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. GPT-4.5 Orion vs OpenAI: o1

Pairwise benchmark snapshot · Aug 17, 2026

GPT-4.5 Orion vs OpenAI: o1 benchmark

In this head-to-head showdown, GPT-4.5 Orion delivers higher overall intelligence and human-preferred responses (Elo 1,540 vs 1,512), while GPT-4.5 Orion leads in SWE-bench software engineering benchmarks (71%), while OpenAI: o1 is more budget-friendly at $60/1M per 1M output tokens, while GPT-4.5 Orion provides faster response streaming (60 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose GPT-4.5 Orion if your priority is peak reasoning, complex code generation, and top preference Elo. Choose OpenAI: o1 if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
Share Analysis:
WhatsAppTelegramXLinkedInReddit
OpenAI
GPT-4.5 Orion

OpenAI largest dense non-reasoning model with expansive world knowledge and reduced hallucinations.

Elo 1,540$150/1M out
OpenAI
OpenAI: o1

Auto-discovered from OpenRouter (openai/o1). Preview until a second source matches.

Elo 1,512$60/1M out

OpenAI: o1 Thinking Depth & Cost Scaler

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 GPT-4.5 Orion
All Matchups
Compare vs:vs Claude Opus 4.5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference Leader

GPT-4.5 Orion

Δ 28 Arena Elo pts

Throughput Leader

GPT-4.5 Orion

60 tok/s

Value per Dollar Leader

OpenAI: o1

$60 / 1M output

Capability Percentiles

Relative percentile scores computed across all active models in the benchmark catalog.

Capability Matchup Radar

Multi-Dimensional Capability Radar

Each spoke is a skill. Farther from the center is better (0–100th percentile). Tap any dot to inspect details.

Tap any node to inspect
Percentile 0–100
Dimensional AdvantageGPT-4.5 Orion 4/6
Head-to-Head Comparison

Overall Matchup Breakdown

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

GPT-4.5 Orion (7)vsOpenAI: o1 (3)
GPT-4.5 Orion: 7W (70%)Overall: GPT-4.5 OrionOpenAI: o1: 3W (30%)
← GPT-4.5 OrionOpenAI: o1 →
GPT-4.5 Orion (5/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Preference Elo
1,540vs1,512
Coding Elo
1,520vs1,485
SWE-bench
71%vs48.9%
LiveBench
68.5%vs65.4%
GPQA Diamond
84%vs78%
GPT-4.5 Orion: 5WOpenAI: o1: 0W
GPT-4.5 Orion (2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Output speed
60 tok/svs45 tok/s
Time to first token
350 msvs420 ms
GPT-4.5 Orion: 2WOpenAI: o1: 0W
OpenAI: o1 (3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Output price
$150/1Mvs$60/1M
Input price
$75/1Mvs$15/1M
Context window
128kvs200k
GPT-4.5 Orion: 0WOpenAI: o1: 3W

Side-by-Side Benchmark Matrix

Preference EloGPT-4.5 Orion (+28)
GPT-4.5 Orion1,540
lmarena · Aug 17, 2026
OpenAI: o11,512
lmarena · Aug 17, 2026
Coding EloGPT-4.5 Orion (+35)
GPT-4.5 Orion1,520
lmarena · Aug 17, 2026
OpenAI: o11,485
lmarena · Aug 17, 2026
LiveBenchGPT-4.5 Orion (+3.1%)
GPT-4.5 Orion68.5%
livebench · Aug 17, 2026
OpenAI: o165.4%
livebench · Aug 17, 2026
SWE-benchGPT-4.5 Orion (+22.1%)
GPT-4.5 Orion71%
swebench · Aug 17, 2026
OpenAI: o148.9%
swebench · Aug 17, 2026
GPQA DiamondGPT-4.5 Orion (+6%)
GPT-4.5 Orion84%
seed-bootstrap · Aug 1, 2026
OpenAI: o178%
seed-bootstrap · Aug 1, 2026
Time to first tokenGPT-4.5 Orion (+70 ms)
GPT-4.5 Orion350 ms
seed-bootstrap · Aug 1, 2026
OpenAI: o1420 ms
seed-bootstrap · Aug 1, 2026
Output speedGPT-4.5 Orion (+15 tok/s)
GPT-4.5 Orion60 tok/s
seed-bootstrap · Aug 1, 2026
OpenAI: o145 tok/s
seed-bootstrap · Aug 1, 2026
Input priceOpenAI: o1 (+$60/1M)
GPT-4.5 Orion$75/1M
seed-bootstrap · Aug 1, 2026
OpenAI: o1$15/1M
openrouter · Aug 17, 2026
Output priceOpenAI: o1 (+$90/1M)
GPT-4.5 Orion$150/1M
seed-bootstrap · Aug 1, 2026
OpenAI: o1$60/1M
openrouter · Aug 17, 2026
Context windowOpenAI: o1 (+72k)
GPT-4.5 Orion128k
seed-bootstrap · Aug 1, 2026
OpenAI: o1200k
openrouter · Aug 17, 2026
BenchmarkGPT-4.5 OrionOpenAI: o1Advantage Delta
Preference Elo
1,540
lmarena · Aug 17, 2026
1,512
lmarena · Aug 17, 2026
GPT-4.5 Orion (+28)
Coding Elo
1,520
lmarena · Aug 17, 2026
1,485
lmarena · Aug 17, 2026
GPT-4.5 Orion (+35)
LiveBench
68.5%
livebench · Aug 17, 2026
65.4%
livebench · Aug 17, 2026
GPT-4.5 Orion (+3.1%)
SWE-bench
71%
swebench · Aug 17, 2026
48.9%
swebench · Aug 17, 2026
GPT-4.5 Orion (+22.1%)
GPQA Diamond
84%
seed-bootstrap · Aug 1, 2026
78%
seed-bootstrap · Aug 1, 2026
GPT-4.5 Orion (+6%)
Time to first token
350 ms
seed-bootstrap · Aug 1, 2026
420 ms
seed-bootstrap · Aug 1, 2026
GPT-4.5 Orion (+70 ms)
Output speed
60 tok/s
seed-bootstrap · Aug 1, 2026
45 tok/s
seed-bootstrap · Aug 1, 2026
GPT-4.5 Orion (+15 tok/s)
Input price
$75/1M
seed-bootstrap · Aug 1, 2026
$15/1M
openrouter · Aug 17, 2026
OpenAI: o1 (+$60/1M)
Output price
$150/1M
seed-bootstrap · Aug 1, 2026
$60/1M
openrouter · Aug 17, 2026
OpenAI: o1 (+$90/1M)
Context window
128k
seed-bootstrap · Aug 1, 2026
200k
openrouter · Aug 17, 2026
OpenAI: o1 (+72k)
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 71% with OpenAI: o1
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
GPT-4.5 Orion$4,875.00 / mo
In: $2,625Out: $2,250
OpenAI: o1$1,425.00 / mo
In: $525Out: $900
Estimated Cost Delta

OpenAI: o1 is estimated to save $3,450.00/month ($41,400/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    GPT-4.5 Orion:Pick GPT-4.5 Orion when repo-level coding accuracy is the constraint.
  • 2
    OpenAI: o1:Pick OpenAI: o1 when you are optimizing output cost.
  • 3
    GPT-4.5 Orion:Pick GPT-4.5 Orion when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsGPT-4.5 Orion

Higher SWE-bench (71%).

High-volume chatOpenAI: o1

Lower output list price ($60/1M).

Voice / low-latency UIGPT-4.5 Orion

Lower TTFT (350 ms).

Long-document RAGOpenAI: o1

Larger window (200k).

Screenshots / visionGPT-4.5 Orion

Both accept images. Defaulting to the higher-Elo side (GPT-4.5 Orion).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGPT-4.5 OrionHigher SWE-bench (71%).
High-volume chatOpenAI: o1Lower output list price ($60/1M).
Voice / low-latency UIGPT-4.5 OrionLower TTFT (350 ms).
Long-document RAGOpenAI: o1Larger window (200k).
Screenshots / visionGPT-4.5 OrionBoth accept images. Defaulting to the higher-Elo side (GPT-4.5 Orion).
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/gpt-4-5-vs-o1/opengraph-image for crawlers.

PNG

CompareLLM Matrix

Verified head-to-head card

LIVE
VS
OpenAI

GPT-4.5 Orion

Elo 1,540
LiveBench68.5%
SWE-bench71%
Speed60 tok/s
Output cost$150/1M
OpenAI

OpenAI: o1

Elo 1,512
LiveBench65.4%
SWE-bench48.9%
Speed45 tok/s
Output cost$60/1M

Frequently Asked Questions

Which is better overall, GPT-4.5 Orion or OpenAI: o1?
GPT-4.5 Orion has the higher preference Elo in our latest snapshot (1,540). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, GPT-4.5 Orion or OpenAI: o1?
GPT-4.5 Orion leads SWE-bench at 71% vs 48.9%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
OpenAI: o1 output tokens are $60/1M versus $150/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-4.5 Orion or OpenAI: o1?
GPT-4.5 Orion has the lower time-to-first-token (350 ms vs 420 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
OpenAI: o1 accepts 200k tokens versus 128k.
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. GPT-4.5 Orion and OpenAI: o1 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All GPT-4.5 Orion matchups →|All OpenAI: o1 matchups →
GPT-4.5 Orion vs GPT-5 (next gpt-flagship)OpenAI: o1 vs GPT-4o (previous gpt-flagship)GPT-5.6 Terra vs GPT-4.5 OrionGPT-5.6 Sol vs GPT-4.5 OrionOpenAI: o3 Mini vs GPT-4.5 OrionGPT-5.6 Luna vs OpenAI: o1