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Azure Custom Vision Alternatives (2026)

Compare migration options for Azure Custom Vision: whole-image classification, object detection, deployment and retraining requirements.

By StayCharted · Checked October 8, 2026

The short answer

Azure Custom Vision retirement makes the required output the first decision: a category for an entire image, or the location of an object. StayCharted supports the first. Other platforms cover broader vision tasks.

Retirement and migration

Microsoft supports existing Azure Custom Vision customers until September 25, 2028. Its guidance identifies Azure Machine Learning AutoML and Foundry-based approaches as migration paths.

Microsoft retirement and migration guidance · checked October 8, 2026

Options by requirement

OptionRelevant capabilityTeam and implementation fit
StayCharted AI Model TrainerWhole-image classification from labeled pictures. No object detection. Image classification →Business teams wanting hosted training and file processing; developers can integrate API access on Essentials and up.
Azure Machine Learning AutoMLCustom image classification and object detection.Microsoft migration options · checked October 8, 2026Teams keeping workloads in Azure and managing ML deployment and integration.
RoboflowImage classification and broader vision workflows.Roboflow vision tasks · checked October 8, 2026Computer-vision application teams. Compare workflows →
Amazon Rekognition Custom LabelsCustom image labels and object detection.AWS Custom Labels · checked October 8, 2026Teams building vision applications in AWS.
Google Cloud AutoML ImageTrain image classifiers through the console or API; current Google documentation is under Gemini Enterprise Agent Platform.Google image classification · checked October 8, 2026Teams operating models within Google Cloud.
Azure Content Understanding (preview)Managed custom classification of images and other unstructured content.Microsoft migration guidance · checked October 8, 2026Teams evaluating a managed Azure alternative; validate preview availability and requirements.

Migration checklist

Microsoft’s Custom Vision migration guide

  1. Record the current categories, output format and application dependencies.
  2. Preserve the original labeled images and a separate test set.
  3. Train and evaluate the replacement, including rare categories and changed conditions.
  4. Update authentication, prediction calls, review handling and monitoring.
  5. Validate the complete workflow before retiring the old integration.

StayCharted plans and workflow

Free covers text and includes up to one AI Classifier Model. Essentials is $49/month and Business is $99/month per workspace. Pictures require Vision: +$49/month on Essentials or +$99/month on Business. Dedicated AI Models require Business. Prices are USD.

  • Every training run reports accuracy on examples not used to train the model, overall and by category. Answers include confidence.
  • Data-quality checks and personal-information masking before text training are available on every plan.
  • On Essentials and Business, answers below your review cutoff go to a Review Queue. Grouping unlabeled examples into suggested categories is also included; pictures require Vision.
  • Picture checks flag near-duplicates and potentially mislabeled examples. Location metadata is stripped from the copies used by the model; original uploads are retained unchanged until deletion.

StayCharted is a hosted service, with no on-premises application deployment or trained-model import. Standard workspace exports do not contain runnable models. Under Terms §6.3, an Owner can download a Dedicated model adapter after moving to a plan that no longer trains Dedicated models; running it elsewhere requires the exact base model and your own inference software.

Compare plans and allowances · Export conditions · Data handling

Common questions

When does Azure Custom Vision retire?

Microsoft says existing customers receive full support until September 25, 2028. Plan and validate a replacement before that support window ends.

Can StayCharted replace object detection?

No. StayCharted classifies whole images. If your application needs object coordinates or segmentation, evaluate a platform that supports those outputs.

Can I reuse my labeled pictures?

Prepare the original images and labels in the destination format, subject to your data rights and retention rules. Retrain and validate a new model; this page does not claim automatic transfer of Custom Vision model weights.

How should I compare migration options?

Keep a representative test set separate. Compare errors by category, rare-case recall, deployment requirements and total operating cost. Update the application integration and validate its outputs before switching.

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