Koçtaş search ranking · Development benchmark

Product search across five room styles

Compare the actual saved selections from the current reviewer and the Google ranking + Azure reviewer hybrid on ten product searches.

Observed study overview

9/10 clean timing pairs: both arms completed, marked comparison eligible, and have final timings. Medians below use only these same paired targets.

All 20 scheduled arms: 19 completed · 1 degraded · 0 failed · 0 cancelled · 0 not run.

1 Azure request locally aborted in the recorded physical ledger. A local abort does not establish whether provider work stopped or was billed. Actual billed cost is unknown.

One run per arm; exploratory small sample from five repository style previews sharing one unverified source group. Target timings include ranking and visual review, and exclude retrieval, scene work and browser paint. These observations do not measure relevance or quality.

Exploratory comparison · Human relevance judgments unavailable.
Both methods received the same frozen reference, candidate images, metadata and retrieval order within each pair. This is one run per arm on five repository style previews from one unverified source group. Product overlap and model assessments do not establish ranking quality. Actual billing is unknown.
How to interpret the results

Style categories follow repository filenames. This is development evidence, not representative holdout evidence. Timings include target ranking and visual review, and exclude live catalog retrieval, scene detection, image downloads, chat delivery and browser paint. First result is backend event availability. One observation cannot establish production latency or tail percentiles.

Observed HTTP dispatches include failures and retries recorded by the study guard. They are not billed usage. A degraded, failed, cancelled or unstarted arm is shown explicitly; missing evidence is not an incompatibility judgment. The visual reviewer can stop early, so shortlist inclusion does not guarantee evaluation or final selection.

Catalog pictures are frozen Koçtaş listing images. Linked live listings can change. This public view reveals each method's identity and can influence a later blinded review.

Bohemian

Bohemian reference room
Repository style-preview image. Style follows the source filename; generation history, rights and source independence remain unverified. All five previews share one unverified source group.

Orta sehpa

Yeşil köşe koltuğun önünde açık ahşap görünümlü, kalın tablalı dikdörtgen alçak orta sehpa görülür.; doğal ahşap dikdörtgen orta sehpa

dikdörtgenaçık ahşapalçak

1 selected product identities shared. Agreement does not measure relevance.

Current Azure reviewer

Completed

First result: 3.47 s
Final target: 14.24 s
Observed HTTP dispatches: 4 Azure · 0 Google Ranking

Google ranking + Azure reviewer

Completed

First result: 4.67 s
Final target: 8.91 s
Observed HTTP dispatches: 2 Azure · 1 Google Ranking

Puf

Oturma grubunun sol önünde açık doğal renkli, yuvarlak örgü yüzeyli alçak bir puf görülür.; yuvarlak doğal örgü puf

yuvarlakaçık doğal renkörgü

2 selected product identities shared. Agreement does not measure relevance.

Current Azure reviewer

Completed

First result: 5.59 s
Final target: 18.58 s
Observed HTTP dispatches: 4 Azure · 0 Google Ranking

Google ranking + Azure reviewer

Completed

First result: 3.48 s
Final target: 7.71 s
Observed HTTP dispatches: 2 Azure · 1 Google Ranking

Industrial

Industrial reference room
Repository style-preview image. Style follows the source filename; generation history, rights and source independence remain unverified. All five previews share one unverified source group.

Orta sehpa

Açık renk koltuğun önünde dikdörtgen ahşap tablalı ve siyah metal çerçeveli alçak orta sehpa görülür.; ahşap siyah metal orta sehpa

dikdörtgenahşap üstsiyah metal ayak

3 selected product identities shared. Agreement does not measure relevance.

Current Azure reviewer

Completed

First result: 5.52 s
Final target: 16.85 s
Observed HTTP dispatches: 4 Azure · 0 Google Ranking

Google ranking + Azure reviewer

Completed

First result: 6.00 s
Final target: 10.04 s
Observed HTTP dispatches: 2 Azure · 1 Google Ranking

Halı

Oturma grubunun altında açık gri renkli geniş, dikdörtgen ve sade dokulu bir halı görülür.; açık gri düz salon halısı

dikdörtgenaçık grisade dokulu

2 selected product identities shared. Agreement does not measure relevance.

Current Azure reviewer

Completed

First result: 3.06 s
Final target: 11.99 s
Observed HTTP dispatches: 4 Azure · 0 Google Ranking

Google ranking + Azure reviewer

Completed

First result: 3.77 s
Final target: 6.57 s
Observed HTTP dispatches: 2 Azure · 1 Google Ranking

Scandinavian

Scandinavian reference room
Repository style-preview image. Style follows the source filename; generation history, rights and source independence remain unverified. All five previews share one unverified source group.

Orta sehpa

Açık renk köşe koltuğun önünde yuvarlak ahşap görünümlü alçak orta sehpalar yer alır.; yuvarlak ahşap orta sehpa

yuvarlakahşap görünümalçak

1 selected product identities shared. Agreement does not measure relevance.

Current Azure reviewer

Completed

First result: 3.03 s
Final target: 15.26 s
Observed HTTP dispatches: 4 Azure · 0 Google Ranking

Google ranking + Azure reviewer

Completed

First result: 3.74 s
Final target: 12.16 s
Observed HTTP dispatches: 2 Azure · 1 Google Ranking

Puf

Oturma grubunun önünde geniş, yuvarlak ve doğal renkli örgü bir puf görülür.; yuvarlak hasır örgü puf

yuvarlakdoğal renkörgü

2 selected product identities shared. Agreement does not measure relevance.

Current Azure reviewer

Completed

First result: 3.55 s
Final target: 10.98 s
Observed HTTP dispatches: 4 Azure · 0 Google Ranking

Google ranking + Azure reviewer

Completed

First result: 21.99 s
Final target: 26.20 s
Observed HTTP dispatches: 2 Azure · 1 Google Ranking

Classic

Classic reference room
Repository style-preview image. Style follows the source filename; generation history, rights and source independence remain unverified. All five previews share one unverified source group.

Orta sehpa

Krem koltuğun önünde koyu kahverengi, yuvarlak tablalı ve kalın alt gövdeli alçak orta sehpa görülür.; koyu ahşap yuvarlak orta sehpa

yuvarlakkoyu kahverengialçak

1 selected product identities shared. Agreement does not measure relevance.

Current Azure reviewer

Completed

First result: 4.30 s
Final target: 17.33 s
Observed HTTP dispatches: 4 Azure · 0 Google Ranking

Google ranking + Azure reviewer

Degraded / fallback or incomplete coverage

First result: 2.93 s
Final target: 32.94 s
Observed HTTP dispatches: 2 Azure · 1 Google Ranking

Abajur

Görselin sağında yan sehpa üzerinde açık renk silindir gövdeli, açık renk şapkalı bir abajur görülür.; krem şapkalı abajur

açık renk şapkamasa üstüsilindir gövde

2 selected product identities shared. Agreement does not measure relevance.

Current Azure reviewer

Completed

First result: 4.02 s
Final target: 14.93 s
Observed HTTP dispatches: 4 Azure · 0 Google Ranking

Google ranking + Azure reviewer

Completed

First result: 3.38 s
Final target: 6.93 s
Observed HTTP dispatches: 2 Azure · 1 Google Ranking

Minimalist

Minimalist reference room
Repository style-preview image. Style follows the source filename; generation history, rights and source independence remain unverified. All five previews share one unverified source group.

Orta sehpa

Oturma grubunun önünde açık ahşap görünümlü, yuvarlak ve silindir gövdeli alçak sehpa görülür.; açık ahşap yuvarlak orta sehpa

yuvarlakaçık ahşapsilindir gövde

2 selected product identities shared. Agreement does not measure relevance.

Current Azure reviewer

Completed

First result: 2.92 s
Final target: 15.84 s
Observed HTTP dispatches: 4 Azure · 0 Google Ranking

Google ranking + Azure reviewer

Completed

First result: 3.11 s
Final target: 6.88 s
Observed HTTP dispatches: 2 Azure · 1 Google Ranking

Halı

Oturma alanının altında açık bej renkli, dikdörtgen ve büyük ölçüde sade görünen bir halı yer alır.; düz açık bej salon halısı

dikdörtgenaçık bejsade

0 selected product identities shared. Agreement does not measure relevance.

Current Azure reviewer

Completed

First result: 3.75 s
Final target: 14.90 s
Observed HTTP dispatches: 4 Azure · 0 Google Ranking

Google ranking + Azure reviewer

Completed

First result: 2.54 s
Final target: 6.61 s
Observed HTTP dispatches: 2 Azure · 1 Google Ranking