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  3. Claude 3.5 Haiku vs GPT-5.6 Terra

Pairwise benchmark snapshot · Aug 17, 2026

Claude 3.5 Haiku vs GPT-5.6 Terra benchmark

In this head-to-head showdown, GPT-5.6 Terra delivers higher overall intelligence and human-preferred responses (Elo 1,548 vs 1,224), while GPT-5.6 Terra leads in SWE-bench software engineering benchmarks (70.4%), while Claude 3.5 Haiku is more budget-friendly at $4/1M 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 Claude 3.5 Haiku if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Executive Verdict Summary

GPT-5.6 Terra holds empirical advantage (5 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
Claude 3.5 HaikuLowest API billing cost
Speed / TokTok/Sec
Claude 3.5 HaikuFastest stream rate

Verified Advantage Breakdown

9 benchmarks evaluated across capability, speed, and cost

Claude 3.5 Haiku (4)GPT-5.6 Terra (5)
Claude 3.5 Haiku
4 of 9 Wins
✓Time to first token✓Output speed✓Input price✓Output price
GPT-5.6 Terra
5 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Context window
Anthropic
Leads 4 of 9
Claude 3.5 Haiku

Previous cheap Claude. Haiku 4.5 is the current $1/$5 SKU.

Elo 1,224In: $0.8 · Out: $4/1M
OpenAI
Leads 5 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
Top Rival Showdowns for Claude 3.5 Haiku
All Matchups
Compare vs:vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderGPT-5.6 Terra Wins

GPT-5.6 Terra

Δ 324 Arena Elo pts

Throughput LeaderClaude 3.5 Haiku Wins

Claude 3.5 Haiku

140 tok/s

Value per Dollar LeaderClaude 3.5 Haiku Wins

Claude 3.5 Haiku

$4 / 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.

Claude 3.5 Haiku (4)vsGPT-5.6 Terra (6)
Claude 3.5 Haiku: 4W (40%)Overall: GPT-5.6 TerraGPT-5.6 Terra: 6W (60%)
← Claude 3.5 HaikuGPT-5.6 Terra →
🏆GPT-5.6 Terra Leads(5/5)

Intelligence & Reasoning

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

Benchmark
Claude 3.5 HaikuvsGPT-5.6 Terra
Preference Elo
1,224vs1,548+324
Coding Elo
—vs1,542
SWE-bench
36.2%vs70.4%+34.2%
LiveBench
44.8%vs69.1%+24.3%
GPQA Diamond
54.1%vs82%+27.9%
Claude 3.5 Haiku: 0WGPT-5.6 Terra: 5W
🏆Claude 3.5 Haiku Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude 3.5 HaikuvsGPT-5.6 Terra
Output speed
140 tok/svs128 tok/s+12 tok/s
Time to first token
110 msvs160 ms+50 ms
Claude 3.5 Haiku: 2WGPT-5.6 Terra: 0W
🏆Claude 3.5 Haiku Leads(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude 3.5 HaikuvsGPT-5.6 Terra
Output price
$4/1Mvs$6/1M+$2/1M
Input price
$0.8/1Mvs$1/1M+$0.2/1M
Context window
200kvs1.1M+850k
Claude 3.5 Haiku: 2WGPT-5.6 Terra: 1W

Side-by-Side Benchmark Matrix

Claude 3.5 HaikuGPT-5.6 Terra
Preference EloGPT-5.6 Terra +324
Claude 3.5 Haiku1,224
GPT-5.6 Terra1,548
Coding Elo
Claude 3.5 Haiku—
GPT-5.6 Terra1,542
LiveBenchGPT-5.6 Terra +24.3%
Claude 3.5 Haiku44.8%
GPT-5.6 Terra69.1%
SWE-benchGPT-5.6 Terra +34.2%
Claude 3.5 Haiku36.2%
GPT-5.6 Terra70.4%
GPQA DiamondGPT-5.6 Terra +27.9%
Claude 3.5 Haiku54.1%
GPT-5.6 Terra82%
Time to first tokenClaude 3.5 Haiku +50 ms
Claude 3.5 Haiku110 ms
GPT-5.6 Terra160 ms
Output speedClaude 3.5 Haiku +12 tok/s
Claude 3.5 Haiku140 tok/s
GPT-5.6 Terra128 tok/s
Input priceClaude 3.5 Haiku +$0.2/1M
Claude 3.5 Haiku$0.8/1M
GPT-5.6 Terra$1/1M
Output priceClaude 3.5 Haiku +$2/1M
Claude 3.5 Haiku$4/1M
GPT-5.6 Terra$6/1M
Context windowGPT-5.6 Terra +850k
Claude 3.5 Haiku200k
GPT-5.6 Terra1.1M
BenchmarkClaude 3.5 HaikuGPT-5.6 TerraAdvantage Delta
Preference Elo
1,224
lmarena · Aug 17, 2026
1,548
lmarena · Aug 16, 2026
+324
Coding Elo—
1,542
lmarena · Aug 16, 2026
—
LiveBench
44.8%
livebench · Aug 17, 2026
69.1%
livebench · Aug 16, 2026
+24.3%
SWE-bench
36.2%
swebench · Aug 17, 2026
70.4%
swebench · Aug 16, 2026
+34.2%
GPQA Diamond
54.1%
seed-bootstrap · Aug 1, 2026
82%
seed-bootstrap · Aug 16, 2026
+27.9%
Time to first token
110 ms
seed-bootstrap · Aug 1, 2026
160 ms
seed-bootstrap · Aug 16, 2026
+50 ms
Output speed
140 tok/s
seed-bootstrap · Aug 1, 2026
128 tok/s
seed-bootstrap · Aug 16, 2026
+12 tok/s
Input price
$0.8/1M
seed-bootstrap · Aug 1, 2026
$1/1M
openrouter · Aug 17, 2026
+$0.2/1M
Output price
$4/1M
seed-bootstrap · Aug 1, 2026
$6/1M
openrouter · Aug 17, 2026
+$2/1M
Context window
200k
seed-bootstrap · Aug 1, 2026
1.1M
openrouter · Aug 17, 2026
+850k

Workload Cost & Savings Calculator

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

Save 30% with Claude 3.5 Haiku
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Claude 3.5 Haiku$88.00 / mo
In: $28Out: $60
GPT-5.6 Terra$125.00 / mo
In: $35Out: $90
Estimated Cost Delta

Claude 3.5 Haiku is estimated to save $37.00/month ($444/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
    Claude 3.5 Haiku:Pick Claude 3.5 Haiku when you are optimizing output cost.
  • 3
    Claude 3.5 Haiku:Pick Claude 3.5 Haiku when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsGPT-5.6 Terra

Higher SWE-bench (70.4%).

High-volume chatClaude 3.5 Haiku

Lower output list price ($4/1M).

Voice / low-latency UIClaude 3.5 Haiku

Lower TTFT (110 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 chatClaude 3.5 HaikuLower output list price ($4/1M).
Voice / low-latency UIClaude 3.5 HaikuLower TTFT (110 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.

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Anthropic

Claude 3.5 Haiku

Elo 1,224
SWE-bench36.2%
Speed (tok/s)140 tok/s
Input / 1M Tokens$0.8/1M
Output / 1M Tokens$4/1M
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, Claude 3.5 Haiku or GPT-5.6 Terra?
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, Claude 3.5 Haiku or GPT-5.6 Terra?
GPT-5.6 Terra leads SWE-bench at 70.4% vs 36.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Claude 3.5 Haiku output tokens are $4/1M versus $6/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude 3.5 Haiku or GPT-5.6 Terra?
Claude 3.5 Haiku has the lower time-to-first-token (110 ms vs 160 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 200k.
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. Claude 3.5 Haiku 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

Similar Head-to-Head Comparisons

All Claude 3.5 Haiku matchups →|All GPT-5.6 Terra matchups →
Claude 3.5 Haiku vs Claude Haiku 4.5 (next haiku)Claude Opus 4.5 vs GPT-5.6 TerraClaude Opus 4.6 vs GPT-5.6 TerraClaude Sonnet 4.5 vs GPT-5.6 TerraGPT-5 vs GPT-5.6 TerraGPT-4.5 Orion vs GPT-5.6 Terra