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Precision Benchmarks

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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. Ernie 4.5 Turbo vs OpenAI: o1

Pairwise benchmark snapshot · Aug 17, 2026

Ernie 4.5 Turbo vs OpenAI: o1 benchmark

In this head-to-head showdown, OpenAI: o1 delivers higher overall intelligence and human-preferred responses (Elo 1,512 vs 1,450), while Ernie 4.5 Turbo leads in SWE-bench software engineering benchmarks (57%), while Ernie 4.5 Turbo is more budget-friendly at $1.2/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose OpenAI: o1 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Ernie 4.5 Turbo if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Executive Verdict Summary

Ernie 4.5 Turbo holds empirical advantage (5 of 10 metrics)

Coding / SWESWE-bench
Ernie 4.5 TurboTop code solve rate
ReasoningGPQA / Live
OpenAI: o1Top logical accuracy
Best Value$/1M Tok
Ernie 4.5 TurboLowest API billing cost
Speed / TokTok/Sec
Ernie 4.5 TurboFastest stream rate

Verified Advantage Breakdown

10 benchmarks evaluated across capability, speed, and cost

Ernie 4.5 Turbo (5)OpenAI: o1 (5)
Ernie 4.5 Turbo
5 of 10 Wins
✓SWE-bench✓Time to first token✓Output speed✓Input price✓Output price
OpenAI: o1
5 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓GPQA Diamond✓Context window
Baidu
Leads 5 of 10
Ernie 4.5 Turbo

Baidu current multimodal enterprise foundation model with broad Chinese knowledge.

Elo 1,450In: $0.3 · Out: $1.2/1M
OpenAI
Leads 5 of 10
OpenAI: o1

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

Elo 1,512In: $15 · Out: $60/1M

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.

Delay
420 ms
Standard
CoT Tokens
~1,500
Internal reasoning
Cost / 1k
$115.50
4.5× base bill
Accuracy Boost
+4.5%
STEM & Logic
Top Rival Showdowns for Ernie 4.5 Turbo
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Pro
Preference LeaderOpenAI: o1 Wins

OpenAI: o1

Δ 62 Arena Elo pts

Throughput LeaderErnie 4.5 Turbo Wins

Ernie 4.5 Turbo

95 tok/s

Value per Dollar LeaderErnie 4.5 Turbo Wins

Ernie 4.5 Turbo

$1.2 / 1M output

Capability Percentiles

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

Multi-Dimensional Capability Radar

Leaders Matchup Capability Radar

Comparing top standard models across 6 key capability dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile

Overall Matchup Breakdown

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

Ernie 4.5 Turbo (5)vsOpenAI: o1 (5)
Ernie 4.5 Turbo: 5W (50%)Overall: Even matchupOpenAI: o1: 5W (50%)
← Ernie 4.5 TurboOpenAI: o1 →
🏆OpenAI: o1 Leads(4/5)

Intelligence & Reasoning

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

Benchmark
Ernie 4.5 TurbovsOpenAI: o1
Preference Elo
1,450vs1,512+62
Coding Elo
1,435vs1,485+50
SWE-bench
57%vs48.9%+8.1%
LiveBench
61%vs65.4%+4.4%
GPQA Diamond
74.5%vs78%+3.5%
Ernie 4.5 Turbo: 1WOpenAI: o1: 4W
🏆Ernie 4.5 Turbo Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Ernie 4.5 TurbovsOpenAI: o1
Output speed
95 tok/svs45 tok/s+50 tok/s
Time to first token
200 msvs420 ms+220 ms
Ernie 4.5 Turbo: 2WOpenAI: o1: 0W
🏆Ernie 4.5 Turbo Leads(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Ernie 4.5 TurbovsOpenAI: o1
Output price
$1.2/1Mvs$60/1M+$58.8/1M
Input price
$0.3/1Mvs$15/1M+$14.7/1M
Context window
128kvs200k+72k
Ernie 4.5 Turbo: 2WOpenAI: o1: 1W

Side-by-Side Benchmark Matrix

Ernie 4.5 TurboOpenAI: o1
Preference EloOpenAI: o1 +62
Ernie 4.5 Turbo1,450
OpenAI: o11,512
Coding EloOpenAI: o1 +50
Ernie 4.5 Turbo1,435
OpenAI: o11,485
LiveBenchOpenAI: o1 +4.4%
Ernie 4.5 Turbo61%
OpenAI: o165.4%
SWE-benchErnie 4.5 Turbo +8.1%
Ernie 4.5 Turbo57%
OpenAI: o148.9%
GPQA DiamondOpenAI: o1 +3.5%
Ernie 4.5 Turbo74.5%
OpenAI: o178%
Time to first tokenErnie 4.5 Turbo +220 ms
Ernie 4.5 Turbo200 ms
OpenAI: o1420 ms
Output speedErnie 4.5 Turbo +50 tok/s
Ernie 4.5 Turbo95 tok/s
OpenAI: o145 tok/s
Input priceErnie 4.5 Turbo +$14.7/1M
Ernie 4.5 Turbo$0.3/1M
OpenAI: o1$15/1M
Output priceErnie 4.5 Turbo +$58.8/1M
Ernie 4.5 Turbo$1.2/1M
OpenAI: o1$60/1M
Context windowOpenAI: o1 +72k
Ernie 4.5 Turbo128k
OpenAI: o1200k
BenchmarkErnie 4.5 TurboOpenAI: o1Advantage Delta
Preference Elo
1,450
lmarena · Aug 17, 2026
1,512
lmarena · Aug 17, 2026
+62
Coding Elo
1,435
lmarena · Aug 17, 2026
1,485
lmarena · Aug 17, 2026
+50
LiveBench
61%
livebench · Aug 17, 2026
65.4%
livebench · Aug 17, 2026
+4.4%
SWE-bench
57%
swebench · Aug 17, 2026
48.9%
swebench · Aug 17, 2026
+8.1%
GPQA Diamond
74.5%
seed-bootstrap · Aug 1, 2026
78%
seed-bootstrap · Aug 1, 2026
+3.5%
Time to first token
200 ms
seed-bootstrap · Aug 1, 2026
420 ms
seed-bootstrap · Aug 1, 2026
+220 ms
Output speed
95 tok/s
seed-bootstrap · Aug 1, 2026
45 tok/s
seed-bootstrap · Aug 1, 2026
+50 tok/s
Input price
$0.3/1M
seed-bootstrap · Aug 1, 2026
$15/1M
openrouter · Aug 17, 2026
+$14.7/1M
Output price
$1.2/1M
seed-bootstrap · Aug 1, 2026
$60/1M
openrouter · Aug 17, 2026
+$58.8/1M
Context window
128k
seed-bootstrap · Aug 1, 2026
200k
openrouter · Aug 17, 2026
+72k

Workload Cost & Savings Calculator

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

Save 98% with Ernie 4.5 Turbo
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Ernie 4.5 Turbo$28.50 / mo
In: $10.5Out: $18
OpenAI: o1$1,425.00 / mo
In: $525Out: $900
Estimated Cost Delta

Ernie 4.5 Turbo is estimated to save $1,396.50/month ($16,758/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Ernie 4.5 Turbo:Pick Ernie 4.5 Turbo when repo-level coding accuracy is the constraint.
  • 2
    Ernie 4.5 Turbo:Pick Ernie 4.5 Turbo when time-to-first-token matters more than peak Elo.
  • 3
    OpenAI: o1:Pick OpenAI: o1 as the default general assistant.

Recommended Workload Routing

Repo / coding agentsErnie 4.5 Turbo

Higher SWE-bench (57%).

High-volume chatErnie 4.5 Turbo

Lower output list price ($1.2/1M).

Voice / low-latency UIErnie 4.5 Turbo

Lower TTFT (200 ms).

Long-document RAGOpenAI: o1

Larger window (200k).

Screenshots / visionOpenAI: o1

Both accept images. Defaulting to the higher-Elo side (OpenAI: o1).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsErnie 4.5 TurboHigher SWE-bench (57%).
High-volume chatErnie 4.5 TurboLower output list price ($1.2/1M).
Voice / low-latency UIErnie 4.5 TurboLower TTFT (200 ms).
Long-document RAGOpenAI: o1Larger window (200k).
Screenshots / visionOpenAI: o1Both accept images. Defaulting to the higher-Elo side (OpenAI: o1).

Cast Your Matchup Vote

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Baidu

Ernie 4.5 Turbo

Elo 1,450
SWE-bench57%
Speed (tok/s)95 tok/s
Input / 1M Tokens$0.3/1M
Output / 1M Tokens$1.2/1M
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, Ernie 4.5 Turbo or OpenAI: o1?
OpenAI: o1 has the higher preference Elo in our latest snapshot (1,512). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Ernie 4.5 Turbo or OpenAI: o1?
Ernie 4.5 Turbo leads SWE-bench at 57% vs 48.9%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Ernie 4.5 Turbo output tokens are $1.2/1M versus $60/1M. Input prices and retry rates still move the real bill.
Which is faster, Ernie 4.5 Turbo or OpenAI: o1?
Ernie 4.5 Turbo has the lower time-to-first-token (200 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. Ernie 4.5 Turbo and OpenAI: o1 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All Ernie 4.5 Turbo matchups →|All OpenAI: o1 matchups →
Ernie 4.5 Turbo vs Yi-Lightning (previous other)OpenAI: o1 vs GPT-4o (previous gpt-flagship)OpenAI: o1 vs GPT-4.5 Orion (next gpt-flagship)GPT-5.6 Terra vs OpenAI: o1GPT-5 vs OpenAI: o1GPT-5.6 Sol vs OpenAI: o1