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The Stack / Image

Stable Diffusion

03 Creation

Yes for builders who want image generation they own — Stable Diffusion's open weights run locally, fine-tune freely, and power a massive LoRA/ComfyUI ecosystem. The current open flagship is still the SD 3.5 family; Stability's 2026 releases have gone to audio (Stable Audio 3.0) and its Brand Studio platform, not a new image generation. Correction: this page briefly claimed an April 2026 "SD4" release — that claim came from fabricated third-party articles and Stability has announced no such model.

The job in the stack

The self-hosted image seat: open-weight generation with total control, zero marginal cost, and the largest tuning ecosystem.

Pricing

Plan Price Notes
Open weights (local) $0 SD3.5, SDXL, SD1.5 on your GPU
Stability API $0.03–$0.08/image Credits at $0.01 each; Stable Image Core $0.03, Ultra $0.08, SD3.5 Medium $0.035

Pricing verified 2026-10-07. Plans change — the source of truth is Stable Diffusion's own pricing page.

Models & versions

  • SD3.5 (Large / Large Turbo / Medium) October 2024 — the current open flagship family; TensorRT-optimized builds (June 2025) run 2x faster on RTX GPUs
  • SDXL / SD1.5 Older open releases still everywhere in practice — the ComfyUI/A1111 ecosystems and the bulk of the LoRA library are built on them

The honest read

What works

  • + Fully open: local, private, unlimited generation
  • + Unmatched community ecosystem of fine-tunes and workflows
  • + The customization ceiling — train exactly your style

What breaks

  • − No new image generation since SD3.5 (Oct 2024) — Stability's 2026 energy has gone to audio and enterprise, so FLUX leads on raw model progress
  • − Local setup demands GPU + tooling comfort
  • − Stability AI's commercial licensing tiers need reading

Use it for

  • →Privacy-bounded generation that can't leave your machine
  • →Custom-trained styles and characters at zero marginal cost
  • →Builders embedding image gen without per-image fees

Skip it if

  • ×You want an app, not a model — Leonardo/OpenArt serve SD-class models hosted
  • ×Peak quality per prompt — that's Midjourney or FLUX

Questions operators ask

?Stable Diffusion or FLUX?

FLUX leads on out-of-box photorealism, prompt adherence, and in-image text — and with no new SD image model since SD3.5, that lead is growing. Stable Diffusion wins on ecosystem depth: the tutorials, LoRAs, and workflows accumulated since 2022 mostly target SDXL and SD1.5. Pick SD for a tuned, owned pipeline on proven tooling; pick FLUX for the best open-weight output today.

What changed

  1. Freshness sweep: no new image model. Stability's news page shows only a $232M Series B (Aug 25) and Stable Audio 3.0 tooling (Aug 18) since our last check. SD 3.5 is still the newest open image family.
  2. Freshness sweep: no changes to the product. Re-read Stability AI's own news-updates page directly — still no SD4 and no image model newer than SD 3.5; the July correction holds. New company fact from that page: Stability announced a $232M Series B on Aug 25, 2026 (backers include EA, Sony Music, UMG, WMG), alongside a Stable Audio DAW plugin on Aug 18. Open weights already downloaded are unaffected either way; noted for anyone weighing the company's commercial-license path.
  3. Freshness sweep: no changes. Re-checked Stability AI's news/updates page directly — still no new image-generation model since SD 3.5 (Oct 2024); the correction below holds.
  4. CORRECTION: the July 9 entry below reported an April 2026 "SD4" release. That was wrong. Stability AI's own announcements page lists no SD4 — its 2026 releases are Stable Audio 3.0 (May) and Brand Studio (April); the newest open image family remains SD 3.5. The claim traced to fabricated third-party articles with no primary source. Verdict, models, and the FLUX comparison rewritten to match reality. We verify against primary sources; this one got past us for 20 days and we're leaving the record visible.
  5. Verified and released from staging. Real change found: Stability shipped SD4 (Base + Ultra) in April 2026 — first full-generation release since SD3.5, moving from U-Net to a diffusion transformer with a dedicated text-rendering module. Updated models, pricing, and the FLUX comparison to account for it. [Retracted 2026-07-29 — see correction above.]
  6. Added to the stack (self-hosted image seat). Seeded from January 2026 baseline; pricing pending fresh verification by the update loop.

Give Stable Diffusion a job

The self-hosted image seat: open-weight generation with total control, zero marginal cost, and the largest tuning ecosystem.

Try Stable Diffusion →

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