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Every score has a dated snapshot.

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  3. Ernie 4.5 Turbo vs OpenAI o3-mini

Pairwise benchmark snapshot · Aug 1, 2026

Ernie 4.5 Turbo vs OpenAI o3-mini benchmark

In this head-to-head showdown, OpenAI o3-mini delivers higher overall intelligence and human-preferred responses (Elo 1,560 vs 1,450), while OpenAI o3-mini leads in SWE-bench software engineering benchmarks (78.5%), 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 o3-mini 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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Verified Head-to-Head Advantage Breakdown

10 direct benchmark disciplines evaluated across capability, speed, and cost

Ernie 4.5 Turbo (4)OpenAI o3-mini (6)
Ernie 4.5 Turbo
4 of 10 Wins
✓Time to first token✓Output speed✓Input price✓Output price
OpenAI o3-mini
6 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Context window
Baidu
Leads 4 of 10 metrics
Ernie 4.5 Turbo

Baidu current multimodal enterprise foundation model with broad Chinese knowledge.

Elo 1,450$1.2/1M out
OpenAI
Leads 6 of 10 metrics
OpenAI o3-mini

OpenAI cost-efficient reasoning model with adjustable thinking effort and top coding benchmark scores.

o3-miniElo 1,560$4.4/1M out

OpenAI o3-mini 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
290 ms
Standard speed
Reasoning Depth
~1,500
Internal tokens
Cost / 1k Calls
$8.47
4.5× standard bill
Accuracy Boost
+4.5% accuracy
STEM & SWE-bench
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 o3-mini Wins

OpenAI o3-mini

Δ 110 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 Western standard models with China's leading frontier rival across 6 skill dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
Percentile 0–100
Head-to-Head Comparison

Overall Matchup Breakdown

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

Ernie 4.5 Turbo (4)vsOpenAI o3-mini (6)
Ernie 4.5 Turbo: 4W (40%)Overall: OpenAI o3-miniOpenAI o3-mini: 6W (60%)
← Ernie 4.5 TurboOpenAI o3-mini →
🏆OpenAI o3-mini(5/5)

Intelligence & Reasoning

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

Benchmark
Ernie 4.5 TurbovsOpenAI o3-mini
Preference Elo
1,450vs1,560+110
Coding Elo
1,435vs1,585+150
SWE-bench
57%vs78.5%+21.5%
LiveBench
61%vs72.4%+11.4%
GPQA Diamond
74.5%vs87.2%+12.7%
Ernie 4.5 Turbo: 0WOpenAI o3-mini: 5W
🏆Ernie 4.5 Turbo(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Ernie 4.5 TurbovsOpenAI o3-mini
Output speed
95 tok/svs92 tok/s+3 tok/s
Time to first token
200 msvs290 ms+90 ms
Ernie 4.5 Turbo: 2WOpenAI o3-mini: 0W
🏆Ernie 4.5 Turbo(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Ernie 4.5 TurbovsOpenAI o3-mini
Output price
$1.2/1Mvs$4.4/1M+$3.2/1M
Input price
$0.3/1Mvs$1.1/1M+$0.8/1M
Context window
128kvs200k+72k
Ernie 4.5 Turbo: 2WOpenAI o3-mini: 1W

Side-by-Side Benchmark Matrix

Preference Elo+110
Ernie 4.5 Turbo1,450
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini1,560
seed-bootstrap · Aug 1, 2026
Coding Elo+150
Ernie 4.5 Turbo1,435
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini1,585
seed-bootstrap · Aug 1, 2026
LiveBench+11.4%
Ernie 4.5 Turbo61%
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini72.4%
seed-bootstrap · Aug 1, 2026
SWE-bench+21.5%
Ernie 4.5 Turbo57%
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini78.5%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+12.7%
Ernie 4.5 Turbo74.5%
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini87.2%
seed-bootstrap · Aug 1, 2026
Time to first token+90 ms
Ernie 4.5 Turbo200 ms
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini290 ms
seed-bootstrap · Aug 1, 2026
Output speed+3 tok/s
Ernie 4.5 Turbo95 tok/s
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini92 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.8/1M
Ernie 4.5 Turbo$0.3/1M
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini$1.1/1M
seed-bootstrap · Aug 1, 2026
Output price+$3.2/1M
Ernie 4.5 Turbo$1.2/1M
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini$4.4/1M
seed-bootstrap · Aug 1, 2026
Context window+72k
Ernie 4.5 Turbo128k
seed-bootstrap · Aug 1, 2026
OpenAI o3-mini200k
seed-bootstrap · Aug 1, 2026
BenchmarkErnie 4.5 TurboOpenAI o3-miniAdvantage Delta
Preference Elo
1,450
seed-bootstrap · Aug 1, 2026
1,560
seed-bootstrap · Aug 1, 2026
+110
Coding Elo
1,435
seed-bootstrap · Aug 1, 2026
1,585
seed-bootstrap · Aug 1, 2026
+150
LiveBench
61%
seed-bootstrap · Aug 1, 2026
72.4%
seed-bootstrap · Aug 1, 2026
+11.4%
SWE-bench
57%
seed-bootstrap · Aug 1, 2026
78.5%
seed-bootstrap · Aug 1, 2026
+21.5%
GPQA Diamond
74.5%
seed-bootstrap · Aug 1, 2026
87.2%
seed-bootstrap · Aug 1, 2026
+12.7%
Time to first token
200 ms
seed-bootstrap · Aug 1, 2026
290 ms
seed-bootstrap · Aug 1, 2026
+90 ms
Output speed
95 tok/s
seed-bootstrap · Aug 1, 2026
92 tok/s
seed-bootstrap · Aug 1, 2026
+3 tok/s
Input price
$0.3/1M
seed-bootstrap · Aug 1, 2026
$1.1/1M
seed-bootstrap · Aug 1, 2026
+$0.8/1M
Output price
$1.2/1M
seed-bootstrap · Aug 1, 2026
$4.4/1M
seed-bootstrap · Aug 1, 2026
+$3.2/1M
Context window
128k
seed-bootstrap · Aug 1, 2026
200k
seed-bootstrap · Aug 1, 2026
+72k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 73% 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 o3-mini$104.50 / mo
In: $38.5Out: $66
Estimated Cost Delta

Ernie 4.5 Turbo is estimated to save $76.00/month ($912/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    OpenAI o3-mini:Pick OpenAI o3-mini when repo-level coding accuracy is the constraint.
  • 2
    Ernie 4.5 Turbo:Pick Ernie 4.5 Turbo when you are optimizing output cost.
  • 3
    Ernie 4.5 Turbo:Pick Ernie 4.5 Turbo when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsOpenAI o3-mini

Higher SWE-bench (78.5%).

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 o3-mini

Larger window (200k).

Screenshots / visionErnie 4.5 Turbo

Ernie 4.5 Turbo is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsOpenAI o3-miniHigher SWE-bench (78.5%).
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 o3-miniLarger window (200k).
Screenshots / visionErnie 4.5 TurboErnie 4.5 Turbo is the side marked multimodal in the catalog.
Community Sentiment

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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 o3-mini

Elo 1,560
SWE-bench78.5%
Speed (tok/s)92 tok/s
Input / 1M Tokens$1.1/1M
Output / 1M Tokens$4.4/1M

Frequently Asked Questions

Which is better overall, Ernie 4.5 Turbo or OpenAI o3-mini?
OpenAI o3-mini has the higher preference Elo in our latest snapshot (1,560). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Ernie 4.5 Turbo or OpenAI o3-mini?
OpenAI o3-mini leads SWE-bench at 78.5% vs 57%. 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 $4.4/1M. Input prices and retry rates still move the real bill.
Which is faster, Ernie 4.5 Turbo or OpenAI o3-mini?
Ernie 4.5 Turbo has the lower time-to-first-token (200 ms vs 290 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
OpenAI o3-mini 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 o3-mini 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 o3-mini matchups →
Ernie 4.5 Turbo vs Yi-Lightning (previous other)OpenAI o3-mini vs OpenAI o1-mini (previous gpt-mini)OpenAI o3-mini vs GPT-5 mini (next gpt-mini)GPT-4.5 Orion vs OpenAI o3-miniGPT-5.6 Terra vs OpenAI o3-miniGPT-5 vs OpenAI o3-mini