CompareLLM
CompareLLM.ai
Live
Explore
Compare
Decide
Track
Learn
…
CompareLLM
CompareLLM.ai
Precision Benchmarks

Programmatic, dated AI model benchmarks, head-to-head comparisons, and Stack Engine presets.

Daily ingest · 06:00 UTC

Analytics & Benchmarks

  • AI Model Leaderboard
  • Head-to-Head Compare Hub
  • Models Directory
  • Stack Engine Presets
  • Frontier Models
  • Open Weights Catalog

Guides & Intent Lists

  • Best LLM Lists (2026)
  • Best Coding LLM
  • Best Cheap LLM
  • Fastest Low-Latency LLM
  • Claude vs GPT Benchmark
  • What is Elo?
  • Methodology Guides
  • News & Dispatches

Transparency & API

  • Evaluation Methodology
  • Benchmark Changelog
  • Public JSON API
  • llms.txt Specification
  • Privacy Policy
  • Sign In / Account

© 2026 CompareLLM. Public benchmark data aggregated from Arena Elo, LiveBench, SWE-bench & OpenRouter.

Every score has a dated snapshot.

Theme:
Currency:
  1. Home
  2. Comparisons
  3. GPT-5.6 Terra vs Grok 3

Pairwise benchmark snapshot · Aug 17, 2026

GPT-5.6 Terra vs Grok 3 benchmark

In this head-to-head showdown, GPT-5.6 Terra delivers higher overall intelligence and human-preferred responses (Elo 1,548 vs 1,405), while GPT-5.6 Terra leads in SWE-bench software engineering benchmarks (70.4%), while GPT-5.6 Terra is more budget-friendly at $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: GPT-5.6 Terra holds the advantage over Grok 3 in overall benchmark performance and human evaluation rankings. Choose GPT-5.6 Terra for demanding workloads, or review the breakdown below to compare coding and pricing metrics.
Share Analysis:Share:
WhatsAppTelegramXLinkedIn
Executive Verdict Summary

GPT-5.6 Terra holds empirical advantage (9 of 9 metrics)

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

Verified Advantage Breakdown

9 benchmarks evaluated across capability, speed, and cost

GPT-5.6 Terra (9)Grok 3 (0)
GPT-5.6 Terra
9 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed✓Input price✓Output price✓Context window
Grok 3
0 of 9 Wins
Competitive baseline across remaining benchmarks
OpenAI
Leads 9 of 9
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
xAI
Grok 3

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

Elo 1,405In: $3 · Out: $15/1M

GPT-5.6 Series Lineage & Sibling Variants

3 models

Currently comparing GPT-5.6 Terra vs Grok 3. 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 LeaderGPT-5.6 Terra Wins

GPT-5.6 Terra

Δ 143 Arena Elo pts

Throughput LeaderGPT-5.6 Terra Wins

GPT-5.6 Terra

128 tok/s

Value per Dollar LeaderGPT-5.6 Terra Wins

GPT-5.6 Terra

$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 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 (10)vsGrok 3 (0)
GPT-5.6 Terra: 10W (100%)Overall: GPT-5.6 TerraGrok 3: 0W (0%)
← GPT-5.6 TerraGrok 3 →
🏆GPT-5.6 Terra Leads(5/5)

Intelligence & Reasoning

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

Benchmark
GPT-5.6 TerravsGrok 3
Preference Elo
1,548vs1,405+143
Coding Elo
1,542vs—
SWE-bench
70.4%vs51.4%+19%
LiveBench
69.1%vs60.2%+8.9%
GPQA Diamond
82%vs74.2%+7.8%
GPT-5.6 Terra: 5WGrok 3: 0W
🏆GPT-5.6 Terra Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-5.6 TerravsGrok 3
Output speed
128 tok/svs88 tok/s+40 tok/s
Time to first token
160 msvs250 ms+90 ms
GPT-5.6 Terra: 2WGrok 3: 0W
🏆GPT-5.6 Terra Leads(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-5.6 TerravsGrok 3
Output price
$6/1Mvs$15/1M+$9/1M
Input price
$1/1Mvs$3/1M+$2/1M
Context window
1.1Mvs131k+919k
GPT-5.6 Terra: 3WGrok 3: 0W

Side-by-Side Benchmark Matrix

GPT-5.6 TerraGrok 3
Preference EloGPT-5.6 Terra +143
GPT-5.6 Terra1,548
Grok 31,405
Coding Elo
GPT-5.6 Terra1,542
Grok 3—
LiveBenchGPT-5.6 Terra +8.9%
GPT-5.6 Terra69.1%
Grok 360.2%
SWE-benchGPT-5.6 Terra +19%
GPT-5.6 Terra70.4%
Grok 351.4%
GPQA DiamondGPT-5.6 Terra +7.8%
GPT-5.6 Terra82%
Grok 374.2%
Time to first tokenGPT-5.6 Terra +90 ms
GPT-5.6 Terra160 ms
Grok 3250 ms
Output speedGPT-5.6 Terra +40 tok/s
GPT-5.6 Terra128 tok/s
Grok 388 tok/s
Input priceGPT-5.6 Terra +$2/1M
GPT-5.6 Terra$1/1M
Grok 3$3/1M
Output priceGPT-5.6 Terra +$9/1M
GPT-5.6 Terra$6/1M
Grok 3$15/1M
Context windowGPT-5.6 Terra +919k
GPT-5.6 Terra1.1M
Grok 3131k
BenchmarkGPT-5.6 TerraGrok 3Advantage Delta
Preference Elo
1,548
lmarena · Aug 16, 2026
1,405
lmarena · Aug 17, 2026
+143
Coding Elo
1,542
lmarena · Aug 16, 2026
——
LiveBench
69.1%
livebench · Aug 16, 2026
60.2%
livebench · Aug 17, 2026
+8.9%
SWE-bench
70.4%
swebench · Aug 16, 2026
51.4%
swebench · Aug 17, 2026
+19%
GPQA Diamond
82%
seed-bootstrap · Aug 16, 2026
74.2%
seed-bootstrap · Aug 1, 2026
+7.8%
Time to first token
160 ms
seed-bootstrap · Aug 16, 2026
250 ms
seed-bootstrap · Aug 1, 2026
+90 ms
Output speed
128 tok/s
seed-bootstrap · Aug 16, 2026
88 tok/s
seed-bootstrap · Aug 1, 2026
+40 tok/s
Input price
$1/1M
openrouter · Aug 17, 2026
$3/1M
seed-bootstrap · Aug 1, 2026
+$2/1M
Output price
$6/1M
openrouter · Aug 17, 2026
$15/1M
seed-bootstrap · Aug 1, 2026
+$9/1M
Context window
1.1M
openrouter · Aug 17, 2026
131k
seed-bootstrap · Aug 1, 2026
+919k

Workload Cost & Savings Calculator

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

Save 62% with GPT-5.6 Terra
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
Grok 3$330.00 / mo
In: $105Out: $225
Estimated Cost Delta

GPT-5.6 Terra is estimated to save $205.00/month ($2,460/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    GPT-5.6 Terra:Pick GPT-5.6 Terra 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
    GPT-5.6 Terra:Pick GPT-5.6 Terra for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsGPT-5.6 Terra

Higher SWE-bench (70.4%).

High-volume chatGPT-5.6 Terra

Lower output list price ($6/1M).

Voice / low-latency UIGPT-5.6 Terra

Lower TTFT (160 ms).

Long-document RAGGPT-5.6 Terra

Larger window (1.1M).

Screenshots / visionGPT-5.6 Terra

Both accept images. Defaulting to the higher-Elo side (GPT-5.6 Terra).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGPT-5.6 TerraHigher SWE-bench (70.4%).
High-volume chatGPT-5.6 TerraLower output list price ($6/1M).
Voice / low-latency UIGPT-5.6 TerraLower TTFT (160 ms).
Long-document RAGGPT-5.6 TerraLarger window (1.1M).
Screenshots / visionGPT-5.6 TerraBoth accept images. Defaulting to the higher-Elo side (GPT-5.6 Terra).

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.

Cast Your Matchup Vote

0 total votes

Community Discussions (0)

Sign in to cast your verified vote, bookmark models, and participate in benchmark discussions.Sign In to Post

No comments posted on this matchup yet. Be the first to share an evaluation note!

Social Share Card Preview

Dynamic OpenGraph banner generated at /compare/gpt-5-6-terra-vs-grok-3/opengraph-image

Save PNG

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
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, GPT-5.6 Terra or Grok 3?
GPT-5.6 Terra has the higher preference Elo in our latest snapshot (1,548). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, GPT-5.6 Terra or Grok 3?
GPT-5.6 Terra leads SWE-bench at 70.4% vs 51.4%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
GPT-5.6 Terra output tokens are $6/1M versus $15/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-5.6 Terra or Grok 3?
GPT-5.6 Terra has the lower time-to-first-token (160 ms vs 250 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
GPT-5.6 Terra accepts 1.1M tokens versus 131k.
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 Grok 3 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 Grok 3 matchups →
Grok 3 vs Grok 4 (next grok)GPT-4.5 Orion vs GPT-5.6 TerraGPT-5 vs GPT-5.6 TerraGrok 4.6 vs GPT-5.6 TerraGPT-5.6 Sol vs GPT-5.6 TerraOpenAI: o3 Mini vs GPT-5.6 Terra