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Fully managed service for building custom image classification and similarity models with AutoML; includes powerful visual‑search APIs.
Drag‑and‑drop UI to train image‑classification and similarity models; integrates with Azure Cognitive Search for visual‑search experiences.
#4 Clarifai
AI platform offering pre‑built and custom visual‑search models, image‑similarity endpoints, and a visual‑annotation suite.
Cloud service for image classification, object detection, and similarity scoring; integrates with IBM Cloud search solutions.
#6 Imagga
API‑first platform delivering auto‑tagging, visual‑search, and image‑similarity capabilities for e‑commerce and media.
#7 ViSenze
Visual‑search engine focused on retail; provides image‑similarity, product recommendation, and AI‑powered tagging.
#8 Slyce
Mobile visual‑search solution for retailers; enables real‑time image similarity and product discovery.
#9 CloudSight
Image recognition API that returns descriptive tags and similarity scores; used for visual search in consumer apps.
Open‑source‑friendly API that computes cosine similarity between image embeddings for fast visual matching.
#11 V7 Labs
Annotation platform with built‑in visual‑search models; supports similarity queries on large image datasets.
#12 Roboflow
End‑to‑end computer‑vision workflow; provides dataset management, labeling, and export of similarity models to edge or cloud.
#13 Scale AI
Data‑labeling and validation service with specialized image‑similarity pipelines for autonomous‑vehicle and e‑commerce use‑cases.
#14 Labelbox
Collaborative data‑annotation platform that includes visual‑search SDKs and similarity model export options.
#15 SuperAnnotate
AI‑assisted annotation suite with built‑in visual‑search and image‑similarity tools for rapid dataset creation.
#16 Hive AI
Scalable image‑analysis API offering tagging, similarity scoring, and visual‑search for large media libraries.
#17 Kili Technology
Annotation platform that supports custom visual‑search pipelines and similarity model training via API.
#18 Diffgram
Open‑source data‑labeling tool with visual‑search extensions; lets teams build similarity models on‑prem.
#19 Dataloop AI
Enterprise data‑management platform with visual‑search, similarity indexing, and annotation workflows.
Specialist visual‑search engine for fashion and retail; provides image‑similarity APIs and on‑device SDKs.
AWS’s image‑analysis service offering face, object detection and similarity matching; can replace Ground Truth for many visual‑search scenarios.