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Tensor.Art

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Tensor.Art's own site

What Tensor.Art is

Tensor.Art is an API-based image generation and editing service. It can create images from text prompts, use reference images to guide results, and edit images. API access is available, so these functions can be connected through an API workflow. The service provides PNG output and includes 1,000 monthly credits on its free plan. Tensor.Art uses a freemium model, with free access available and additional plans listed as Daily Pass, Monthly Pro Subscription, Quarterly Pro Subscription, and Yearly Pro Subscription. Commercial use is limited, so business or promotional projects need to account for that restriction. Its stated platform is API, making Tensor.Art relevant to developers and workflows that need programmable image creation or editing.

Who it suits

Tensor.Art suits developers and teams needing API-based image generation, reference-image workflows, or image editing. It may also fit users who want a free plan with monthly credits.

What it does well

  • Text-to-image generation
  • Reference-image support
  • Image editing included
  • API access available
  • 1,000 monthly free credits

What to know first

  • Commercial use is limited
  • Output format is PNG

Plans

PlanBilled and limitsPrice
Monthly Pro Subscription1,000 creditsOn request
Quarterly Pro Subscription5,000 creditsOn request
Yearly Pro Subscription25,000 creditsOn request
Starterno charge · 50 daily credits · image and video generation · community model library · LoRA trainingFree
API computational creditsusage-based credit purchase · Credit use varies by width · height · steps · image count · model factorFree
Daily Passone-time purchase; each user may purchase once · 1-day membership$1, paid once
Quarterly Pro$19.9 per quarter; recurring subscription · 5,000 bonus credits · re-subscription waits until current period ends after cancellation$19.90 a month
Yearly Pro$59.9 per year after stated 50% discount · 25,000 bonus credits · recurring subscription$59.90 a year

The first 8 of 10 plans, as tensor.art lists them, read 22 Sept 2026. The maker's own page has the final word. Every plan

Verdict

Tensor.Art combines text-to-image creation, reference images, editing, and API access in one service. Its free plan and monthly credits are useful starting points, but commercial use restrictions should be reviewed.

Facts from Tensor.Art's own pages

2024 scale claim
The August 19, 2024 release claimed more than 330,000 hosted resources, over 2 million generated images per day and profitability. · globenewswire.com, 20 Oct 2026
API access
Yes · tensor.art, 22 Sept 2026
API billing
TAMS prices computational credits at $0.003 each and says failed image generation does not consume credits. · tams-docs.tensor.art, 20 Oct 2026
API rate limit
The documented API rate limit is 5 requests per second, with possible adjustment for specific requirements. · tams-docs.tensor.art, 20 Oct 2026
API upload limitation
The API can return an upload resource identifier but currently has no endpoint to retrieve uploaded images by that identifier. · tams-docs.tensor.art, 20 Oct 2026
Cloud deployment
TAMS describes cloud invocation that requires no GPU setup or local deployment. · tams.tensor.art, 20 Oct 2026
Commercial use
limited · tensor.art, 22 Sept 2026
Community resources
The site organizes models and content into channels including character, anime, realistic, illustration, sci-fi, visual design, space design and game design. · tensor.art, 20 Oct 2026
Company legal contact
The privacy policy identifies ECHO INTERNATIONAL HK LIMITED and gives a Causeway Bay, Hong Kong address. · tensor.art, 20 Oct 2026
Company size
LinkedIn lists Tensor.Art as self-owned with 201–500 employees. · linkedin.com, 20 Oct 2026
Complaint: Android workspace
A Google Play reviewer said incompatible LoRAs could leave the workspace gray with an unremovable unfinished task. · play.google.com, 20 Oct 2026
Complaint: usability and billing
Google Play reviewers described the app as unfriendly to first-time users, reported broken image-to-image behavior and complained about subscription cancellation and unclear instructions. · play.google.com, 20 Oct 2026
Documentation depth
The developer documentation covers signing, HTTP status codes, basic jobs, workflow jobs, resource management, model retrieval, constants and integration examples. · tams-docs.tensor.art, 20 Oct 2026
Founded
A company press release states that Tensor.Art was founded in July 2023. · globenewswire.com, 20 Oct 2026
Free plan
Yes · tensor.art, 22 Sept 2026
Homepage creation tools
The homepage lists design chat, photorealistic generation, smart editing, digital avatars, reference-image creation, pose references, social trends and brand design. · tensor.art, 20 Oct 2026
Image editing
Yes · tensor.art, 22 Sept 2026
Licence
The reviewed official pages document a hosted service and API but publish no open-source source-code licence or self-hosting package. · tams.tensor.art, 20 Oct 2026
Limit: credit rollover
FirmCritics reported that unused daily credits reset instead of carrying forward. · firmcritics.com, 20 Oct 2026
Limit: exclusive downloads
FirmCritics observed that Exclusive models offered trial runs while their download controls remained disabled for free users. · firmcritics.com, 20 Oct 2026
Limit: expiring outputs
FirmCritics found generated images could expire after about a week unless history storage was extended. · firmcritics.com, 20 Oct 2026
Limit: reproducibility
FirmCritics reported that repeating identical parameters and a locked seed produced a different image. · firmcritics.com, 20 Oct 2026
Model integrations
TAMS says its cloud model catalog supports both SD WebUI-style and Workflow usage. · tams.tensor.art, 20 Oct 2026
Model training
Online training accepts datasets and supports LoRA training with selectable base models and configurable repetitions and epochs. · tensor.art, 20 Oct 2026

Where Tensor.Art stands on Freedom251

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