Stable Diffusion

Excellent

by Stability AI · founded 2022 · updated Jul 2026

Stable Diffusion is the open-weight image generation family that spawned an entire ecosystem: ComfyUI, LoRA fine-tunes, ControlNet and thousands of community models. It remains the default choice when you need image generation you fully control.

Image & VideoOpen SourceMatureFrom Free (self-hosted) / API from $0.01 per image
82.2TIP Score
Excellent

The score, taken apart

Fixed weights, sources attached, the formula

Cap 82Val 92Sec 80Int 88Mat 84Mom 68
Capability(30%)82
Value for Money(15%)92
Security & Compliance(15%)80
Integrations & Ecosystem(15%)88
Maturity & Reliability(10%)84
Momentum(15%)68

Best for

  • Self-hosted pipelines
  • Fine-tuned custom styles
  • Cost-sensitive high-volume generation

Key integrations

ComfyUIAutomatic1111Hugging FaceControlNetLoRA ecosystem

Strengths

  • Full control: self-host, fine-tune and modify freely
  • Enormous community model and workflow ecosystem
  • Zero marginal cost at scale on your own hardware

Limitations

  • Out-of-the-box quality trails closed frontier models
  • Requires GPU infrastructure and technical skill
  • Stability AI's commercial licensing has shifted several times

Evidence behind this score

Every TIP Score is backed by verifiable claims. Data is a curated snapshot, always confirm current terms with the vendor.

ClaimSourceAs of
SD 3.5 released under community license with open weightsStability AI announcementsOct 2024
ComfyUI ecosystem provides node-based production workflowsCommunity documentationMay 2025
Runs locally on consumer GPUs from ~8GB VRAMModel requirements docsFeb 2025

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