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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 GPT-4o mini

Pairwise benchmark snapshot · Aug 1, 2026

Ernie 4.5 Turbo vs GPT-4o mini benchmark

In this head-to-head showdown, Ernie 4.5 Turbo delivers higher overall intelligence and human-preferred responses (Elo 1,450 vs 1,272), while Ernie 4.5 Turbo leads in SWE-bench software engineering benchmarks (57%), while GPT-4o mini is more budget-friendly at $0.6/1M 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 Ernie 4.5 Turbo if your priority is peak reasoning, complex code generation, and top preference Elo. Choose GPT-4o mini if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

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

Ernie 4.5 Turbo (4)GPT-4o mini (4)
Ernie 4.5 Turbo
4 of 8 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond
GPT-4o mini
4 of 8 Wins
✓Time to first token✓Output speed✓Input price✓Output price
Baidu
Leads 4 of 8 metrics
Ernie 4.5 Turbo

Baidu current multimodal enterprise foundation model with broad Chinese knowledge.

Elo 1,450$1.2/1M out
OpenAI
Leads 4 of 8 metrics
GPT-4o mini

Legacy small OpenAI model. Useful as a cheap baseline.

4o MiniElo 1,272$0.6/1M out
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 LeaderErnie 4.5 Turbo Wins

Ernie 4.5 Turbo

Δ 178 Arena Elo pts

Throughput LeaderGPT-4o mini Wins

GPT-4o mini

160 tok/s

Value per Dollar LeaderGPT-4o mini Wins

GPT-4o mini

$0.6 / 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 (5)vsGPT-4o mini (4)
Ernie 4.5 Turbo: 5W (56%)Overall: Ernie 4.5 TurboGPT-4o mini: 4W (44%)
← Ernie 4.5 Turbo1 tiesGPT-4o mini →
🏆Ernie 4.5 Turbo(5/5)

Intelligence & Reasoning

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

Benchmark
Ernie 4.5 TurbovsGPT-4o mini
Preference Elo
1,450vs1,272+178
Coding Elo
1,435vs—
SWE-bench
57%vs41.2%+15.8%
LiveBench
61%vs48.1%+12.9%
GPQA Diamond
74.5%vs60.1%+14.4%
Ernie 4.5 Turbo: 5WGPT-4o mini: 0W
🏆GPT-4o mini(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Ernie 4.5 TurbovsGPT-4o mini
Output speed
95 tok/svs160 tok/s+65 tok/s
Time to first token
200 msvs130 ms+70 ms
Ernie 4.5 Turbo: 0WGPT-4o mini: 2W
🏆GPT-4o mini(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Ernie 4.5 TurbovsGPT-4o mini
Output price
$1.2/1Mvs$0.6/1M+$0.6/1M
Input price
$0.3/1Mvs$0.15/1M+$0.15/1M
Context window
128kvs128k
Ernie 4.5 Turbo: 0WGPT-4o mini: 2W

Side-by-Side Benchmark Matrix

Preference Elo+178
Ernie 4.5 Turbo1,450
seed-bootstrap · Aug 1, 2026
GPT-4o mini1,272
seed-bootstrap · Aug 1, 2026
Coding Elo
Ernie 4.5 Turbo1,435
seed-bootstrap · Aug 1, 2026
GPT-4o mini—
LiveBench+12.9%
Ernie 4.5 Turbo61%
seed-bootstrap · Aug 1, 2026
GPT-4o mini48.1%
seed-bootstrap · Aug 1, 2026
SWE-bench+15.8%
Ernie 4.5 Turbo57%
seed-bootstrap · Aug 1, 2026
GPT-4o mini41.2%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+14.4%
Ernie 4.5 Turbo74.5%
seed-bootstrap · Aug 1, 2026
GPT-4o mini60.1%
seed-bootstrap · Aug 1, 2026
Time to first token+70 ms
Ernie 4.5 Turbo200 ms
seed-bootstrap · Aug 1, 2026
GPT-4o mini130 ms
seed-bootstrap · Aug 1, 2026
Output speed+65 tok/s
Ernie 4.5 Turbo95 tok/s
seed-bootstrap · Aug 1, 2026
GPT-4o mini160 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.15/1M
Ernie 4.5 Turbo$0.3/1M
seed-bootstrap · Aug 1, 2026
GPT-4o mini$0.15/1M
seed-bootstrap · Aug 1, 2026
Output price+$0.6/1M
Ernie 4.5 Turbo$1.2/1M
seed-bootstrap · Aug 1, 2026
GPT-4o mini$0.6/1M
seed-bootstrap · Aug 1, 2026
Context window
Ernie 4.5 Turbo128k
seed-bootstrap · Aug 1, 2026
GPT-4o mini128k
seed-bootstrap · Aug 1, 2026
BenchmarkErnie 4.5 TurboGPT-4o miniAdvantage Delta
Preference Elo
1,450
seed-bootstrap · Aug 1, 2026
1,272
seed-bootstrap · Aug 1, 2026
+178
Coding Elo
1,435
seed-bootstrap · Aug 1, 2026
——
LiveBench
61%
seed-bootstrap · Aug 1, 2026
48.1%
seed-bootstrap · Aug 1, 2026
+12.9%
SWE-bench
57%
seed-bootstrap · Aug 1, 2026
41.2%
seed-bootstrap · Aug 1, 2026
+15.8%
GPQA Diamond
74.5%
seed-bootstrap · Aug 1, 2026
60.1%
seed-bootstrap · Aug 1, 2026
+14.4%
Time to first token
200 ms
seed-bootstrap · Aug 1, 2026
130 ms
seed-bootstrap · Aug 1, 2026
+70 ms
Output speed
95 tok/s
seed-bootstrap · Aug 1, 2026
160 tok/s
seed-bootstrap · Aug 1, 2026
+65 tok/s
Input price
$0.3/1M
seed-bootstrap · Aug 1, 2026
$0.15/1M
seed-bootstrap · Aug 1, 2026
+$0.15/1M
Output price
$1.2/1M
seed-bootstrap · Aug 1, 2026
$0.6/1M
seed-bootstrap · Aug 1, 2026
+$0.6/1M
Context window
128k
seed-bootstrap · Aug 1, 2026
128k
seed-bootstrap · Aug 1, 2026
—
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 50% with GPT-4o mini
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
GPT-4o mini$14.25 / mo
In: $5.25Out: $9
Estimated Cost Delta

GPT-4o mini is estimated to save $14.25/month ($171/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
    GPT-4o mini:Pick GPT-4o mini when you are optimizing output cost.
  • 3
    GPT-4o mini:Pick GPT-4o mini when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsErnie 4.5 Turbo

Higher SWE-bench (57%).

High-volume chatGPT-4o mini

Lower output list price ($0.6/1M).

Voice / low-latency UIGPT-4o mini

Lower TTFT (130 ms).

Long-document RAGErnie 4.5 Turbo

Larger window (128k).

Screenshots / visionErnie 4.5 Turbo

Both accept images. Defaulting to the higher-Elo side (Ernie 4.5 Turbo).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsErnie 4.5 TurboHigher SWE-bench (57%).
High-volume chatGPT-4o miniLower output list price ($0.6/1M).
Voice / low-latency UIGPT-4o miniLower TTFT (130 ms).
Long-document RAGErnie 4.5 TurboLarger window (128k).
Screenshots / visionErnie 4.5 TurboBoth accept images. Defaulting to the higher-Elo side (Ernie 4.5 Turbo).
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

GPT-4o mini

Elo 1,272
SWE-bench41.2%
Speed (tok/s)160 tok/s
Input / 1M Tokens$0.15/1M
Output / 1M Tokens$0.6/1M

Frequently Asked Questions

Which is better overall, Ernie 4.5 Turbo or GPT-4o mini?
Ernie 4.5 Turbo has the higher preference Elo in our latest snapshot (1,450). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Ernie 4.5 Turbo or GPT-4o mini?
Ernie 4.5 Turbo leads SWE-bench at 57% vs 41.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
GPT-4o mini output tokens are $0.6/1M versus $1.2/1M. Input prices and retry rates still move the real bill.
Which is faster, Ernie 4.5 Turbo or GPT-4o mini?
GPT-4o mini has the lower time-to-first-token (130 ms vs 200 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Ernie 4.5 Turbo accepts 128k 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 GPT-4o 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 GPT-4o mini matchups →
Ernie 4.5 Turbo vs Yi-Lightning (previous other)GPT-4o mini vs OpenAI o1-mini (next gpt-mini)GPT-4.5 Orion vs Ernie 4.5 TurboGPT-5.6 Terra vs Ernie 4.5 TurboGPT-5 vs Ernie 4.5 TurboOpenAI o3-mini vs Ernie 4.5 Turbo