CompareLLM
CompareLLM.ai
Live
Leaderboard
Models
Compare
Best of & Stacks
Research & News
…
CompareLLM
CompareLLM.ai
Precision Benchmarks

Programmatic, dated AI model benchmarks, head-to-head comparisons, and Stack Engine presets.

Daily ingest · 06:00 UTC

Analytics & Benchmarks

  • AI Model Leaderboard
  • Head-to-Head Compare Hub
  • Models Directory
  • Stack Engine Presets
  • Frontier Models
  • Open Weights Catalog

Guides & Intent Lists

  • Best LLM Lists (2026)
  • Best Coding LLM
  • Best Cheap LLM
  • Fastest Low-Latency LLM
  • Claude vs GPT Benchmark
  • What is Elo?
  • Methodology Guides
  • News & Dispatches

Transparency & API

  • Evaluation Methodology
  • Benchmark Changelog
  • Public JSON API
  • llms.txt Specification
  • Privacy Policy
  • Sign In / Account

© 2026 CompareLLM. Public benchmark data aggregated from Arena Elo, LiveBench, SWE-bench & OpenRouter.

Every score has a dated snapshot.

Theme:
Currency:
  1. Home
  2. Comparisons
  3. FLUX.1 [dev] vs GPT-5.6 Luna

Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)

FLUX.1 [dev] vs GPT-5.6 Luna benchmark

Comparing verified benchmark accuracy, speed, and token pricing between FLUX.1 [dev] and GPT-5.6 Luna. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Both FLUX.1 [dev] and GPT-5.6 Luna present distinct architectural strengths. Compare the verified benchmark matrix below to choose the model tailored to your specific application requirements.
Share Analysis:
WhatsAppTelegramXLinkedInReddit
Black Forest Labs
FLUX.1 [dev]

Open-weights non-commercial base model with 12B parameters, serving as the foundation for the open-source fine-tuning ecosystem.

Open Dev 12BImg Elo 1,180$30/1k imgs
OpenAI
GPT-5.6 Luna

OpenAI 5.6 fast/cheap tier. Official API $0.20/$1.20 per 1M after the Jul 30 80% Luna cut.

Luna Fast / VolumeImg Elo 1,466

FLUX.1 Series Family & Variants (3)

Speed, cost, and intelligence tradeoffs across the Black Forest Labs lineup

vs Base Model
FLUX.1.1 [pro]
Black Forest Labs
Base Model
Img Elo1210
Latency3.2s
$/1k$50/1k
Prompt %89%
View specs →vs this
FLUX.1 [dev]
Black Forest Labs
Open Dev 12B
Img Elo1180
Latency4.0s
$/1k$30/1k
Prompt %87.5%
-30 Elo-40% price
Selected
FLUX.1 [schnell]
Black Forest Labs
Schnell 4-Step
Img Elo1142
Latency1.2s
$/1k$15/1k
Prompt %84%
-68 Elo-70% price
View specs →vs this
Top Rival Showdowns for FLUX.1 [dev]
All Matchups
Compare vs:vs GPT Image 2 (High)vs Reve 2.1vs Nano Banana Pro (Gemini 3 Pro Image)vs Ideogram 4.0 (Quality)vs Recraft V4.1 Utility Pro
Image Quality Leader

No shared data

Single model data

Generation Speed Leader

No shared data

No latency data

Value per Dollar Leader

No shared data

Unpriced

Head-to-Head Comparison

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

FLUX.1 [dev] (5)vsGPT-5.6 Luna (0)
FLUX.1 [dev]: 5W (100%)Overall: FLUX.1 [dev]GPT-5.6 Luna: 0W (0%)
← FLUX.1 [dev]GPT-5.6 Luna →
FLUX.1 [dev] (3/3)

Visual Quality & Adherence

Arena Preference Elo, prompt fidelity & typography score

Image Elo
1,180vs—
Prompt adherence
87.5%vs—
Text rendering
86%vs—
FLUX.1 [dev]: 3WGPT-5.6 Luna: 0W
FLUX.1 [dev] (1/1)

Generation Latency

Time to render full-resolution image snapshot (seconds)

Generation time
4svs—
FLUX.1 [dev]: 1WGPT-5.6 Luna: 0W
FLUX.1 [dev] (1/1)

Cost Efficiency

API inference cost per 1,000 generated images

Price per 1k images
$30/1kvs—
FLUX.1 [dev]: 1WGPT-5.6 Luna: 0W

Side-by-Side Benchmark Matrix

Image Elo
FLUX.1 [dev]1,180
seed-bootstrap · Aug 1, 2026
GPT-5.6 Luna—
Generation time
FLUX.1 [dev]4s
seed-bootstrap · Aug 1, 2026
GPT-5.6 Luna—
Price per 1k images
FLUX.1 [dev]$30/1k
seed-bootstrap · Aug 1, 2026
GPT-5.6 Luna—
Prompt adherence
FLUX.1 [dev]87.5%
seed-bootstrap · Aug 1, 2026
GPT-5.6 Luna—
Text rendering
FLUX.1 [dev]86%
seed-bootstrap · Aug 1, 2026
GPT-5.6 Luna—
BenchmarkFLUX.1 [dev]GPT-5.6 LunaAdvantage Delta
Image Elo
1,180
seed-bootstrap · Aug 1, 2026
——
Generation time
4s
seed-bootstrap · Aug 1, 2026
——
Price per 1k images
$30/1k
seed-bootstrap · Aug 1, 2026
——
Prompt adherence
87.5%
seed-bootstrap · Aug 1, 2026
——
Text rendering
86%
seed-bootstrap · Aug 1, 2026
——
Interactive Simulator (USD)

Workload Cost & Savings Calculator

Simulate monthly production API costs in USD (US Dollar).

Save up to 100% with GPT-5.6 Luna
Monthly Image Production Volume25k images / month (25000 imgs)
Quick Presets:
FLUX.1 [dev]$750.00 / mo
Rate: $30/1k
GPT-5.6 Luna$0.00 / mo
Rate: $0/1k
Estimated Cost Delta

GPT-5.6 Luna is estimated to save $750.00/month ($9,000/year).

Based on 25k images generated

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatinsufficient data

Need list prices.

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGinsufficient data

Need context sizes.

Screenshots / visioninsufficient data

Both accept images. Defaulting to the higher-Elo side (undefined).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatinsufficient dataNeed list prices.
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGinsufficient dataNeed context sizes.
Screenshots / visioninsufficient dataBoth accept images. Defaulting to the higher-Elo side (undefined).

Related Editorial Dispatches & Benchmark Notes

View all news
priceJul 30, 2026

GPT-5.6 Luna’s 80% cut: $0.20/$1.20 for volume chat

Luna is the OpenAI fast/cheap 5.6 SKU after Jul 30. It is not Sol. Sort by price and TTFT, not Elo.

launchAug 8, 2025

GPT-5 mini: the 2025 distill still useful as a cheap OpenAI baseline

High-volume agents that cannot pay Sol. Compare to Luna before you assume the new cheap SKU wins.

Community Sentiment

Cast Your Matchup Vote

0 total votes

Community Discussions (0)

Sign in to cast your verified vote, bookmark models, and participate in benchmark discussions.Sign In to Post

No comments posted on this matchup yet. Be the first to share an evaluation note!

Share card

The real PNG is generated at /compare/flux-1-dev-vs-gpt-5-6-luna/opengraph-image for crawlers.

PNG

CompareLLM Matrix

Verified head-to-head card

LIVE
VS
Black Forest Labs

FLUX.1 [dev]

Elo n/a
LiveBench—
SWE-bench—
Speed—
Output cost—
OpenAI

GPT-5.6 Luna

Elo 1,466
LiveBench64.2%
SWE-bench61.8%
Speed188 tok/s
Output cost$0.6/1M

Frequently Asked Questions

Which is better overall, FLUX.1 [dev] or GPT-5.6 Luna?
We do not have preference Elo for both models, so we do not declare an overall winner. Compare the metrics that exist.
Which is better at coding, FLUX.1 [dev] or GPT-5.6 Luna?
SWE-bench is missing for at least one model, so we do not rank coding from a single number.
Which is cheaper to run in production?
List prices are missing for at least one model.
Which is faster, FLUX.1 [dev] or GPT-5.6 Luna?
We do not have TTFT for both models.
Which has the larger context window?
Context window is missing for at least one model.
Can I self-host either model?
FLUX.1 [dev] is marked open-weights in our catalog. The other side is a closed API. Check the provider license before you ship weights.
Are these scores from CompareLLM’s own evals?
No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.
What does preference Elo mean on this page?
Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. FLUX.1 [dev] and GPT-5.6 Luna Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • price · Jul 30, 2026

    GPT-5.6 Luna’s 80% cut: $0.20/$1.20 for volume chat

  • launch · Aug 8, 2025

    GPT-5 mini: the 2025 distill still useful as a cheap OpenAI baseline

Similar Head-to-Head Comparisons

All FLUX.1 [dev] matchups →|All GPT-5.6 Luna matchups →
FLUX.1 [dev] vs FLUX.1 [schnell] (next flux)GPT-5.6 Luna vs GPT-5 mini (previous gpt-mini)GPT-5 vs GPT-5.6 LunaGPT-4.5 Orion vs GPT-5.6 LunaGPT-5.6 Sol vs GPT-5.6 LunaGPT-5.6 Terra vs GPT-5.6 Luna