Comparison · DeepSeek and Z.ai

DeepSeek V4 Flash Vision Exp vs GLM 5.3 FlashX

Listed API prices of DeepSeek V4 Flash Vision Exp and GLM 5.3 FlashX turned into the cost of the same three standard tasks and what each provider’s API documentation says about features that break on a switch. 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), DeepSeek V4 Flash Vision Exp costs $0.074 and GLM 5.3 FlashX $0.063 at the prices listed in the United States on , so DeepSeek V4 Flash Vision Exp is 18.1 % more than GLM 5.3 FlashX, counting visible output only, without cache discounts or hidden reasoning.

Head to head: DeepSeek V4 Flash Vision Exp: $0.074; GLM 5.3 FlashX: $0.063 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
TaskDeepSeek V4 Flash Vision Exp, per taskGLM 5.3 FlashX, per taskDeepSeek V4 Flash Vision Exp, per monthGLM 5.3 FlashX, per monthDeepSeek V4 Flash Vision Exp vs GLM 5.3 FlashX, per task
L1Micro-task (classification or strict JSON extraction)$0.0009per L1 task$0.0008per L1 task$13.49per month$11.75per month+14.8 %
L2Deep analysis over a 50,000-token document$0.074per L2 task$0.063per L2 task$1,079.23per month$913.67per month+18.1 %
L3Agentic coding loop, 15 steps$0.591per L3 task$0.498per L3 task$8,624.22per month$7,270.58per month+18.6 %

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

Prices USD per 1M tokens

PriceDeepSeek V4 Flash Vision ExpGLM 5.3 FlashX
Input, per 1M tokens$0.440$0.370
Output, per 1M tokens$1.32$1.25
Price fromOpenRouter · source page (data) PublishedOpenRouter · source page (data) Published
Read · the United States · the United States
Context window1,048,576 tokens1,048,576 tokens

What breaks when you switch Published provider documentation

Moving from DeepSeek to Z.ai: every feature that DeepSeek’s documentation lists as supported is also listed as supported by Z.ai.

Moving from Z.ai to DeepSeek: every feature that Z.ai’s documentation lists as supported is also listed as supported by DeepSeek.

Feature of the APIDeepSeekZ.ai
Strict JSON schemasPartlyPartly
Parallel tool callsNot statedNot stated
Streamed tool argumentsNot statedPartly
Reasoning with toolsYesYes
Cache covers tool definitionsNot statedNot stated

What each provider’s own API documentation says, read ; “not stated” is not the same as “no”. Quotes and sources: what breaks when you switch AI APIs.

Price changes in the last 30 days

  • The listed price of DeepSeek V4 Flash Vision Exp changed on on OpenRouter: input $0.22 → $0.44, output $0.65 → $1.32 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.

$0.011L2 task differenceGLM 5.3 FlashX less
$165.56L2 monthly differenceAssumption: 20 tasks/hour × 730 hours
DeepSeek V4 Flash Vision Exp$0.074GLM 5.3 FlashX$0.063$0.00$0.02$0.04$0.06$0.08DeepSeek V4 Flash Vis…$0.074GLM 5.3 FlashX$0.063$0.00$0.02$0.04$0.06$0.08
Fresh inputVisible output

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

GLM 5.3 FlashX costs $0.011 less per task.

DeepSeek V4 Flash Vision Exp$0.0009GLM 5.3 FlashX$0.0008$0.00$0.0005$0.001DeepSeek V4 Flash Vis…$0.0009GLM 5.3 FlashX$0.0008$0.00$0.0005$0.001
Fresh inputVisible output

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

GLM 5.3 FlashX costs $0.0001 less per task.

DeepSeek V4 Flash Vision Exp$0.591GLM 5.3 FlashX$0.498$0.00$0.20$0.40$0.60DeepSeek V4 Flash Vis…$0.591GLM 5.3 FlashX$0.498$0.00$0.20$0.40$0.60
Fresh inputVisible output

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

GLM 5.3 FlashX costs $0.093 less per task.

DeepSeek V4 Flash Vision Exp$1,079.23GLM 5.3 FlashX$913.67$0$500$1,000$1,500DeepSeek V4 Flash Vis…$1,079.23GLM 5.3 FlashX$913.67$0$500$1,000$1,500
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.

DeepSeek V4 Flash Vision Exp

Collecting

No route for this model has passed the publication threshold.

Published context window: 1,048,576 tokens.

GLM 5.3 FlashX

Collecting

No route for this model has passed the publication threshold.

Published context window: 1,048,576 tokens.

Published · provider documentation

What changes when you switch

A matching feature list does not measure migration quality. “Not stated” is not the same as “No”.

Feature of the APIDeepSeekZ.ai
Strict JSON schemasPartlyPartly
Parallel tool callsNot statedNot stated
Streamed tool argumentsNot statedPartly
Reasoning with toolsYesYes
Cache covers tool definitionsNot statedNot stated

DeepSeek → Z.ai: The documented supported features carry over.

Z.ai → DeepSeek: The documented supported features carry over.

Read the dated documentation and feature details.

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