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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. Grok 3 vs TheDrummer: Rocinante 12B

Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)

Grok 3 vs TheDrummer: Rocinante 12B benchmark

In this head-to-head showdown, TheDrummer: Rocinante 12B is more budget-friendly at $0.5/1M 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 Grok 3 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose TheDrummer: Rocinante 12B if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

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

Grok 3 (1)TheDrummer: Rocinante 12B (2)
Grok 3
1 of 3 Wins
✓Context window
TheDrummer: Rocinante 12B
2 of 3 Wins
✓Input price✓Output price
xAI
Leads 1 of 3 metrics
Grok 3

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

Elo 1,405$15/1M out
thedrummer
Leads 2 of 3 metrics
TheDrummer: Rocinante 12B

Auto-discovered from OpenRouter (thedrummer/rocinante-12b). Preview until a second source matches.

$0.5/1M out
Top Rival Showdowns for Grok 3
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs DeepSeek V4 Provs Qwen 3 Max
Preference Leader

No shared data

Single model data

Throughput Leader

No shared data

No latency data

Value per Dollar LeaderTheDrummer: Rocinante 12B Wins

TheDrummer: Rocinante 12B

$0.5 / 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.

Grok 3 (7)vsTheDrummer: Rocinante 12B (2)
Grok 3: 7W (78%)Overall: Grok 3TheDrummer: Rocinante 12B: 2W (22%)
← Grok 3TheDrummer: Rocinante 12B →
🏆Grok 3(4/5)

Intelligence & Reasoning

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

Benchmark
Grok 3vsTheDrummer: Rocinante 12B
Preference Elo
1,405vs—
Coding Elo
—vs—
SWE-bench
51.4%vs—
LiveBench
60.2%vs—
GPQA Diamond
74.2%vs—
Grok 3: 4WTheDrummer: Rocinante 12B: 0W
🏆Grok 3(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Grok 3vsTheDrummer: Rocinante 12B
Output speed
88 tok/svs—
Time to first token
250 msvs—
Grok 3: 2WTheDrummer: Rocinante 12B: 0W
🏆TheDrummer: Rocinante 12B(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Grok 3vsTheDrummer: Rocinante 12B
Output price
$15/1Mvs$0.5/1M+$14.5/1M
Input price
$3/1Mvs$0.25/1M+$2.75/1M
Context window
131kvs66k+66k
Grok 3: 1WTheDrummer: Rocinante 12B: 2W

Side-by-Side Benchmark Matrix

Preference Elo
Grok 31,405
lmarena · Aug 17, 2026
TheDrummer: Rocinante 12B—
LiveBench
Grok 360.2%
livebench · Aug 17, 2026
TheDrummer: Rocinante 12B—
SWE-bench
Grok 351.4%
swebench · Aug 17, 2026
TheDrummer: Rocinante 12B—
GPQA Diamond
Grok 374.2%
seed-bootstrap · Aug 1, 2026
TheDrummer: Rocinante 12B—
Time to first token
Grok 3250 ms
seed-bootstrap · Aug 1, 2026
TheDrummer: Rocinante 12B—
Output speed
Grok 388 tok/s
seed-bootstrap · Aug 1, 2026
TheDrummer: Rocinante 12B—
Input price+$2.75/1M
Grok 3$3/1M
seed-bootstrap · Aug 1, 2026
TheDrummer: Rocinante 12B$0.25/1M
openrouter · Aug 17, 2026
Output price+$14.5/1M
Grok 3$15/1M
seed-bootstrap · Aug 1, 2026
TheDrummer: Rocinante 12B$0.5/1M
openrouter · Aug 17, 2026
Context window+66k
Grok 3131k
seed-bootstrap · Aug 1, 2026
TheDrummer: Rocinante 12B66k
openrouter · Aug 17, 2026
BenchmarkGrok 3TheDrummer: Rocinante 12BAdvantage Delta
Preference Elo
1,405
lmarena · Aug 17, 2026
——
LiveBench
60.2%
livebench · Aug 17, 2026
——
SWE-bench
51.4%
swebench · Aug 17, 2026
——
GPQA Diamond
74.2%
seed-bootstrap · Aug 1, 2026
——
Time to first token
250 ms
seed-bootstrap · Aug 1, 2026
——
Output speed
88 tok/s
seed-bootstrap · Aug 1, 2026
——
Input price
$3/1M
seed-bootstrap · Aug 1, 2026
$0.25/1M
openrouter · Aug 17, 2026
+$2.75/1M
Output price
$15/1M
seed-bootstrap · Aug 1, 2026
$0.5/1M
openrouter · Aug 17, 2026
+$14.5/1M
Context window
131k
seed-bootstrap · Aug 1, 2026
66k
openrouter · Aug 17, 2026
+66k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 95% with TheDrummer: Rocinante 12B
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Grok 3$330.00 / mo
In: $105Out: $225
TheDrummer: Rocinante 12B$16.25 / mo
In: $8.75Out: $7.5
Estimated Cost Delta

TheDrummer: Rocinante 12B is estimated to save $313.75/month ($3,765/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    TheDrummer: Rocinante 12B:Pick TheDrummer: Rocinante 12B when you are optimizing output cost.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatTheDrummer: Rocinante 12B

Lower output list price ($0.5/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGGrok 3

Larger window (131k).

Screenshots / visionGrok 3

Grok 3 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatTheDrummer: Rocinante 12BLower output list price ($0.5/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGGrok 3Larger window (131k).
Screenshots / visionGrok 3Grok 3 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
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
thedrummer

TheDrummer: Rocinante 12B

Elo n/a
SWE-bench—
Speed (tok/s)66k
Input / 1M Tokens$0.25/1M
Output / 1M Tokens$0.5/1M

Frequently Asked Questions

Which is better overall, Grok 3 or TheDrummer: Rocinante 12B?
We do not have preference Elo for both models, so we do not declare an overall winner. Compare the metrics that exist.
Which is better at coding, Grok 3 or TheDrummer: Rocinante 12B?
SWE-bench is missing for at least one model, so we do not rank coding from a single number.
Which is cheaper to run in production?
TheDrummer: Rocinante 12B output tokens are $0.5/1M versus $15/1M. Input prices and retry rates still move the real bill.
Which is faster, Grok 3 or TheDrummer: Rocinante 12B?
We do not have TTFT for both models.
Which has the larger context window?
Grok 3 accepts 131k tokens versus 66k.
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. Grok 3 and TheDrummer: Rocinante 12B Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All Grok 3 matchups →|All TheDrummer: Rocinante 12B matchups →
Grok 3 vs Grok 4 (next grok)Grok 4.6 vs Grok 3Mistral Large 3 vs Grok 3Doubao Pro 1.5 vs Grok 3Yi-Lightning vs Grok 3Gemini 2.0 Flash Thinking vs Grok 3