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  3. GPT-5.6 Terra vs TheDrummer: Rocinante 12B

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

GPT-5.6 Terra 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 GPT-5.6 Terra 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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Executive Verdict Summary

TheDrummer: Rocinante 12B holds empirical advantage (2 of 3 metrics)

Coding / SWESWE-bench
GPT-5.6 TerraTop code solve rate
ReasoningGPQA / Live
GPT-5.6 TerraTop logical accuracy
Best Value$/1M Tok
TheDrummer: Rocinante 12BLowest API billing cost
Speed / TokTok/Sec
GPT-5.6 TerraFastest stream rate

Verified Advantage Breakdown

3 benchmarks evaluated across capability, speed, and cost

GPT-5.6 Terra (1)TheDrummer: Rocinante 12B (2)
GPT-5.6 Terra
1 of 3 Wins
✓Context window
TheDrummer: Rocinante 12B
2 of 3 Wins
✓Input price✓Output price
OpenAI
Leads 1 of 3
GPT-5.6 Terra

OpenAI 5.6 mid tier. Official API $2/$12 per 1M after the Jul 30 2026 price cut.

Terra Mid-TierElo 1,548In: $1 · Out: $6/1M
thedrummer
Leads 2 of 3
TheDrummer: Rocinante 12B

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

In: $0.25 · Out: $0.5/1M

GPT-5.6 Series Lineage & Sibling Variants

3 models

Currently comparing GPT-5.6 Terra vs TheDrummer: Rocinante 12B. Alternative family tiers available.

Active: GPT-5.6 Terra
GPT-5.6 Sol$30GPT-5.6 Luna$0.6
Top Rival Showdowns for GPT-5.6 Terra
All Matchups
Compare vs:vs Claude Opus 4.5vs Gemini 3 Provs Grok 4.6vs 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 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.

GPT-5.6 Terra (8)vsTheDrummer: Rocinante 12B (2)
GPT-5.6 Terra: 8W (80%)Overall: GPT-5.6 TerraTheDrummer: Rocinante 12B: 2W (20%)
← GPT-5.6 TerraTheDrummer: Rocinante 12B →
🏆GPT-5.6 Terra Leads(5/5)

Intelligence & Reasoning

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

Benchmark
GPT-5.6 TerravsTheDrummer: Rocinante 12B
Preference Elo
1,548vs—
Coding Elo
1,542vs—
SWE-bench
70.4%vs—
LiveBench
69.1%vs—
GPQA Diamond
82%vs—
GPT-5.6 Terra: 5WTheDrummer: Rocinante 12B: 0W
🏆GPT-5.6 Terra Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-5.6 TerravsTheDrummer: Rocinante 12B
Output speed
128 tok/svs—
Time to first token
160 msvs—
GPT-5.6 Terra: 2WTheDrummer: Rocinante 12B: 0W
🏆TheDrummer: Rocinante 12B Leads(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-5.6 TerravsTheDrummer: Rocinante 12B
Output price
$6/1Mvs$0.5/1M+$5.5/1M
Input price
$1/1Mvs$0.25/1M+$0.75/1M
Context window
1.1Mvs66k+984k
GPT-5.6 Terra: 1WTheDrummer: Rocinante 12B: 2W

Side-by-Side Benchmark Matrix

GPT-5.6 TerraTheDrummer: Rocinante 12B
Preference Elo
GPT-5.6 Terra1,548
TheDrummer: Rocinante 12B—
Coding Elo
GPT-5.6 Terra1,542
TheDrummer: Rocinante 12B—
LiveBench
GPT-5.6 Terra69.1%
TheDrummer: Rocinante 12B—
SWE-bench
GPT-5.6 Terra70.4%
TheDrummer: Rocinante 12B—
GPQA Diamond
GPT-5.6 Terra82%
TheDrummer: Rocinante 12B—
Time to first token
GPT-5.6 Terra160 ms
TheDrummer: Rocinante 12B—
Output speed
GPT-5.6 Terra128 tok/s
TheDrummer: Rocinante 12B—
Input priceTheDrummer: Rocinante 12B +$0.75/1M
GPT-5.6 Terra$1/1M
TheDrummer: Rocinante 12B$0.25/1M
Output priceTheDrummer: Rocinante 12B +$5.5/1M
GPT-5.6 Terra$6/1M
TheDrummer: Rocinante 12B$0.5/1M
Context windowGPT-5.6 Terra +984k
GPT-5.6 Terra1.1M
TheDrummer: Rocinante 12B66k
BenchmarkGPT-5.6 TerraTheDrummer: Rocinante 12BAdvantage Delta
Preference Elo
1,548
lmarena · Aug 16, 2026
——
Coding Elo
1,542
lmarena · Aug 16, 2026
——
LiveBench
69.1%
livebench · Aug 16, 2026
——
SWE-bench
70.4%
swebench · Aug 16, 2026
——
GPQA Diamond
82%
seed-bootstrap · Aug 16, 2026
——
Time to first token
160 ms
seed-bootstrap · Aug 16, 2026
——
Output speed
128 tok/s
seed-bootstrap · Aug 16, 2026
——
Input price
$1/1M
openrouter · Aug 17, 2026
$0.25/1M
openrouter · Aug 17, 2026
+$0.75/1M
Output price
$6/1M
openrouter · Aug 17, 2026
$0.5/1M
openrouter · Aug 17, 2026
+$5.5/1M
Context window
1.1M
openrouter · Aug 17, 2026
66k
openrouter · Aug 17, 2026
+984k

Workload Cost & Savings Calculator

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

Save 87% 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)
GPT-5.6 Terra$125.00 / mo
In: $35Out: $90
TheDrummer: Rocinante 12B$16.25 / mo
In: $8.75Out: $7.5
Estimated Cost Delta

TheDrummer: Rocinante 12B is estimated to save $108.75/month ($1,305/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    TheDrummer: Rocinante 12B:Pick TheDrummer: Rocinante 12B when you are optimizing output cost.
  • 2
    GPT-5.6 Terra:Pick GPT-5.6 Terra for million-token RAG or long-document jobs.

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 RAGGPT-5.6 Terra

Larger window (1.1M).

Screenshots / visionGPT-5.6 Terra

GPT-5.6 Terra 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 RAGGPT-5.6 TerraLarger window (1.1M).
Screenshots / visionGPT-5.6 TerraGPT-5.6 Terra is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
priceJul 30, 2026

GPT-5.6 Terra after the Jul 30 cut: $2/$12 mid-tier

Terra is OpenAI’s Sonnet-class invoice. Use it when Sol is too expensive and Luna is too small.

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
OpenAI

GPT-5.6 Terra

Elo 1,548
SWE-bench70.4%
Speed (tok/s)128 tok/s
Input / 1M Tokens$1/1M
Output / 1M Tokens$6/1M
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, GPT-5.6 Terra 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, GPT-5.6 Terra 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 $6/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-5.6 Terra or TheDrummer: Rocinante 12B?
We do not have TTFT for both models.
Which has the larger context window?
GPT-5.6 Terra accepts 1.1M 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. GPT-5.6 Terra and TheDrummer: Rocinante 12B Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • price · Jul 30, 2026

    GPT-5.6 Terra after the Jul 30 cut: $2/$12 mid-tier

Similar Head-to-Head Comparisons

All GPT-5.6 Terra matchups →|All TheDrummer: Rocinante 12B matchups →
GPT-4.5 Orion vs GPT-5.6 TerraGPT-5 vs GPT-5.6 TerraGPT-5.6 Sol vs GPT-5.6 TerraOpenAI: o3 Mini vs GPT-5.6 TerraOpenAI: o1 vs GPT-5.6 TerraGPT-5.6 Luna vs GPT-5.6 Terra