Virtual Try-on and Visual Product Search

Lets shoppers see products on themselves and search the catalogue with a photo.

image generation embeddingunverified

0named models

303candidates

0deployments

0in Indonesia

Named Models

The research names no model for this use case.

Where this comes from

Models the research names for this use case. Research, with sources on each model record.

Who Runs It

No deployment is recorded for this use case.

Where this comes from

Documented uses by named organisations. The evidence column says who made the claim.

Candidate Models

Artificial Analysis Text-to-Image Arena: AA Text-to-Image Arena, overall

A general benchmark for this model class, not a test on this use case. Elo from blind pairwise preference votes on text-to-image outputs. Higher is better. Elo has no zero, so the axis starts at 1,000. Showing 10 of 26.

GPT Image 2.5 SunburstOpenAI independent1,198

GPT Image 2.5 FlareOpenAI independent1,191

GPT Image 2OpenAI independent1,171

Nano Banana 2.1Google DeepMind, Google independent1,160

Grok Imagine Image 2.0SpaceXAI (xAI) independent1,156

MAI-Image-2.6Microsoft AI independent1,151

Muse ImageMeta independent1,116

FLUX 3 ImageBlack Forest Labs independent1,115

GPT Image 1.5OpenAI independent1,107

Nano Banana 2 LiteGoogle independent1,095

1,0001,1501,300

EmbeddingGemma 2Google, embeddingReleasedOct 2026open weightshas scoreslast 18 months

Qwen-Image-2.1Alibaba (Qwen), image generationReleasedSep 2026open weightshas scoreslast 18 months

Nemotron-3-Embed-8BNVIDIA, embeddingReleasedJul 2026open weightshas scoreslast 18 months

Ideogram 4.0Ideogram, image generationReleasedJun 2026open weightshas scoreslast 18 months

harrier-oss-v1-0.6bMicrosoft AI, embeddingReleasedMar 2026open weightsIndonesian statedlast 18 months

jina-embeddings-v5-text-smallJina AI, embeddingReleasedFeb 2026open weightshas scoreslast 18 months

GLM-ImageZ.ai (Zhipu), image generationReleasedJan 2026open weightshas scoreslast 18 months

Z-Image TurboAlibaba (Qwen), image generationReleasedNov 2025open weightshas scoreslast 18 months

FLUX.2 [dev]Black Forest Labs, image generationReleasedNov 2025open weightshas scoreslast 18 months

FLUX.2 [klein] 4BBlack Forest Labs, image generationReleasedNov 2025open weightshas scoreslast 18 months

Showing 10 of 303. All models of this class

Where this comes from

Derived, not researched: models in the directory whose class matches a class this use case uses, excluding family records and models shut down or deprecated. Ranked by how many fit facts they meet, then by release date. Each fit fact is read from the model record.

Use Case

Industry: retail and logistics
Model classes: image generationembeddingunverified
Benchmarks or datasets: not in the notes
Regulatory notes: Surat Edaran Menkominfo 9/2023 Etika Kecerdasan Artifisial, Kementerian Komunikasi dan Informatika (now Kementerian Komunikasi dan Digital)Virtual try-on and visual product search is an AI-based service run by an electronic system operator, and the circular asks such operators to build and use AI on the values of inclusivity, transparency, humanity and security.
UU 27/2022 Pelindungan Data Pribadi, DPR and President of the Republic of Indonesia (administered by Kementerian Komunikasi dan Digital)Virtual try-on and visual product search processes personal data of shoppers, sellers, drivers or customers, so the controller needs a lawful basis, must protect the data and must honour data subject rights.
Permenkominfo 5/2020 Penyelenggara Sistem Elektronik Lingkup Privat, Kementerian Komunikasi dan Informatika (now Kementerian Komunikasi dan Digital)Virtual try-on and visual product search runs on an online platform used by people in Indonesia, so the private electronic system operator must register and meet this regulation's duties on content and data.

Where this comes from

From the industry tracks T08 to T10 of the research notes.

R&D Topics

Links to R&D topics are awaiting review.

Where this comes from

Which R&D topics would most change this use case. Drafted by Claude from the topic definitions and the use case; proposed until approved.

Incidents

AI Photo Filter Lightens Skin, Changes Eye Color in Student's 'Professional' Image2023-07-21, discriminationAn AI application modified an MIT student's photo to appear 'professional' by lightening her skin and changing her eye color to blue, highlighting the racial bias in the training data of the program.

Where this comes from

Documented failures, harms or misuse in this kind of use, Indonesia first, then the region, then well-known cases elsewhere (AI Incident Database, OECD AI incidents monitor, reputable news). Not a claim about any deployment listed here.

Opportunities

Opportunities are awaiting review.

Where this comes from

Gaps found by rule in what the directory holds for this use case. Each is a proposal for review.

Links

IndustryRetail and Logistics28 use cases, 24 deployments

Use CaseVirtual Try-on and Visual Product SearchRetail and Logistics

Modelsnone recorded

Who Runs Itnone recorded

Graph

Sources

deloitte.com/content/dam/assets-zone3/us/en/docs/services/... https://www.deloitte.com/content/dam/assets-zone3/us/en/docs/services/consulting/2026/ai-use-cases-consumer-2026.pdf
cloud.google.com/transform/101-real-world-generative-ai-use-ca... https://cloud.google.com/transform/101-real-world-generative-ai-use-cases-from-industry-leaders

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Virtual Try-on and Visual Product Search", https://aurion.semai.id/usecases/ret-virtual-try-on-visual-search/, records of October 2026.