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Every score has a dated snapshot.

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  3. Ernie 4.5 Turbo vs Grok 3

Pairwise benchmark snapshot · Aug 1, 2026

Ernie 4.5 Turbo vs Grok 3 benchmark

In this head-to-head showdown, Ernie 4.5 Turbo delivers higher overall intelligence and human-preferred responses (Elo 1,450 vs 1,405), 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: Ernie 4.5 Turbo holds the advantage over Grok 3 in overall benchmark performance and human evaluation rankings. Choose Ernie 4.5 Turbo for demanding workloads, or review the breakdown below to compare coding and pricing metrics.
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Verified Head-to-Head Advantage Breakdown

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

Ernie 4.5 Turbo (8)Grok 3 (1)
Ernie 4.5 Turbo
8 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed✓Input price✓Output price
Grok 3
1 of 9 Wins
✓Context window
Baidu
Leads 8 of 9 metrics
Ernie 4.5 Turbo

Baidu current multimodal enterprise foundation model with broad Chinese knowledge.

Elo 1,450$1.2/1M out
xAI
Leads 1 of 9 metrics
Grok 3

Previous xAI generation before Grok 4. Kept for grok 3 vs grok 4.

Elo 1,405$15/1M 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 45 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
0–100 %ile
Head-to-Head Comparison

Overall Matchup Breakdown

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

Ernie 4.5 Turbo (9)vsGrok 3 (1)
Ernie 4.5 Turbo: 9W (90%)Overall: Ernie 4.5 TurboGrok 3: 1W (10%)
← Ernie 4.5 TurboGrok 3 →
🏆Ernie 4.5 Turbo(5/5)

Intelligence & Reasoning

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

Benchmark
Ernie 4.5 TurbovsGrok 3
Preference Elo
1,450vs1,405+45
Coding Elo
1,435vs—
SWE-bench
57%vs51.4%+5.6%
LiveBench
61%vs60.2%+0.8%
GPQA Diamond
74.5%vs74.2%+0.3%
Ernie 4.5 Turbo: 5WGrok 3: 0W
🏆Ernie 4.5 Turbo(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Ernie 4.5 TurbovsGrok 3
Output speed
95 tok/svs88 tok/s+7 tok/s
Time to first token
200 msvs250 ms+50 ms
Ernie 4.5 Turbo: 2WGrok 3: 0W
🏆Ernie 4.5 Turbo(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Ernie 4.5 TurbovsGrok 3
Output price
$1.2/1Mvs$15/1M+$13.8/1M
Input price
$0.3/1Mvs$3/1M+$2.7/1M
Context window
128kvs131k+3k
Ernie 4.5 Turbo: 2WGrok 3: 1W

Side-by-Side Benchmark Matrix

Preference Elo+45
Ernie 4.5 Turbo1,450
seed-bootstrap · Aug 1, 2026
Grok 31,405
seed-bootstrap · Aug 1, 2026
Coding Elo
Ernie 4.5 Turbo1,435
seed-bootstrap · Aug 1, 2026
Grok 3—
LiveBench+0.8%
Ernie 4.5 Turbo61%
seed-bootstrap · Aug 1, 2026
Grok 360.2%
seed-bootstrap · Aug 1, 2026
SWE-bench+5.6%
Ernie 4.5 Turbo57%
seed-bootstrap · Aug 1, 2026
Grok 351.4%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+0.3%
Ernie 4.5 Turbo74.5%
seed-bootstrap · Aug 1, 2026
Grok 374.2%
seed-bootstrap · Aug 1, 2026
Time to first token+50 ms
Ernie 4.5 Turbo200 ms
seed-bootstrap · Aug 1, 2026
Grok 3250 ms
seed-bootstrap · Aug 1, 2026
Output speed+7 tok/s
Ernie 4.5 Turbo95 tok/s
seed-bootstrap · Aug 1, 2026
Grok 388 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$2.7/1M
Ernie 4.5 Turbo$0.3/1M
seed-bootstrap · Aug 1, 2026
Grok 3$3/1M
seed-bootstrap · Aug 1, 2026
Output price+$13.8/1M
Ernie 4.5 Turbo$1.2/1M
seed-bootstrap · Aug 1, 2026
Grok 3$15/1M
seed-bootstrap · Aug 1, 2026
Context window+3k
Ernie 4.5 Turbo128k
seed-bootstrap · Aug 1, 2026
Grok 3131k
seed-bootstrap · Aug 1, 2026
BenchmarkErnie 4.5 TurboGrok 3Advantage Delta
Preference Elo
1,450
seed-bootstrap · Aug 1, 2026
1,405
seed-bootstrap · Aug 1, 2026
+45
Coding Elo
1,435
seed-bootstrap · Aug 1, 2026
——
LiveBench
61%
seed-bootstrap · Aug 1, 2026
60.2%
seed-bootstrap · Aug 1, 2026
+0.8%
SWE-bench
57%
seed-bootstrap · Aug 1, 2026
51.4%
seed-bootstrap · Aug 1, 2026
+5.6%
GPQA Diamond
74.5%
seed-bootstrap · Aug 1, 2026
74.2%
seed-bootstrap · Aug 1, 2026
+0.3%
Time to first token
200 ms
seed-bootstrap · Aug 1, 2026
250 ms
seed-bootstrap · Aug 1, 2026
+50 ms
Output speed
95 tok/s
seed-bootstrap · Aug 1, 2026
88 tok/s
seed-bootstrap · Aug 1, 2026
+7 tok/s
Input price
$0.3/1M
seed-bootstrap · Aug 1, 2026
$3/1M
seed-bootstrap · Aug 1, 2026
+$2.7/1M
Output price
$1.2/1M
seed-bootstrap · Aug 1, 2026
$15/1M
seed-bootstrap · Aug 1, 2026
+$13.8/1M
Context window
128k
seed-bootstrap · Aug 1, 2026
131k
seed-bootstrap · Aug 1, 2026
+3k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 91% 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
Grok 3$330.00 / mo
In: $105Out: $225
Estimated Cost Delta

Ernie 4.5 Turbo is estimated to save $301.50/month ($3,618/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
    Ernie 4.5 Turbo:Pick Ernie 4.5 Turbo 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 RAGGrok 3

Larger window (131k).

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 chatErnie 4.5 TurboLower output list price ($1.2/1M).
Voice / low-latency UIErnie 4.5 TurboLower TTFT (200 ms).
Long-document RAGGrok 3Larger window (131k).
Screenshots / visionErnie 4.5 TurboBoth accept images. Defaulting to the higher-Elo side (Ernie 4.5 Turbo).
Community Sentiment

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
xAI

Grok 3

Elo 1,405
SWE-bench51.4%
Speed (tok/s)88 tok/s
Input / 1M Tokens$3/1M
Output / 1M Tokens$15/1M

Frequently Asked Questions

Which is better overall, Ernie 4.5 Turbo or Grok 3?
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 Grok 3?
Ernie 4.5 Turbo leads SWE-bench at 57% vs 51.4%. 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 $15/1M. Input prices and retry rates still move the real bill.
Which is faster, Ernie 4.5 Turbo or Grok 3?
Ernie 4.5 Turbo has the lower time-to-first-token (200 ms vs 250 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Grok 3 accepts 131k 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 Grok 3 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 Grok 3 matchups →
Ernie 4.5 Turbo vs Yi-Lightning (previous other)Grok 3 vs Grok 4 (next grok)Grok 4.6 vs Ernie 4.5 TurboGrok 4 vs Ernie 4.5 TurboMistral Large 3 vs Ernie 4.5 TurboDoubao Pro 1.5 vs Ernie 4.5 Turbo