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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. Gemini 3 Pro vs GPT-5.6 Terra

Pairwise benchmark snapshot · Aug 17, 2026

Gemini 3 Pro vs GPT-5.6 Terra benchmark

In this head-to-head showdown, Gemini 3 Pro delivers higher overall intelligence and human-preferred responses (Elo 1,552 vs 1,548), while Gemini 3 Pro leads in SWE-bench software engineering benchmarks (72.4%), while Gemini 3 Pro is more budget-friendly at $5/1M per 1M output tokens, while GPT-5.6 Terra provides faster response streaming (128 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Gemini 3 Pro holds the advantage over GPT-5.6 Terra in overall benchmark performance and human evaluation rankings. Choose Gemini 3 Pro for demanding workloads, or review the breakdown below to compare coding and pricing metrics.
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Verified Head-to-Head Advantage Breakdown

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

Gemini 3 Pro (7)GPT-5.6 Terra (3)
Gemini 3 Pro
7 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Output price✓Context window
GPT-5.6 Terra
3 of 10 Wins
✓Time to first token✓Output speed✓Input price
Google
Leads 7 of 10 metrics
Gemini 3 Pro

Google frontier multimodal model with a multi-million-token context window.

Elo 1,552$5/1M out
OpenAI
Leads 3 of 10 metrics
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 1,548$6/1M out

Gemini 3 Series Lineage & Sibling Variants

5 models

Currently comparing Gemini 3 Pro vs GPT-5.6 Terra. Alternative family tiers available.

Active: Gemini 3 Pro
Gemini 3 Flash$3Gemini 3.6 Pro$5Gemini 3.6 Flash$3.75Gemini 3.7 Flash$1.88

Gemini 3 Pro Thinking Depth & Cost Scaler

Model A

Simulate accuracy gains vs added response time & token cost

Mode: Medium (8k tokens)

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
220 ms
Standard speed
Reasoning Depth
~2,400
Internal tokens
Cost / 1k Calls
$14.13
6.6× standard bill
Accuracy Boost
+4.8% accuracy
STEM & SWE-bench
Top Rival Showdowns for Gemini 3 Pro
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderGemini 3 Pro Wins

Gemini 3 Pro

Δ 4 Arena Elo pts

Throughput LeaderGPT-5.6 Terra Wins

GPT-5.6 Terra

128 tok/s

Value per Dollar LeaderGemini 3 Pro Wins

Gemini 3 Pro

$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
Percentile 0–100
Head-to-Head Comparison

Overall Matchup Breakdown

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

Gemini 3 Pro (7)vsGPT-5.6 Terra (3)
Gemini 3 Pro: 7W (70%)Overall: Gemini 3 ProGPT-5.6 Terra: 3W (30%)
← Gemini 3 ProGPT-5.6 Terra →
🏆Gemini 3 Pro(5/5)

Intelligence & Reasoning

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

Benchmark
Gemini 3 ProvsGPT-5.6 Terra
Preference Elo
1,552vs1,548+4
Coding Elo
1,548vs1,542+6
SWE-bench
72.4%vs70.4%+2%
LiveBench
70.6%vs69.1%+1.5%
GPQA Diamond
83.6%vs82%+1.6%
Gemini 3 Pro: 5WGPT-5.6 Terra: 0W
🏆GPT-5.6 Terra(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Gemini 3 ProvsGPT-5.6 Terra
Output speed
92 tok/svs128 tok/s+36 tok/s
Time to first token
220 msvs160 ms+60 ms
Gemini 3 Pro: 0WGPT-5.6 Terra: 2W
🏆Gemini 3 Pro(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Gemini 3 ProvsGPT-5.6 Terra
Output price
$5/1Mvs$6/1M+$1/1M
Input price
$1.25/1Mvs$1/1M+$0.25/1M
Context window
2Mvs1.1M+950k
Gemini 3 Pro: 2WGPT-5.6 Terra: 1W

Side-by-Side Benchmark Matrix

Preference Elo+4
Gemini 3 Pro1,552
lmarena · Aug 17, 2026
GPT-5.6 Terra1,548
lmarena · Aug 16, 2026
Coding Elo+6
Gemini 3 Pro1,548
lmarena · Aug 17, 2026
GPT-5.6 Terra1,542
lmarena · Aug 16, 2026
LiveBench+1.5%
Gemini 3 Pro70.6%
livebench · Aug 17, 2026
GPT-5.6 Terra69.1%
livebench · Aug 16, 2026
SWE-bench+2%
Gemini 3 Pro72.4%
swebench · Aug 17, 2026
GPT-5.6 Terra70.4%
swebench · Aug 16, 2026
GPQA Diamond+1.6%
Gemini 3 Pro83.6%
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra82%
seed-bootstrap · Aug 16, 2026
Time to first token+60 ms
Gemini 3 Pro220 ms
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra160 ms
seed-bootstrap · Aug 16, 2026
Output speed+36 tok/s
Gemini 3 Pro92 tok/s
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra128 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$0.25/1M
Gemini 3 Pro$1.25/1M
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra$1/1M
openrouter · Aug 17, 2026
Output price+$1/1M
Gemini 3 Pro$5/1M
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra$6/1M
openrouter · Aug 17, 2026
Context window+950k
Gemini 3 Pro2M
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra1.1M
openrouter · Aug 17, 2026
BenchmarkGemini 3 ProGPT-5.6 TerraAdvantage Delta
Preference Elo
1,552
lmarena · Aug 17, 2026
1,548
lmarena · Aug 16, 2026
+4
Coding Elo
1,548
lmarena · Aug 17, 2026
1,542
lmarena · Aug 16, 2026
+6
LiveBench
70.6%
livebench · Aug 17, 2026
69.1%
livebench · Aug 16, 2026
+1.5%
SWE-bench
72.4%
swebench · Aug 17, 2026
70.4%
swebench · Aug 16, 2026
+2%
GPQA Diamond
83.6%
seed-bootstrap · Aug 1, 2026
82%
seed-bootstrap · Aug 16, 2026
+1.6%
Time to first token
220 ms
seed-bootstrap · Aug 1, 2026
160 ms
seed-bootstrap · Aug 16, 2026
+60 ms
Output speed
92 tok/s
seed-bootstrap · Aug 1, 2026
128 tok/s
seed-bootstrap · Aug 16, 2026
+36 tok/s
Input price
$1.25/1M
seed-bootstrap · Aug 1, 2026
$1/1M
openrouter · Aug 17, 2026
+$0.25/1M
Output price
$5/1M
seed-bootstrap · Aug 1, 2026
$6/1M
openrouter · Aug 17, 2026
+$1/1M
Context window
2M
seed-bootstrap · Aug 1, 2026
1.1M
openrouter · Aug 17, 2026
+950k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 5% with Gemini 3 Pro
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Gemini 3 Pro$118.75 / mo
In: $43.75Out: $75
GPT-5.6 Terra$125.00 / mo
In: $35Out: $90
Estimated Cost Delta

Gemini 3 Pro is estimated to save $6.25/month ($75/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Gemini 3 Pro:Pick Gemini 3 Pro when repo-level coding accuracy is the constraint.
  • 2
    GPT-5.6 Terra:Pick GPT-5.6 Terra when time-to-first-token matters more than peak Elo.
  • 3
    Gemini 3 Pro:Pick Gemini 3 Pro for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsGemini 3 Pro

Higher SWE-bench (72.4%).

High-volume chatGemini 3 Pro

Lower output list price ($5/1M).

Voice / low-latency UIGPT-5.6 Terra

Lower TTFT (160 ms).

Long-document RAGGemini 3 Pro

Larger window (2M).

Screenshots / visionGemini 3 Pro

Both accept images. Defaulting to the higher-Elo side (Gemini 3 Pro).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGemini 3 ProHigher SWE-bench (72.4%).
High-volume chatGemini 3 ProLower output list price ($5/1M).
Voice / low-latency UIGPT-5.6 TerraLower TTFT (160 ms).
Long-document RAGGemini 3 ProLarger window (2M).
Screenshots / visionGemini 3 ProBoth accept images. Defaulting to the higher-Elo side (Gemini 3 Pro).

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.

launchMar 15, 2026

Gemini 3 Pro’s multi-million context is still a 2026 RAG shortlist

March 2026 Google frontier multimodal with a 2M window. 3.6 Pro is newer; 3 Pro stays as the original 3.x Pro row.

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Google

Gemini 3 Pro

Elo 1,552
SWE-bench72.4%
Speed (tok/s)92 tok/s
Input / 1M Tokens$1.25/1M
Output / 1M Tokens$5/1M
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

Frequently Asked Questions

Which is better overall, Gemini 3 Pro or GPT-5.6 Terra?
Gemini 3 Pro has the higher preference Elo in our latest snapshot (1,552). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Gemini 3 Pro or GPT-5.6 Terra?
Gemini 3 Pro leads SWE-bench at 72.4% vs 70.4%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Gemini 3 Pro output tokens are $5/1M versus $6/1M. Input prices and retry rates still move the real bill.
Which is faster, Gemini 3 Pro or GPT-5.6 Terra?
GPT-5.6 Terra has the lower time-to-first-token (160 ms vs 220 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Gemini 3 Pro accepts 2M tokens versus 1.1M.
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. Gemini 3 Pro and GPT-5.6 Terra 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

  • launch · Mar 15, 2026

    Gemini 3 Pro’s multi-million context is still a 2026 RAG shortlist

Similar Head-to-Head Comparisons

All Gemini 3 Pro matchups →|All GPT-5.6 Terra matchups →
Gemini 3 Pro vs Gemini 2.5 Pro (previous gemini-pro)Gemini 3 Pro vs Gemini 3.6 Pro (next gemini-pro)GPT-5 vs Gemini 3 ProGPT-4.5 Orion vs GPT-5.6 TerraGemini 3.7 Flash vs GPT-5.6 TerraGemini 3.6 Flash vs GPT-5.6 Terra