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

Every score has a dated snapshot.

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  3. Luma UNI 1 Max vs OpenAI o1

Pairwise benchmark snapshot · Aug 1, 2026noindex (thin pair)

Luma UNI 1 Max vs OpenAI o1 benchmark

Comparing verified benchmark accuracy, speed, and token pricing between Luma UNI 1 Max and OpenAI o1. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Both Luma UNI 1 Max and OpenAI o1 present distinct architectural strengths. Compare the verified benchmark matrix below to choose the model tailored to your specific application requirements.
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Luma Labs
Luma UNI 1 Max

Luma Labs universal 3D-aware image synthesis engine with spatial geometry consistency.

Img Elo 1,226$100/1k imgs
OpenAI
OpenAI o1

OpenAI pioneer reasoning foundation model designed for complex science, math, and multi-step reasoning.

Img Elo 1,512

OpenAI o1 Thinking Depth & Cost Scaler

Model B

Simulate accuracy gains vs added response time & token cost

Mode: Medium (Standard)

Reasoning models “think before answering” by generating internal reasoning tokens. Higher effort improves math, coding, and logic accuracy, but increases response delay and token costs.

Thinking Delay
420 ms
Standard speed
Reasoning Depth
~1,500
Internal tokens
Cost / 1k Calls
$115.50
4.5× standard bill
Accuracy Boost
+4.5% accuracy
STEM & SWE-bench
Top Rival Showdowns for Luma UNI 1 Max
All Matchups
Compare vs:vs GPT Image 2 (High)vs Reve 2.1vs Nano Banana Pro (Gemini 3 Pro Image)vs FLUX.2 [max]vs Ideogram 4.0 (Quality)
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.

Luma UNI 1 Max (5)vsOpenAI o1 (0)
Luma UNI 1 Max: 5W (100%)Overall: Luma UNI 1 MaxOpenAI o1: 0W (0%)
← Luma UNI 1 MaxOpenAI o1 →
🏆Luma UNI 1 Max(3/3)

Visual Quality & Adherence

Arena Preference Elo, prompt fidelity & typography score

Benchmark
Luma UNI 1 MaxvsOpenAI o1
Image Elo
1,226vs—
Prompt adherence
90.2%vs—
Text rendering
90%vs—
Luma UNI 1 Max: 3WOpenAI o1: 0W
🏆Luma UNI 1 Max(1/1)

Generation Latency

Time to render full-resolution image snapshot (seconds)

Benchmark
Luma UNI 1 MaxvsOpenAI o1
Generation time
4.4svs—
Luma UNI 1 Max: 1WOpenAI o1: 0W
🏆Luma UNI 1 Max(1/1)

Cost Efficiency

API inference cost per 1,000 generated images

Benchmark
Luma UNI 1 MaxvsOpenAI o1
Price per 1k images
$100/1kvs—
Luma UNI 1 Max: 1WOpenAI o1: 0W

Side-by-Side Benchmark Matrix

Image Elo
Luma UNI 1 Max1,226
seed-bootstrap · Aug 1, 2026
OpenAI o1—
Generation time
Luma UNI 1 Max4.4s
seed-bootstrap · Aug 1, 2026
OpenAI o1—
Price per 1k images
Luma UNI 1 Max$100/1k
seed-bootstrap · Aug 1, 2026
OpenAI o1—
Prompt adherence
Luma UNI 1 Max90.2%
seed-bootstrap · Aug 1, 2026
OpenAI o1—
Text rendering
Luma UNI 1 Max90%
seed-bootstrap · Aug 1, 2026
OpenAI o1—
BenchmarkLuma UNI 1 MaxOpenAI o1Advantage Delta
Image Elo
1,226
seed-bootstrap · Aug 1, 2026
——
Generation time
4.4s
seed-bootstrap · Aug 1, 2026
——
Price per 1k images
$100/1k
seed-bootstrap · Aug 1, 2026
——
Prompt adherence
90.2%
seed-bootstrap · Aug 1, 2026
——
Text rendering
90%
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 OpenAI o1
Monthly Image Production Volume25k images / month (25000 imgs)
Quick Presets:
Luma UNI 1 Max$2,500.00 / mo
Rate: $100/1k
OpenAI o1$0.00 / mo
Rate: $0/1k
Estimated Cost Delta

OpenAI o1 is estimated to save $2,500.00/month ($30,000/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).
Community Sentiment

Cast Your Matchup Vote

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Luma Labs

Luma UNI 1 Max

Elo n/a
SWE-bench—
Speed (tok/s)—
Input / 1M Tokens$100/1k
Output / 1M Tokens$100/1k
OpenAI

OpenAI o1

Elo 1,512
SWE-bench48.9%
Speed (tok/s)45 tok/s
Input / 1M Tokens$15/1M
Output / 1M Tokens$60/1M

Frequently Asked Questions

Which is better overall, Luma UNI 1 Max or OpenAI o1?
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, Luma UNI 1 Max or OpenAI o1?
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, Luma UNI 1 Max or OpenAI o1?
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?
Neither model is marked open-weights here. You are comparing hosted APIs.
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. Luma UNI 1 Max and OpenAI o1 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All Luma UNI 1 Max matchups →|All OpenAI o1 matchups →
Luma UNI 1 Max vs HiDream-O1-Image-1.5 (next other)OpenAI o1 vs GPT-4o (previous gpt-flagship)OpenAI o1 vs GPT-4.5 Orion (next gpt-flagship)GPT-5 vs OpenAI o1OpenAI o3-mini vs OpenAI o1GPT-5.6 Sol vs OpenAI o1