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Every score has a dated snapshot.

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  3. Claude 3.5 Haiku vs GLM-5.3

Pairwise benchmark snapshot · Aug 16, 2026

Claude 3.5 Haiku vs GLM-5.3 benchmark

In this head-to-head showdown, GLM-5.3 delivers higher overall intelligence and human-preferred responses (Elo 1,558 vs 1,224), while GLM-5.3 leads in SWE-bench software engineering benchmarks (76.4%), while GLM-5.3 is more budget-friendly at $1.8/1M per 1M output tokens, while Claude 3.5 Haiku provides faster response streaming (140 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: GLM-5.3 holds the advantage over Claude 3.5 Haiku in overall benchmark performance and human evaluation rankings. Choose GLM-5.3 for demanding workloads, or review the breakdown below to compare coding and pricing metrics.
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Verified Head-to-Head Advantage Breakdown

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

Claude 3.5 Haiku (2)GLM-5.3 (6)
Claude 3.5 Haiku
2 of 8 Wins
✓Time to first token✓Output speed
GLM-5.3
6 of 8 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Input price✓Output price
Anthropic
Leads 2 of 8 metrics
Claude 3.5 Haiku

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

Elo 1,224$4/1M out
Zhipu
Leads 6 of 8 metrics
GLM-5.3

Z.ai Aug 14 2026 post-train of the GLM-5.2 744B base. Coding-plan live; open weights promised after a two-week safety review (z.ai/blog/glm-5.3).

Elo 1,558$1.8/1M out
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 LeaderGLM-5.3 Wins

GLM-5.3

Δ 334 Arena Elo pts

Throughput LeaderClaude 3.5 Haiku Wins

Claude 3.5 Haiku

140 tok/s

Value per Dollar LeaderGLM-5.3 Wins

GLM-5.3

$1.8 / 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 3.5 Haiku (2)vsGLM-5.3 (7)
Claude 3.5 Haiku: 2W (22%)Overall: GLM-5.3GLM-5.3: 7W (78%)
← Claude 3.5 Haiku1 tiesGLM-5.3 →
🏆GLM-5.3(5/5)

Intelligence & Reasoning

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

Benchmark
Claude 3.5 HaikuvsGLM-5.3
Preference Elo
1,224vs1,558+334
Coding Elo
—vs1,586
SWE-bench
36.2%vs76.4%+40.2%
LiveBench
44.8%vs70.8%+26%
GPQA Diamond
54.1%vs83.2%+29.1%
Claude 3.5 Haiku: 0WGLM-5.3: 5W
🏆Claude 3.5 Haiku(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude 3.5 HaikuvsGLM-5.3
Output speed
140 tok/svs90 tok/s+50 tok/s
Time to first token
110 msvs255 ms+145 ms
Claude 3.5 Haiku: 2WGLM-5.3: 0W
🏆GLM-5.3(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude 3.5 HaikuvsGLM-5.3
Output price
$4/1Mvs$1.8/1M+$2.2/1M
Input price
$0.8/1Mvs$0.5/1M+$0.3/1M
Context window
200kvs200k
Claude 3.5 Haiku: 0WGLM-5.3: 2W

Side-by-Side Benchmark Matrix

Preference Elo+334
Claude 3.5 Haiku1,224
seed-bootstrap · Aug 1, 2026
GLM-5.31,558
seed-bootstrap · Aug 16, 2026
Coding Elo
Claude 3.5 Haiku—
GLM-5.31,586
seed-bootstrap · Aug 16, 2026
LiveBench+26%
Claude 3.5 Haiku44.8%
seed-bootstrap · Aug 1, 2026
GLM-5.370.8%
seed-bootstrap · Aug 16, 2026
SWE-bench+40.2%
Claude 3.5 Haiku36.2%
seed-bootstrap · Aug 1, 2026
GLM-5.376.4%
seed-bootstrap · Aug 16, 2026
GPQA Diamond+29.1%
Claude 3.5 Haiku54.1%
seed-bootstrap · Aug 1, 2026
GLM-5.383.2%
seed-bootstrap · Aug 16, 2026
Time to first token+145 ms
Claude 3.5 Haiku110 ms
seed-bootstrap · Aug 1, 2026
GLM-5.3255 ms
seed-bootstrap · Aug 16, 2026
Output speed+50 tok/s
Claude 3.5 Haiku140 tok/s
seed-bootstrap · Aug 1, 2026
GLM-5.390 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$0.3/1M
Claude 3.5 Haiku$0.8/1M
seed-bootstrap · Aug 1, 2026
GLM-5.3$0.5/1M
seed-bootstrap · Aug 16, 2026
Output price+$2.2/1M
Claude 3.5 Haiku$4/1M
seed-bootstrap · Aug 1, 2026
GLM-5.3$1.8/1M
seed-bootstrap · Aug 16, 2026
Context window
Claude 3.5 Haiku200k
seed-bootstrap · Aug 1, 2026
GLM-5.3200k
seed-bootstrap · Aug 16, 2026
BenchmarkClaude 3.5 HaikuGLM-5.3Advantage Delta
Preference Elo
1,224
seed-bootstrap · Aug 1, 2026
1,558
seed-bootstrap · Aug 16, 2026
+334
Coding Elo—
1,586
seed-bootstrap · Aug 16, 2026
—
LiveBench
44.8%
seed-bootstrap · Aug 1, 2026
70.8%
seed-bootstrap · Aug 16, 2026
+26%
SWE-bench
36.2%
seed-bootstrap · Aug 1, 2026
76.4%
seed-bootstrap · Aug 16, 2026
+40.2%
GPQA Diamond
54.1%
seed-bootstrap · Aug 1, 2026
83.2%
seed-bootstrap · Aug 16, 2026
+29.1%
Time to first token
110 ms
seed-bootstrap · Aug 1, 2026
255 ms
seed-bootstrap · Aug 16, 2026
+145 ms
Output speed
140 tok/s
seed-bootstrap · Aug 1, 2026
90 tok/s
seed-bootstrap · Aug 16, 2026
+50 tok/s
Input price
$0.8/1M
seed-bootstrap · Aug 1, 2026
$0.5/1M
seed-bootstrap · Aug 16, 2026
+$0.3/1M
Output price
$4/1M
seed-bootstrap · Aug 1, 2026
$1.8/1M
seed-bootstrap · Aug 16, 2026
+$2.2/1M
Context window
200k
seed-bootstrap · Aug 1, 2026
200k
seed-bootstrap · Aug 16, 2026
—
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 49% with GLM-5.3
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
GLM-5.3$44.50 / mo
In: $17.5Out: $27
Estimated Cost Delta

GLM-5.3 is estimated to save $43.50/month ($522/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    GLM-5.3:Pick GLM-5.3 when repo-level coding accuracy is the constraint.
  • 2
    Claude 3.5 Haiku:Pick Claude 3.5 Haiku when time-to-first-token matters more than peak Elo.
  • 3
    GLM-5.3:Pick GLM-5.3 as the default general assistant.

Recommended Workload Routing

Repo / coding agentsGLM-5.3

Higher SWE-bench (76.4%).

High-volume chatGLM-5.3

Lower output list price ($1.8/1M).

Voice / low-latency UIClaude 3.5 Haiku

Lower TTFT (110 ms).

Long-document RAGClaude 3.5 Haiku

Larger window (200k).

Screenshots / visionGLM-5.3

Both accept images. Defaulting to the higher-Elo side (GLM-5.3).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGLM-5.3Higher SWE-bench (76.4%).
High-volume chatGLM-5.3Lower output list price ($1.8/1M).
Voice / low-latency UIClaude 3.5 HaikuLower TTFT (110 ms).
Long-document RAGClaude 3.5 HaikuLarger window (200k).
Screenshots / visionGLM-5.3Both accept images. Defaulting to the higher-Elo side (GLM-5.3).

Related Editorial Dispatches & Benchmark Notes

View all news
launchAug 14, 2026

GLM-5.3 (Aug 14): Z.ai post-train of the 5.2 744B base

Coding-plan live; open weights promised after a two-week safety review. Newest Zhipu row.

launchJun 18, 2026

GLM-5.2 remains the prior Zhipu flagship for upgrade pairs

Strong Chinese/English coding. 5.3 is the new row; 5.2 stays so the delta is visible.

Community Sentiment

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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
Zhipu

GLM-5.3

Elo 1,558
SWE-bench76.4%
Speed (tok/s)90 tok/s
Input / 1M Tokens$0.5/1M
Output / 1M Tokens$1.8/1M

Frequently Asked Questions

Which is better overall, Claude 3.5 Haiku or GLM-5.3?
GLM-5.3 has the higher preference Elo in our latest snapshot (1,558). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Claude 3.5 Haiku or GLM-5.3?
GLM-5.3 leads SWE-bench at 76.4% vs 36.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
GLM-5.3 output tokens are $1.8/1M versus $4/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude 3.5 Haiku or GLM-5.3?
Claude 3.5 Haiku has the lower time-to-first-token (110 ms vs 255 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Claude 3.5 Haiku accepts 200k 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 GLM-5.3 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • launch · Aug 14, 2026

    GLM-5.3 (Aug 14): Z.ai post-train of the 5.2 744B base

  • launch · Jun 18, 2026

    GLM-5.2 remains the prior Zhipu flagship for upgrade pairs

Similar Head-to-Head Comparisons

All Claude 3.5 Haiku matchups →|All GLM-5.3 matchups →
Claude 3.5 Haiku vs Claude Haiku 4.5 (next haiku)GLM-5.3 vs GLM-5V Turbo (previous glm)Claude Opus 4.5 vs GLM-5.3Claude Opus 4.6 vs GLM-5.3Claude Sonnet 4.5 vs GLM-5.3Claude Opus 5 vs GLM-5.3