AI model comparison

Claude Haiku 5.5 vs GLM 5.3 Flash

Pricing, context window, benchmarks, and features compared side by side. Or skip the guesswork and send one prompt to both.

Claude Haiku 5.5 is Anthropic's small, fast model for high-volume, cost-sensitive work such as summarization, subagents, and browser use.

Input / 1M
$0.10
Output / 1M
$0.50
Context
1M

GLM-5.3-Flash is a native multimodal model from Z.ai. It is suited for efficient coding and long-horizon agent tasks.

Input / 1M
$0.15
Output / 1M
$0.50
Context
1.05M

At a glance

Quick verdict

How the two models stack up on the things people ask about most.

Lower price

anthropic logo

Claude Haiku 5.5

1.2x cheaper for a typical chat

Higher intelligence score

anthropic logo

Claude Haiku 5.5

43.4 vs 41.8 on Artificial Analysis

Larger context window

z-ai logo

GLM 5.3 Flash

1.05M vs 1M tokens

Newer release

anthropic logo

Claude Haiku 5.5

Released October 7, 2026

Benchmarks

Benchmark scores

Independent scores from Artificial Analysis. Higher is better.

Intelligence index

anthropic logoClaude Haiku 5.543.4
z-ai logoGLM 5.3 Flash41.8

Coding index

anthropic logoClaude Haiku 5.5Not available
z-ai logoGLM 5.3 Flash71.5

Agentic index

anthropic logoClaude Haiku 5.5Not available
z-ai logoGLM 5.3 Flash50.9

Pricing

Claude Haiku 5.5 vs GLM 5.3 Flash API pricing

Per-token API rates. Cheaper option highlighted.

Metricanthropic logoClaude Haiku 5.5z-ai logoGLM 5.3 Flash
Input tokensPer 1M tokens$0.10$0.15
Output tokensPer 1M tokens$0.50$0.50
Cached input (read)Per 1M tokens$0.01$0.03
Cache writePer 1M tokens$0.13Not available
Long-context pricingPer 1M tokens, for very long prompts$0.50 in / $2.50 out above 100KSame rate at any length
Web searchPer request$0.01Not available

What it costs in practice

Estimated cost per 1,000 requests at standard rates. Coding and long-document figures also show the cost when the input is already cached.

Chat message

2K in, 500 out

anthropic logoClaude Haiku 5.5$0.45
z-ai logoGLM 5.3 Flash$0.55

Coding task

30K in, 4K out

anthropic logoClaude Haiku 5.5$5$2.30 cached
z-ai logoGLM 5.3 Flash$6.50$2.90 cached

Long document summary

150K in, 2K out

anthropic logoClaude Haiku 5.5$16$2.50 cached
z-ai logoGLM 5.3 Flash$23.50$5.50 cached

Specs

Context window and capabilities

How much each model can read, how much it can write, and what it accepts as input.

Metricanthropic logoClaude Haiku 5.5z-ai logoGLM 5.3 Flash
Context window1M tokens1.05M tokens
Max output128K tokens944K tokens
Input typesFile, Image, TextImage, Text, Video
Output typesTextText
Reasoning effort levelsMax, Extra high, High, Medium, LowMax, High, Low
Default reasoning effortMediumMax
Release dateOctober 7, 2026August 26, 2026

Features

Supported features

API features available for each model.

Metricanthropic logoClaude Haiku 5.5z-ai logoGLM 5.3 Flash
Tool callingSupportedSupported
Structured outputsSupportedSupported
JSON modeSupportedSupported
ReasoningSupportedSupported
TemperatureNot supportedSupported
Stop sequencesSupportedSupported
Deterministic seedNot supportedSupported
Verbosity controlSupportedNot supported

Our take

Claude Haiku 5.5 is 1.2x cheaper for a typical chat. Claude Haiku 5.5 scores higher on the Artificial Analysis Intelligence Index (43.4 vs 41.8). GLM 5.3 Flash has the larger context window (1.05M vs 1M tokens). The right pick depends on your workload, so the quickest way to settle it is to send the same prompt to both and compare.

FAQ

Frequently asked questions

Is Claude Haiku 5.5 or GLM 5.3 Flash cheaper?

Claude Haiku 5.5 is cheaper for a typical chat (2K input tokens and 500 output tokens). Claude Haiku 5.5 costs $0.10 per 1M input tokens and $0.50 per 1M output tokens, while GLM 5.3 Flash costs $0.15 per 1M input tokens and $0.50 per 1M output tokens.

Which has a bigger context window, Claude Haiku 5.5 or GLM 5.3 Flash?

GLM 5.3 Flash supports up to 1.05M tokens of context, compared with 1M for Claude Haiku 5.5.

Is Claude Haiku 5.5 smarter than GLM 5.3 Flash?

On the Artificial Analysis Intelligence Index, Claude Haiku 5.5 scores 43.4 and GLM 5.3 Flash scores 41.8, putting Claude Haiku 5.5 ahead. Benchmarks don't capture everything, so the best test is running your own prompts through both.

Can I use Claude Haiku 5.5 and GLM 5.3 Flash at the same time?

Yes. Shortcut Chat sends one prompt to multiple models at once, so you can see Claude Haiku 5.5 and GLM 5.3 Flash answer side by side and keep the better response.

anthropic logoz-ai logo

Why choose? Ask both.

Send one prompt to Claude Haiku 5.5 and GLM 5.3 Flash at the same time. Compare the answers side by side and keep the best one.