Comparison · Z.ai

GLM 5.3 vs GLM 5.3 Prime

Listed API prices of GLM 5.3 and GLM 5.3 Prime turned into the cost of the same three standard tasks. Output quality, speed and answer length are not compared.

Calculated impact cost per task and per month

For an L2 task (deep analysis over a 50,000-token document, 3 steps), GLM 5.3 costs $0.236 and GLM 5.3 Prime $0.472 at the prices listed in the United States on , so GLM 5.3 is 50.0 % less than GLM 5.3 Prime, counting visible output only, without cache discounts or hidden reasoning.

Head to head: GLM 5.3: $0.236; GLM 5.3 Prime: $0.472 Calculated from published rates Input and visible output are priced separately for the same task. 159,000 input + 3,000 visible output tokens per task. No cache discount; hidden reasoning excluded.
Head to head.Calculated from published rates Input and visible output are priced separately for the same task. 159,000 input + 3,000 visible output tokens per task. No cache discount; hidden reasoning excluded. Open image · Explore the chart · Measured Lab · CC BY 4.0
TaskGLM 5.3, per taskGLM 5.3 Prime, per taskGLM 5.3, per monthGLM 5.3 Prime, per monthGLM 5.3 vs GLM 5.3 Prime, per task
L1Micro-task (classification or strict JSON extraction)$0.0030per L1 task$0.0060per L1 task$43.51per month$87.02per month−50.0 %
L2Deep analysis over a 50,000-token document$0.236per L2 task$0.472per L2 task$3,442.68per month$6,885.36per month−50.0 %
L3Agentic coding loop, 15 steps$1.88per L3 task$3.76per L3 task$27,466.98per month$54,933.96per month−50.0 %

Calculated Per month: 20 tasks an hour around the clock, 730 hours.

Prices USD per 1M tokens

PriceGLM 5.3GLM 5.3 Prime
Input, per 1M tokens$1.40$2.80
Output, per 1M tokens$4.40$8.80
Price fromProvider's price list · source page PublishedOpenRouter · source page (data) Published
Read · the United States · the United States
Context window1,048,576 tokens1,000,000 tokens

What can I use it for? six common tasks, our data checks

Quality on your task: not measured by Measured Lab yet.

TaskGLM 5.3GLM 5.3 Prime
Answer customer messagesFits on price and context—
Pull data from invoices and documents with strict JSON and page imagesNot confirmed: reads text only, per the OpenRouter listing—
Summarize documents and meetingsFits on price and context—
Translate contentFits on price and context—
Chat assistant on your websiteFits on price and context—
Write and review code with tool callsFits on price and context—
Tasks it fits5 of 6—

Checks of our data for six common tasks: a published price, a context window and answer length for the task and, where the task needs them, strict JSON output, page images and tool calls; prices, cost a month and terms for each model on its model card. GLM 5.3 Prime is not in the model picker. Compare models for your own task in the model picker.

Price changes in the last 30 days

  • The listed price of GLM 5.3 changed on on OpenRouter: output $4.80 → $1.40 per 1M tokens. Briefing
  • The listed price of GLM 5.3 changed on on OpenRouter: input $0.08 → $0.07 per 1M tokens. Briefing

All model comparisons · How we check prices

Explore the numbers

Calculated from published rates

The same work. Two bills.

Input and visible output are priced separately for the same task.

$0.236L2 task differenceGLM 5.3 Prime more
$3,442.68L2 monthly differenceAssumption: 20 tasks/hour × 730 hours
GLM 5.3$0.236GLM 5.3 Prime$0.472$0.00$0.20$0.40$0.60GLM 5.3$0.236GLM 5.3 Prime$0.472$0.00$0.20$0.40$0.60
Fresh inputVisible output

159,000 input + 3,000 visible output tokens per task. No cache discount; hidden reasoning excluded.

GLM 5.3 Prime costs $0.236 more per task.

GLM 5.3$0.0030GLM 5.3 Prime$0.0060$0.00$0.002$0.004$0.006GLM 5.3$0.0030GLM 5.3 Prime$0.0060$0.00$0.002$0.004$0.006
Fresh inputVisible output

1,500 input + 200 visible output tokens per task. No cache discount; hidden reasoning excluded.

GLM 5.3 Prime costs $0.0030 more per task.

GLM 5.3$1.88GLM 5.3 Prime$3.76$0$1$2$3$4GLM 5.3$1.88GLM 5.3 Prime$3.76$0$1$2$3$4
Fresh inputVisible output

1,315,500 input + 9,000 visible output tokens per task. No cache discount; hidden reasoning excluded.

GLM 5.3 Prime costs $1.88 more per task.

GLM 5.3$3,442.68GLM 5.3 Prime$6,885.36$0$2,000$4,000$6,000$8,000GLM 5.3$3,442.68GLM 5.3 Prime$6,885.36$0$2,000$4,000$6,000$8,000
Fresh inputVisible output

Assumption: 20 tasks/hour × 730 hours = 14,600 tasks/month.

Observed · United States

Wait and streaming speed

The same short request. Each route must have successful answers on at least two dates.

GLM 5.3

Direct API · Z.ai · 114 answers on 23 dates.

First answer token 1.93 s
Observed range · dot = median0.02.04.06.08.0secondsObserved range · dot = median0.02.04.06.08.0seconds

GLM 5.3 · 1.93 s median; observed range 849 ms–7.37 s.

Output speed 70.7 tokens/s
Observed range · dot = median0200400600800tokens/sObserved range · dot = median0200400600800tokens/s

GLM 5.3 · 70.7 tokens/s median; observed range 26.8 tokens/s–471 tokens/s.

Observed · independent medians

More output than the answer shows.

Visible answer70Hidden reasoning0020406080Visible answer70Hidden reasoning0020406080

Calculated median cost per request: $0.000822.

Visible outputHidden reasoning

Visible output and hidden reasoning are independent medians and are not added together. Request cost is the median of individually priced requests. Hidden reasoning is billed at the output rate.

Published context window: 1,048,576 tokens.

GLM 5.3 Prime

Collecting

No route for this model has passed the publication threshold.

Published context window: 1,000,000 tokens.

Unknown

No comparable published API documentation for this pair.

Sources: this page; published model prices (data (JSON)); task assumptions (data (JSON)). Published prices · Observed responses · Calculated scenarios · Assumptions stated with each chart.