearance test","roomType":"Open-plan living and dining room","challenge":"Long perspective, structural column, wall niche and balcony access","sourceType":"synthetic","sourcePreview":"/images/virtual-staging-benchmark/synthetic-condo-before.webp","sourceWidth":1536,"sourceHeight":1024,"sourceBytes":115057,"sourceSha256":"dcdae99355d34bb8ffb10e63a61ef153f9aeaeb9a703457f8491f47f4d208744","sourceDownload":"/images/virtual-staging-benchmark/downloads/synthetic-condo-agent-lens-input.jpg","nativeSourceDownload":"/images/virtual-staging-benchmark/downloads/synthetic-condo-source.png","sourceGenerator":"OpenAI image generation tool","sourcePrompt":"Create a single photorealistic RAW real-estate listing photograph as an EMPTY-ROOM benchmark source, not a staged design. Scene: an empty narrow open-plan condo living/dining room in the United States, white walls, dark espresso engineered-wood floor, floor-to-ceiling sliding glass balcony door at the far end, a structural column near the right third, a compact recessed ceiling-light row, one HVAC vent, and a shallow wall niche. The geometry should be plausible but slightly awkward for furniture placement. Absolutely no furniture, rugs, decor, curtains, plants, artwork, people, text, or logos. Use an eye-level 24mm listing-photo viewpoint from the entry, overcast daylight through the balcony door, modestly underexposed corners, realistic reflections on the dark floor, ordinary camera dynamic range, no HDR glamour, no fisheye or surreal architecture. Landscape 3:2, high resolution. It must resemble an honest property photo that a realtor would upload for virtual staging.","outputPreview":"/images/virtual-staging-benchmark/synthetic-condo-after.webp","outputWidth":2048,"outputHeight":1360,"outputBytes":4762271,"outputSha256":"13b2f46554acc2257f601b41a971dee0a0bd509030fd2a9672cf640ff07c8baf","outputDownload":"/images/virtual-staging-benchmark/downloads/synthetic-condo-agent-lens-output.png","taskId":"7c8863ed-9903-4abf-9fb3-bd566500e85d","provider":"kie","runAt":"2026-08-02T17:36:35.550043Z","completedAt":"2026-08-02T17:38:11.074Z","processingSeconds":95.5,"attempts":1,"styleId":"6ad1ad3b-9f2f-4dfc-92f3-4e8e12bec7cb","styleName":"Organic Modern","comment":null,"scores":{"architecture":2,"geometry":2,"scale":1,"lighting":2,"artifacts":2},"intendedUseMatch":true,"materialChange":false,"verdict":"needs-regeneration","observations":["The column, window wall, niche and long perspective remain recognizable.","The dining set crowds the sliding-door zone; actual door operation and clearance cannot be verified from pixels alone.","We would regenerate or use a more explicit instruction before publishing this layout."],"scoreTotal":9,"scoreMaximum":10},{"id":"VS-04","title":"Fireplace and archway test","roomType":"Dining room connected to a living room","challenge":"Original fireplace, arched opening, two room zones and visible fixtures","sourceType":"synthetic","sourcePreview":"/images/virtual-staging-benchmark/synthetic-fireplace-room-before.webp","sourceWidth":1536,"sourceHeight":1024,"sourceBytes":150119,"sourceSha256":"f5506d8965e9c30f42473555d0f4e881f43d250e4b5af26855aa28363b8aca7d","sourceDownload":"/images/virtual-staging-benchmark/downloads/synthetic-fireplace-room-agent-lens-input.jpg","nativeSourceDownload":"/images/virtual-staging-benchmark/downloads/synthetic-fireplace-room-source.png","sourceGenerator":"OpenAI image generation tool","sourcePrompt":"Create one photorealistic RAW real-estate listing photograph as an EMPTY benchmark input for virtual staging. Scene: an unfurnished 1930s American dining room, warm white plaster walls, medium oak floor, a painted brick fireplace centered on the right wall, a wide arched opening to a living room at the back, one sash window on the left, original white baseboards, one ceiling junction with a plain small light fixture, and two outlets. No furniture, rugs, plants, art, mirrors, decor, people, text, or logos. Keep every architectural feature plausible and clearly visible so preservation can be evaluated. Camera: eye-level 24mm from the doorway, neutral cloudy daylight, ordinary listing-photo exposure, slight corner shadow, no HDR polish, no fisheye, no luxury makeover. Landscape 3:2, high resolution. It must look like an honest unstaged source photo, not an interior-design render.","outputPreview":"/images/virtual-staging-benchmark/synthetic-fireplace-room-after.webp","outputWidth":2048,"outputHeight":1360,"outputBytes":4516081,"outputSha256":"20752196610c0940b16d8984f4866b72b8b6f510f111e0fb94acf9cc22eadaec","outputDownload":"/images/virtual-staging-benchmark/downloads/synthetic-fireplace-room-agent-lens-output.png","taskId":"28c8c5e6-b201-41cd-9656-49fba8200c13","provider":"kie","runAt":"2026-08-02T17:38:15.242467Z","completedAt":"2026-08-02T17:39:32.622Z","processingSeconds":77.4,"attempts":1,"styleId":"6ad1ad3b-9f2f-4dfc-92f3-4e8e12bec7cb","styleName":"Organic Modern","comment":null,"scores":{"architecture":2,"geometry":2,"scale":2,"lighting":2,"artifacts":2},"intendedUseMatch":false,"materialChange":false,"verdict":"needs-regeneration","observations":["The fireplace, arch, windows and original ceiling fixture remain consistent.","Despite the high visual-quality score, the foreground was staged as a living room rather than the intended dining room.","This case shows why visual polish alone is not a sufficient approval rule."],"scoreTotal":10,"scoreMaximum":10},{"id":"VS-05","title":"Sloped attic bedroom test","roomType":"Attic bedroom","challenge":"Low knee walls, sloped ceiling, dormer window and floor vent","sourceType":"synthetic","sourcePreview":"/images/virtual-staging-benchmark/synthetic-attic-bedroom-before.webp","sourceWidth":1536,"sourceHeight":1024,"sourceBytes":129265,"sourceSha256":"7b2fb5ddb6bc7996ed58305afdef7366e705246df192b1e12923e829cb91fd01","sourceDownload":"/images/virtual-staging-benchmark/downloads/synthetic-attic-bedroom-agent-lens-input.jpg","nativeSourceDownload":"/images/virtual-staging-benchmark/downloads/synthetic-attic-bedroom-source.png","sourceGenerator":"OpenAI image generation tool","sourcePrompt":"Create a single photorealistic RAW real-estate listing photograph as an EMPTY benchmark input for virtual staging. Scene: a small converted attic bedroom in an American home, white-painted sloped ceiling on both sides, one dormer window centered on the far wall, light pine plank floor, a short knee wall with two outlets, a simple baseboard, one visible HVAC vent, and a low ceiling pendant. No furniture, mattress, rug, art, plants, decor, people, text, or logos. The low sloped geometry must be clear and make furniture scale/placement genuinely challenging. Camera: eye level near the doorway with a restrained 24mm wide-angle, soft late-afternoon daylight through the dormer, slightly dark eaves, realistic shadows, ordinary property-listing quality, no HDR glamour, no fisheye and no impossible architecture. Landscape 3:2, high resolution. This is an honest synthetic source image awaiting staging, not an after image.","outputPreview":"/images/virtual-staging-benchmark/synthetic-attic-bedroom-after.webp","outputWidth":2048,"outputHeight":1360,"outputBytes":4228929,"outputSha256":"581688cb90c3cc9dda68b7b3253837a01137d7ac2e9d979cec91a795f31c56ce","outputDownload":"/images/virtual-staging-benchmark/downloads/synthetic-attic-bedroom-agent-lens-output.png","taskId":"4ffc7d5e-c086-4453-8a71-e9ab99d94ad2","provider":"kie","runAt":"2026-08-02T17:39:34.395285Z","completedAt":"2026-08-02T17:41:16.562Z","processingSeconds":102.2,"attempts":1,"styleId":"6ad1ad3b-9f2f-4dfc-92f3-4e8e12bec7cb","styleName":"Organic Modern","comment":null,"scores":{"architecture":2,"geometry":2,"scale":1,"lighting":2,"artifacts":1},"intendedUseMatch":false,"materialChange":false,"verdict":"needs-regeneration","observations":["The slopes, dormer, floor vent and door remain visible and coherent.","The model again chose a lounge layout instead of a bedroom and placed large furniture under the low eaves.","A small book-spine detail is malformed, reinforcing the need for a full-resolution review."],"scoreTotal":8,"scoreMaximum":10},{"id":"VS-06","title":"Licensed open-plan living room","roomType":"Open-plan living and dining room","challenge":"Deep floor plan, front door, staircase, bathroom doorway and small rear window","sourceType":"licensed","sourcePreview":"/images/virtual-staging-benchmark/pexels-living-room-before.webp","sourceWidth":2048,"sourceHeight":1365,"sourceBytes":229820,"sourceSha256":"05041e1b0f2343519af7e8085d5a1e93c92ab467d12f8b0dcb85cc289e3720f0","sourceAuthor":"Curtis Adams","sourceUrl":"https://www.pexels.com/photo/photo-of-an-empty-living-room-4832514/","licenseName":"Pexels License","licenseUrl":"https://www.pexels.com/legal-pages/license/","outputPreview":"/images/virtual-staging-benchmark/pexels-living-room-after.webp","outputWidth":2048,"outputHeight":1360,"outputBytes":4177883,"outputSha256":"66a9b60e6517ec419e77294ad35a58b81724c92ccdd425cb795bbc6f23bc79c7","outputDownload":"https://pub-127c5c1423614c97a8edf34d99ad6c19.r2.dev/images/2bfb8171-ce2b-4b9d-bf45-4f145bfd0873/1785692519856_result.png","taskId":"22a4b20e-4ac8-4662-921f-6b5e86678c07","provider":"kie","runAt":"2026-08-02T17:40:44.717179Z","completedAt":"2026-08-02T17:42:00.952Z","processingSeconds":76.2,"attempts":1,"styleId":"6ad1ad3b-9f2f-4dfc-92f3-4e8e12bec7cb","styleName":"Organic Modern","comment":null,"scores":{"architecture":2,"geometry":2,"scale":2,"lighting":2,"artifacts":1},"intendedUseMatch":true,"materialChange":false,"verdict":"accepted-after-review","observations":["The front door, staircase, open bathroom, window and floor layout are preserved.","The generated living and dining zones are legible without blocking the visible doors.","Small props were added in the bathroom and a temporary sign visible through the rear window is no longer legible; reviewers should compare the full frame."],"scoreTotal":9,"scoreMaximum":10},{"id":"VS-07","title":"Licensed industrial loft","roomType":"Loft living room","challenge":"Very tall windows, radiator, mezzanine rail, wall cabinets and worn finishes","sourceType":"licensed","sourcePreview":"/images/virtual-staging-benchmark/pexels-window-room-before.webp","sourceWidth":1365,"sourceHeight":2048,"sourceBytes":451568,"sourceSha256":"b1fa2faf5cd1f2c498837ac1649c8705d2565db846988679cd07d371b84b949b","sourceAuthor":"Studio Pépite","sourceUrl":"https://www.pexels.com/photo/windows-in-empty-room-11871283/","licenseName":"Pexels License","licenseUrl":"https://www.pexels.com/legal-pages/license/","outputPreview":"/images/virtual-staging-benchmark/pexels-window-room-after.webp","outputWidth":1360,"outputHeight":2048,"outputBytes":4389067,"outputSha256":"3683ce0c6e93247c5b774e5c85b39a5c443fd51be4138615bd832fff9665b7ae","outputDownload":"https://pub-127c5c1423614c97a8edf34d99ad6c19.r2.dev/images/2bfb8171-ce2b-4b9d-bf45-4f145bfd0873/1785692635950_result.png","taskId":"8dd42780-af80-4d4b-b66a-ecd6dda5b2de","provider":"kie","runAt":"2026-08-02T17:42:03.419184Z","completedAt":"2026-08-02T17:43:57.411Z","processingSeconds":114,"attempts":1,"styleId":"6ad1ad3b-9f2f-4dfc-92f3-4e8e12bec7cb","styleName":"Organic Modern","comment":null,"scores":{"architecture":1,"geometry":2,"scale":2,"lighting":2,"artifacts":2},"intendedUseMatch":true,"materialChange":true,"verdict":"reject","observations":["The main windows, radiator and mezzanine geometry remain recognizable.","The output visually repairs or repaints worn cabinetry and surfaces and simplifies some exposed ceiling details.","Those condition changes exceed furniture-only staging, so this output fails our approval gate despite looking polished."],"scoreTotal":9,"scoreMaximum":10},{"id":"VS-08","title":"Licensed low-light historic room","roomType":"Living room","challenge":"Dim exposure, worn timber floor, two tall windows, original pendant and door","sourceType":"licensed","sourcePreview":"/images/virtual-staging-benchmark/pexels-historic-room-before.webp","sourceWidth":1365,"sourceHeight":2048,"sourceBytes":264451,"sourceSha256":"2c50c5f84736ee7239abc1160890f1e71934d79c3e568a5f61db07de541dd15d","sourceAuthor":"Faruk Tokluoğlu","sourceUrl":"https://www.pexels.com/photo/tall-windows-and-wooden-floor-of-old-tenement-12036098/","licenseName":"Pexels License","licenseUrl":"https://www.pexels.com/legal-pages/license/","outputPreview":"/images/virtual-staging-benchmark/pexels-historic-room-after.webp","outputWidth":1360,"outputHeight":2048,"outputBytes":3925602,"outputSha256":"6fb53ab8a566de2c516fefa0580f9f9e9ef09a760dbb2485efb097d3c0cc1fe8","outputDownload":"https://pub-127c5c1423614c97a8edf34d99ad6c19.r2.dev/images/2bfb8171-ce2b-4b9d-bf45-4f145bfd0873/1785692721614_result.png","taskId":"e82c8d72-3ccf-4a06-8fea-1e722ce659b5","provider":"kie","runAt":"2026-08-02T17:43:26.632154Z","completedAt":"2026-08-02T17:45:22.868Z","processingSeconds":116.2,"attempts":1,"styleId":"6ad1ad3b-9f2f-4dfc-92f3-4e8e12bec7cb","styleName":"Organic Modern","comment":null,"scores":{"architecture":2,"geometry":2,"scale":2,"lighting":1,"artifacts":2},"intendedUseMatch":true,"materialChange":false,"verdict":"accepted-after-review","observations":["The two windows, overhead beam, pendant, right-side door and worn floor remain recognizable.","The output makes a large exposure and warmth change, so the source must be checked beside it rather than treating this as furniture-only pixels.","Furniture placement and shadow direction are plausible enough for acceptance after review and disclosure."],"scoreTotal":9,"scoreMaximum":10}]}