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Every score has a dated snapshot.

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  2. Comparisons
  3. Claude Haiku 4.5 vs GPT-5.6 Terra

Pairwise benchmark snapshot · Aug 16, 2026

Claude Haiku 4.5 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 1,438), while GPT-5.6 Terra leads in SWE-bench software engineering benchmarks (70.4%), while Claude Haiku 4.5 is more budget-friendly at $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 Claude Haiku 4.5 if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

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

Claude Haiku 4.5 (4)GPT-5.6 Terra (6)
Claude Haiku 4.5
4 of 10 Wins
✓Time to first token✓Output speed✓Input price✓Output price
GPT-5.6 Terra
6 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Context window
Anthropic
Leads 4 of 10 metrics
Claude Haiku 4.5

Anthropic cheap/fast Claude SKU. Official Claude Platform list price $1/$5 per 1M tokens (Anthropic Haiku page).

Haiku 4.5Elo 1,438$5/1M out
OpenAI
Leads 6 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$12/1M out

Claude 4 Series Lineage & Sibling Variants

5 models

Currently comparing Claude Haiku 4.5 vs GPT-5.6 Terra. Alternative family tiers available.

Active: Claude Haiku 4.5
Claude Opus 4.5$75Claude Opus 4.6$75Claude Sonnet 4.5$15Claude Opus 4.8$25
Top Rival Showdowns for Claude Haiku 4.5
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 110 Arena Elo pts

Throughput LeaderClaude Haiku 4.5 Wins

Claude Haiku 4.5

175 tok/s

Value per Dollar LeaderClaude Haiku 4.5 Wins

Claude Haiku 4.5

$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.

Claude Haiku 4.5 (4)vsGPT-5.6 Terra (6)
Claude Haiku 4.5: 4W (40%)Overall: GPT-5.6 TerraGPT-5.6 Terra: 6W (60%)
← Claude Haiku 4.5GPT-5.6 Terra →
🏆GPT-5.6 Terra(5/5)

Intelligence & Reasoning

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

Benchmark
Claude Haiku 4.5vsGPT-5.6 Terra
Preference Elo
1,438vs1,548+110
Coding Elo
1,446vs1,542+96
SWE-bench
58.2%vs70.4%+12.2%
LiveBench
62.4%vs69.1%+6.7%
GPQA Diamond
74%vs82%+8%
Claude Haiku 4.5: 0WGPT-5.6 Terra: 5W
🏆Claude Haiku 4.5(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude Haiku 4.5vsGPT-5.6 Terra
Output speed
175 tok/svs128 tok/s+47 tok/s
Time to first token
95 msvs160 ms+65 ms
Claude Haiku 4.5: 2WGPT-5.6 Terra: 0W
🏆Claude Haiku 4.5(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude Haiku 4.5vsGPT-5.6 Terra
Output price
$5/1Mvs$12/1M+$7/1M
Input price
$1/1Mvs$2/1M+$1/1M
Context window
200kvs1M+800k
Claude Haiku 4.5: 2WGPT-5.6 Terra: 1W

Side-by-Side Benchmark Matrix

Preference Elo+110
Claude Haiku 4.51,438
seed-bootstrap · Aug 16, 2026
GPT-5.6 Terra1,548
seed-bootstrap · Aug 16, 2026
Coding Elo+96
Claude Haiku 4.51,446
seed-bootstrap · Aug 16, 2026
GPT-5.6 Terra1,542
seed-bootstrap · Aug 16, 2026
LiveBench+6.7%
Claude Haiku 4.562.4%
seed-bootstrap · Aug 16, 2026
GPT-5.6 Terra69.1%
seed-bootstrap · Aug 16, 2026
SWE-bench+12.2%
Claude Haiku 4.558.2%
seed-bootstrap · Aug 16, 2026
GPT-5.6 Terra70.4%
seed-bootstrap · Aug 16, 2026
GPQA Diamond+8%
Claude Haiku 4.574%
seed-bootstrap · Aug 16, 2026
GPT-5.6 Terra82%
seed-bootstrap · Aug 16, 2026
Time to first token+65 ms
Claude Haiku 4.595 ms
seed-bootstrap · Aug 16, 2026
GPT-5.6 Terra160 ms
seed-bootstrap · Aug 16, 2026
Output speed+47 tok/s
Claude Haiku 4.5175 tok/s
seed-bootstrap · Aug 16, 2026
GPT-5.6 Terra128 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$1/1M
Claude Haiku 4.5$1/1M
seed-bootstrap · Aug 16, 2026
GPT-5.6 Terra$2/1M
seed-bootstrap · Aug 16, 2026
Output price+$7/1M
Claude Haiku 4.5$5/1M
seed-bootstrap · Aug 16, 2026
GPT-5.6 Terra$12/1M
seed-bootstrap · Aug 16, 2026
Context window+800k
Claude Haiku 4.5200k
seed-bootstrap · Aug 16, 2026
GPT-5.6 Terra1M
seed-bootstrap · Aug 16, 2026
BenchmarkClaude Haiku 4.5GPT-5.6 TerraAdvantage Delta
Preference Elo
1,438
seed-bootstrap · Aug 16, 2026
1,548
seed-bootstrap · Aug 16, 2026
+110
Coding Elo
1,446
seed-bootstrap · Aug 16, 2026
1,542
seed-bootstrap · Aug 16, 2026
+96
LiveBench
62.4%
seed-bootstrap · Aug 16, 2026
69.1%
seed-bootstrap · Aug 16, 2026
+6.7%
SWE-bench
58.2%
seed-bootstrap · Aug 16, 2026
70.4%
seed-bootstrap · Aug 16, 2026
+12.2%
GPQA Diamond
74%
seed-bootstrap · Aug 16, 2026
82%
seed-bootstrap · Aug 16, 2026
+8%
Time to first token
95 ms
seed-bootstrap · Aug 16, 2026
160 ms
seed-bootstrap · Aug 16, 2026
+65 ms
Output speed
175 tok/s
seed-bootstrap · Aug 16, 2026
128 tok/s
seed-bootstrap · Aug 16, 2026
+47 tok/s
Input price
$1/1M
seed-bootstrap · Aug 16, 2026
$2/1M
seed-bootstrap · Aug 16, 2026
+$1/1M
Output price
$5/1M
seed-bootstrap · Aug 16, 2026
$12/1M
seed-bootstrap · Aug 16, 2026
+$7/1M
Context window
200k
seed-bootstrap · Aug 16, 2026
1M
seed-bootstrap · Aug 16, 2026
+800k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 56% with Claude Haiku 4.5
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Claude Haiku 4.5$110.00 / mo
In: $35Out: $75
GPT-5.6 Terra$250.00 / mo
In: $70Out: $180
Estimated Cost Delta

Claude Haiku 4.5 is estimated to save $140.00/month ($1,680/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 Haiku 4.5:Pick Claude Haiku 4.5 when you are optimizing output cost.
  • 3
    Claude Haiku 4.5:Pick Claude Haiku 4.5 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 Haiku 4.5

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

Voice / low-latency UIClaude Haiku 4.5

Lower TTFT (95 ms).

Long-document RAGGPT-5.6 Terra

Larger window (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 Haiku 4.5Lower output list price ($5/1M).
Voice / low-latency UIClaude Haiku 4.5Lower TTFT (95 ms).
Long-document RAGGPT-5.6 TerraLarger window (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
compareAug 16, 2026

Haiku 4.5 vs Llama 4 Scout: cheap Claude versus cheap open Llama

$1/$5 hosted Claude vs a cheap long-context open sibling. The alternative-to-Sonnet pair that is honest.

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.

launchApr 8, 2026

Llama 4 Scout: long-context open sibling of Maverick

Huge window, cheap hosted lists. The Haiku alternative that is actually open-weight.

launchOct 22, 2025

Claude Haiku 4.5 at $1/$5: the cheap Claude people actually ship

Official Anthropic list $1/$5. This is the SKU behind “cheapest Claude alternative” that is still Claude.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Anthropic

Claude Haiku 4.5

Elo 1,438
SWE-bench58.2%
Speed (tok/s)175 tok/s
Input / 1M Tokens$1/1M
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$2/1M
Output / 1M Tokens$12/1M

Frequently Asked Questions

Which is better overall, Claude Haiku 4.5 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 Haiku 4.5 or GPT-5.6 Terra?
GPT-5.6 Terra leads SWE-bench at 70.4% vs 58.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Claude Haiku 4.5 output tokens are $5/1M versus $12/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude Haiku 4.5 or GPT-5.6 Terra?
Claude Haiku 4.5 has the lower time-to-first-token (95 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 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 Haiku 4.5 and GPT-5.6 Terra Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • compare · Aug 16, 2026

    Haiku 4.5 vs Llama 4 Scout: cheap Claude versus cheap open Llama

  • price · Jul 30, 2026

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

  • launch · Apr 8, 2026

    Llama 4 Scout: long-context open sibling of Maverick

  • launch · Oct 22, 2025

    Claude Haiku 4.5 at $1/$5: the cheap Claude people actually ship

Similar Head-to-Head Comparisons

All Claude Haiku 4.5 matchups →|All GPT-5.6 Terra matchups →
Claude Haiku 4.5 vs Claude 3.5 Haiku (previous haiku)Claude Sonnet 4.5 vs GPT-5.6 TerraGPT-4.5 Orion vs GPT-5.6 TerraClaude Sonnet 5 vs GPT-5.6 TerraGPT-5 vs GPT-5.6 TerraOpenAI o3-mini vs GPT-5.6 Terra