Stable Diffusion has rapidly become one of the most influential text-to-image generative AI models, offering users unprecedented creative freedom. At its core, Stability AI provides its โCore Models,โ including Stable Diffusion 3 2B, free of charge for all users, subject to licensing terms that differ for non-commercial versus commercial applications. Individuals can self-host and run the model locally with no licensing fees, and organizations with annual revenues under USDย 1โฏmillion may also leverage the models commercially at no cost. However, businesses exceeding this threshold must secure an enterprise license. Recent developmentsโincluding expanded cloud partnerships, deprecation of older APIs, and regulatory scrutiny over misuseโunderscore the evolving landscape around what โfreeโ truly means when balancing accessibility, sustainability, and ethical considerations.
What is Stable Diffusion and where does it originate?
Origins and public release
Stable Diffusion was publicly released on Augustย 22,ย 2022 by Stabilityย AI in collaboration with researchers at the Ludwig Maximilian University of Munich and EleutherAI.
The model immediately attracted widespread attention for its ability to generate highโquality images from text prompts while being openโsource, unlike many proprietary alternatives .
Technical foundations
At its core, Stable Diffusion employs a latent diffusion approach, wherein images are iteratively โdenoisedโ in a compressed latent space, yielding detailed outputs with greater computational efficiency than pixelโspace diffusion methods.
Weights for the model have continued to be hosted on platforms like Hugging Face, enabling selfโhosting and integration into a variety of applications.
Can individuals use Stable Diffusion for free?
Community License terms
In Julyย 2024, Stabilityย AI introduced a new Community License that made Stable Diffusion free for research, nonโcommercial, and commercial use for entities with annual revenues under USDย 1โฏmillion .
Under this license, users can fineโtune, derive new works (e.g., LoRAs and hypernetworks), and distribute outputs without cost, provided they comply with the Acceptable Use Policy.
Self-hosting and non-commercial use:
Individuals can download and run Stable Diffusion locally on personal hardware without paying any license fees. This self-hosted approach ensures privacy, offline generation, and no usage limits beyond oneโs compute capacity. Numerous open-source repositories and community projects on GitHub offer pre-trained weights and easy-to-follow instructions, reinforcing the modelโs free accessibility for personal, educational, and research use .
API access and developer considerations:
Beyond self-hosting, Stability AI provides API access to Stable Diffusionย 3 and 3.5 through its developer platform. As of Aprilย 17,ย 2025, the APIs for Stable Diffusionย 3.0 were deprecated and users were automatically migrated to the Stable Diffusionย 3.5 APIs at no extra cost, ensuring continued free access to the latest models for existing developers. For non-commercial projects, individuals and organizations can call the API without charges, making it convenient for prototyping, experimentation, and integration into apps. However, API usage may be subject to rate limits and fair-use policies to maintain service quality.
How has the licensing of Stable Diffusion evolved over time?
Initial release licensing
The original Stable Diffusion v1.0 release in Augustย 2022 came with a researchโonly license, intended primarily for academic and nonโcommercial experimentation .
Early adopters were required to agree to restrictions preventing creation of competing โfoundational modelsโ directly from Stable Diffusionโs core weights .
Introduction of the Community License
By Julyย 2024, following community feedback, Stabilityย AI revamped its license to permit broader commercial use under the Community License, lowering barriers for startups and developers earning under USDโฏ1โฏmillion.
This change was applauded for aligning more closely with openโsource principles and creator freedoms, while still safeguarding the companyโs investment .
Stable Diffusion 3.5 license adjustments
In Novemberย 2024, Stable Diffusionย 3.5 was released under the same Community License, solidifying free usage for most users and streamlining terms across versions.
This release emphasized distribution and monetization rights, encouraging fineโtuning, LoRA creation, and integration into commercial applications under the established revenue threshold .
Where can you access Stable Diffusion for free?
Selfโhosting and openโsource platforms
Anyone can download the Stable Diffusion model weights from repositories such as Hugging Face and deploy them locally or on custom servers, enabling offline and privacyโfocused usage without cost .
Selfโhosting requires moderate technical expertiseโinstallation involves setting up a Python environment and satisfying GPU dependenciesโbut communities have published detailed guides to simplify this process .
DreamStudio Lite and free tiers
Stabilityย AIโs DreamStudio platform offers a โLiteโ tier where users can generate images for free up to a monthly credit limit, ideal for casual experimentation without local setup .
The DreamStudio Beta now even supports Stable Diffusionย 3.5 and advanced editing tools like Inpaint and Resize within its free allocation, with paid plans available for higher-volume needs.
CometAPI
CometAPI provides a unified REST interface that aggregates hundreds of AI modelsโincluding Googleโs Gemini familyโunder a consistent endpoint, with built-in API-key management, usage quotas, and billing dashboards. Instead of juggling multiple vendor URLs and credentials, you point your client atย https://api.cometapi.com/v1ย and specify the target model in each request.
Developers can accessย Stable Diffusion API (Stable Diffusion 3.5 Large API etc)ย throughย CometAPI.
What are the limitations of the free usage?
Revenueโbased licensing threshold
Entities exceeding USDโฏ1โฏmillion in yearly revenue must obtain an Enterprise license to use the Stable Diffusion core models commercially, ensuring larger businesses contribute to continued model development .
This provision is enforced via the licenseโs revocability clauseโStabilityย AI can revoke license rights if terms are violated, although outputs already generated remain owned by the user.
Even under the Community License, users must adhere to Stabilityย AIโs Acceptable Use Policy, which prohibits generation of harmful or illegal content and implements safety filters in hosted services .
Recent updates to the license and model releases have included improved moderation tools and watermarking options to combat misuse and intellectual property disputes .
How does the OpenRAIL license define usage terms?
Early versions of Stable Diffusion were released under the CreativeML OpenRAIL-M license, a permissive license focusing on ethical and legal use. Under OpenRAIL, the model can be used for commercial and non-commercial purposes, provided downstream users adhere to the licenseโs responsibility and distribution requirements. Despite its permissiveness, OpenRAIL explicitly differs from OSI-approved open-source licenses, as it imposes usage restrictions to deter malicious applications like deepfakes and non-consensual imagery .
How does Stable Diffusion compare to other AI image generators in terms of cost?
Proprietary AI image generatorsโsuch as those offered by OpenAI, Midjourney, and Anthropicโoften charge per image or through subscription tiers, with prices ranging from cents to dollars per generation. These costs can become prohibitive for high-volume or low-margin use cases. In contrast, Stable Diffusionโs licensing model allows organizations under the revenue threshold to generate unlimited images without licensing fees, offering a compelling value proposition for startups and individual entrepreneurs.
Comparison with Midjourney
In a headโtoโhead comparison, Stable Diffusion offers a fully free openโsource version, whereas Midjourney lacks a free tier beyond a limited trial, making Stable Diffusion more costโeffective for budgetโconscious users .
Midjourneyโs subscription plans start at USDโฏ10 monthly without openโsource weights, while Stable Diffusionโs local and hosted free options provide unparalleled flexibility .
Comparison with DALLยทEย 3
DALLยทEย 3, accessible via OpenAIโs API or ChatGPT Plus subscription, costs USDโฏ20 per month for API access, with usageโbased credit fees, whereas Stable Diffusion remains free under openโsource licensing for most use cases .
However, DALLยทEย 3 offers integrated safety guardrails and a userโfriendly interface, which can justify its cost for organizations prioritizing turnkey solutions over selfโhosting.
What is the future outlook for Stable Diffusionโs pricing and licensing?
Upcoming developments
Stabilityย AI continues to expand its ecosystem, most recently optimizing Stable Diffusion for AMD Radeon GPUs and Ryzen AI APUs, which may lower hardware costs for selfโhosters .
Collaborations such as the joint release of Stable Audio Open Small suggest Stabilityย AIโs commitment to broadening free and openโsource offerings across modalities.
Impact on the AI ecosystem
By maintaining a generous free tier and community license, Stable Diffusion is driving innovation in generative art, research, and commercial creativity, while prompting competitors to reconsider their pricing models .
The balance between openโsource access and sustainable enterprise licensing could serve as a blueprint for other AI providers aiming to scale responsibly.
Through its evolving licensing strategyโfrom researchโonly beginnings to todayโs flexible Community LicenseโStable Diffusion has democratized image generation while providing clear pathways for enterprise engagement. Whether you choose to selfโhost the model, leverage DreamStudioโs free tier, or opt for a paid plan, you can harness the power of generative AI without upfront costs, so long as your usage aligns with Stabilityย AIโs licensing terms and revenue thresholds.
Get Started
CometAPI provides a unified REST interface that aggregates hundreds of AI modelsโunder a consistent endpoint, with built-in API-key management, usage quotas, and billing dashboards.
More details aboutย Stable-Diffusion XL 1.0 APIย andย Stable Diffusion 3.5 Large APIย etc,For more Model information in Comet API please seeย API doc.Price in CometAPI:
- stability-ai/stable-diffusion-3.5-large: $0.208 per create API call. โ
- stability-ai/stable-diffusion-3.5-medium: $0.112 per call.โ
- stability-ai/stable-diffusion-3.5-large-turbo: $0.128 per create API call.โ
- stability-ai/stable-diffusion-3: $0.112 per call
- stability-ai/stable-diffusion: $0.016 per call
This pricing structure allows developers to scale their projects efficiently without overspending.
To begin, explore the modelโs capabilities in the Playground and consult theย API guideย for detailed instructions.

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