Image recognition companies, products & suppliers
Classifying and tagging still images (labels, scenes, logos), not object detection boxes or medical imaging. Jobs: tagging; scene classification; logo/brand recognition.
What is Image recognition?
Classifying and tagging still images (labels, scenes, logos), not object detection boxes or medical imaging. Jobs: tagging; scene classification; logo/brand recognition.
What problems does it solve?
Assets still cannot be found because they are untagged.
Typical business use cases
- Tagging
- Scene classification
- Logo/brand recognition
Important capabilities
- Label taxonomy
- Batch
- APIs
What buyers should evaluate
- Taxonomy fit
- Biometric vs generic
- Where images go
Risks and governance considerations
A tagger used as face identification without saying so.
Procurement checklist
- Biometric or not
- Retention
- Taxonomy
Relevant AI Trustmark assurance
AI Trustmark independent findings appear only when an assessment or certificate exists. Category membership does not imply verification.
Companies and providers
Claimed suppliers appear first so buyers can start with listings the company has taken ownership of. Payment does not buy this order.
Aidoc publishes Aidoc aiOS as named AI products. Aidoc is used for Medical imaging and Image recognition work. Aidoc is recorded in Tel Aviv, Israel. Aidoc publishes product inform
Amazon Web Services is Amazon's cloud division selling compute, storage, Bedrock model hosting and related AI infrastructure. Public pages cover regional cloud services for builder
Clarifai publishes Clarifai Computer Vision, Clarifai Visual Detector, and Clarifai Model Inference as named AI products. Clarifai is used for Image recognition and Object detectio
Cohere is a Toronto-headquartered model company selling text, embed and RAG-oriented APIs for enterprises. Public pages emphasise private deployment options alongside hosted APIs.
Google is a US technology company that sells consumer and cloud AI products, including Gemini, Search, and related developer APIs on Google Cloud. Google publishes Imagen, Gemini f
LandingAI is on a mission to make the world's documents computable. Agentic Document Extraction helps enterprise developers build document automation pipelines at scale. Accur
Microsoft Corporation sells Windows, Azure, Microsoft 365 and Copilot AI products. Public pages cover cloud, productivity and developer APIs used by enterprises and consumers. Micr
Mistral AI is a Paris-headquartered model company selling open-weight and hosted language models. Public pages cover APIs, model licences and enterprise deployments. Mistral AI pub
NVIDIA sells GPUs, CUDA software and AI enterprise stacks used for training and inference. Public pages cover data-centre, cloud and on-prem AI compute. NVIDIA publishes NVIDIA cuO
Tractable is a London AI company selling computer-vision products for insurance and vehicle-damage assessment. Public marketing covers speeding claims inspection from photos rather
Wayve is a London autonomous-driving company. Public pages describe AI software for embodied driving, trained from fleet data, rather than a conventional rules-based ADAS stack. Wa
Products
Claimed products appear first. Ranking packs and payment do not change this list.
- Azure Content Understanding· Microsoft
- Clarifai Computer Vision· Clarifai
- Embed 4· Cohere
- Gemini 2.5 Flash· Google
- Gemini 2.5 Pro· Google
- Mistral Medium 3.5· Mistral AI
- Mistral Small 4· Mistral AI
- NVIDIA NIM for NV-CLIP· NVIDIA
- Pixtral Large· Mistral AI
- Tractable· Tractable
Also used in this category
These products have a different primary category so they do not compete for the same ranking queries. They are listed here because buyers still encounter them in this job.
- Aidoc aiOS· Aidoc
- Amazon Rekognition· Amazon Web Services
- Azure AI Face· Microsoft
- LandingLens· LandingAI
- Wayve· Wayve
Related categories
Relevant procurement and assurance guides
Frequently asked questions
What is Image recognition?
Classifying and tagging still images (labels, scenes, logos), not object detection boxes or medical imaging. Jobs: tagging; scene classification; logo/brand recognition.
What should not be listed as Image recognition?
Products whose buyer job is object detection, visual inspection, or facial recognition. Those belong on their own category page so search queries are not split.
Has AI Trustmark independently assessed every Image recognition supplier?
No. A category listing is descriptive. Independent assessment is shown only on company or product pages that carry Trustmark evidence.
What model or provider changes should a buyer insist on being told about?
Material change usually includes a new model family, new region, new subprocessor, new write-capable tool, or a change that affects logging, privacy or human oversight. Those changes should trigger evidence refresh rather than a silent release.
How should buyers verify where AI customer data is processed?
Ask for the named processing locations, cloud regions and any subprocessors that see prompts, files or outputs. A directory listing is not evidence of residency. Independent assessment records the locations that were in scope on the assessment date.
Does a TrustMark on one product cover the rest of the company?
No. Independent assessment is scoped to the named organisation and, where relevant, the named product. Category pages list suppliers as a topic label. They do not imply that every listed company has been assessed.
What incident-handling evidence is useful for AI suppliers?
Buyers should see how AI-specific failures are detected, contained and notified — including unsafe outputs, data leakage and unauthorised agent actions. An incident policy that never mentions models, prompts or tools is incomplete for this class of product.
What security testing evidence should buyers request for an AI product?
Ask what was tested, against which version, whether prompt-injection, data-exfiltration and tenant isolation were in scope, and where failed prompts were stored. A generic ISO certificate or a vendor scanner screenshot is not by itself an AI TrustMark assessment.