MODEL · BLACK FOREST LABS · 32B
FLUX.2 [dev]
BFL's frontier open-weights T2I — best-in-class prompt adherence and text rendering for any license-flexible open model in April 2026.
License: FLUX.2-dev Non-Commercial License — flag loudly · Context: Up to 4MP; ~28–50 steps; multi-reference image editing · Released: November 25, 2025
The decision in five lines
- The call
- Buy — for image
- Best for
- image
- Runs on
- 23 hardware picks fit (cheapest: Intel Arc B580 12 GB · $249)
- Watch out
- Any commercial product or paid output — non-commercial license is strict.
- Evidence
- Estimated
- 32B
- PARAMETERS
- IMAGE GEN
- TYPE
- Up
- CONTEXT
- ~8–10 GB (Q4_K_M GGUF) / ~16 GB (Q8) / >80 GB (BF16)
- VRAM AT Q4
Where we recommend this
Every tier slot in the planner where this model is a top or alternate pick. Pulled live from planner.js — when the planner refreshes, this table stays current.
The call
BFL's frontier open-weights T2I — best-in-class prompt adherence and text rendering for any license-flexible open model in April 2026.
When not to use: Any commercial product or paid output — non-commercial license is strict. Ship products via FLUX.2 Pro API or use FLUX.2 klein 4B (Apache 2.0) instead.
Runner notes
ComfyUI with GGUF quant is the usable path. No Ollama (image models aren't served there).
Hardware that fits
Every hardware pick whose memory fits this model at the quant we recommend. Sorted cheapest-first — the top row is your best-value fit. Click through for the full buyer’s guide.
- Intel Arc B580 12 GBGood · 1.3× 12 GB · $249–$299
- NVIDIA RTX 3060 12 GBGood · 1.3× 12 GB · $280–$400
- Minisforum UM890 ProPerfect · 2.6× 32 GB DDR5 (shared) · $463–$580 all-in
- RTX 5060 Ti 16 GBPerfect · 1.7× 16 GB · $560–$610
- AMD Radeon RX 9070 XTPerfect · 1.7× 16 GB · $649–$779
- AMD Radeon RX 7900 XTXPerfect · 2.6× 24 GB · $760 used / ~$1,500 new
- Mac Mini M4 16 GBGood · 1.2× 16 GB unified · $799 (new floor) / $499–$599 (eBay/residuals)
- NVIDIA RTX 3090 (used, single)Perfect · 2.6× 24 GB · $950–$1,200
- NVIDIA RTX 5070 TiPerfect · 1.7× 16 GB · $980–$1,300
- NVIDIA RTX 5080Perfect · 1.7× 16 GB · $999–$1,400
- MacBook Air M5 24 GBPerfect · 1.7× 24 GB unified · $1,299–$1,699
- Mac Mini M4 Pro 24 GBPerfect · 1.7× 24 GB unified · $1,399
- Dual RTX 3090 (used)Perfect · 5.2× 48 GB · $1,800–$2,500 all-in
- Framework Desktop (Ryzen AI Max+ 395)Perfect · 9.2× 128 GB unified · $1,999–$2,851
- NVIDIA RTX 4090Perfect · 2.6× 24 GB · $2,200–$2,800
- M5 Pro MacBook Pro 48 GBPerfect · 3.5× 48 GB unified · $2,599–$3,099
- NVIDIA RTX 5090Perfect · 3.4× 32 GB · $2,910–$4,300
- Mac Studio M4 Max 64 GBPerfect · 4.6× 64 GB unified · $3,199
- NVIDIA RTX A6000 (48 GB, used)Perfect · 5.2× 48 GB ECC · $3,500–$4,500
- Mac Studio M3 Ultra 96 GBPerfect · 6.9× 96 GB unified · $3,999
- M5 Max MacBook Pro 64 GBPerfect · 4.6× 64 GB unified · $4,499
- NVIDIA DGX SparkPerfect · 9.2× 128 GB unified · $4,699
- Dual RTX 5090Perfect · 6.9× 64 GB (2×32) · $8,500–$10,500
Next step
Find-by-model — see what hardware runs this→