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Published 2026-09-02 · · Author:BazaarLink · GLM-5.3-Flash · GLM-5.3 · Z.ai · Zhipu · Artificial Analysis · TWD conversion · Taiwan unified invoice · Taiwan expense reporting

GLM-5.3-Flash API TWD Cost Estimate 2026: Multimodal

GLM-5.3-Flash (Z.ai) accepts text, image and video input at the lowest price of three compared models. Covers USD/NT$ pricing, trade-offs vs GLM-5.3.

Query date: 2026-09-20 (Taipei time). Evaluation data comes from the Artificial Analysis API v2 /api/v2/data/llms/models. Pricing follows the USD unit prices shown on the BazaarLink models page, and the exchange rate is 1 USD = NT$ 31.5.

GLM-5.3-Flash is the lightweight version of Zhipu (Z.ai)'s GLM-5.3 series. It accepts text, image and video input, with a context window of over 1 million tokens, focusing on long context and multimodal capability at a high cost-performance ratio. The flagship GLM-5.3 (text only), listed the same day, has a higher Intelligence Index. BazaarLink has both models listed, and you can call them with glm-5.3-flash and glm-5.3.

Bottom line up front: GLM-5.3-Flash is the cheapest of the three models in this article. Its input price is only one-thirteenth of Qwen3.8-Max, but its Intelligence Index is correspondingly lower (41.8). The flagship GLM-5.3 scores 44.8 on the Intelligence Index, above Kimi K3's 43.6; GLM-5.3 supports text only.

Want to call the GLM-5.3 series with TWD billing and unified invoices for your company? BazaarLink offers OpenAI-compatible routing at the same model unit prices, plus a 10% top-up service fee, which addresses the expense-reporting pain points for Taiwan companies. See the Complete Guide to Expense-Reporting AI API Costs for Taiwan Companies.

Third-Party Evaluation: Artificial Analysis Intelligence Index

(Data from the Artificial Analysis API v2 /api/v2/data/llms/models, query date 2026-09-20)

ModelIntelligence IndexCoding IndexOutput Speed (tok/s)TTFT (seconds)Multimodal Support
GLM-5.3 (Max, flagship)44.874.877.3892.654No (text only)
Kimi K3 (Max, comparison)43.676.240.3852.869Yes (images)
GLM-5.3-Flash41.871.592.1482.477Yes (images, video)

GLM-5.3-Flash scores (41.8) below the flagship GLM-5.3 (44.8) and Kimi K3 (43.6), but in exchange it adds multimodal support (image and video input) and a significantly lower price. This is a typical flagship-versus-lightweight trade-off: choose GLM-5.3 for the highest text-only score, and choose the Flash version for multimodal capability at low cost.

Price Comparison (USD ↔ NT$)

ModelInput USD/MTokOutput USD/MTokNT$ InputNT$ Outputvs Qwen3.8-Max
GLM-5.3-Flash$0.15$0.50NT$ 4.7NT$ 15.80.075×
GLM-5.3-FlashX$0.37$1.25NT$ 11.7NT$ 39.40.185×
GLM-5.3 (flagship)$1.40$4.40NT$ 44.1NT$ 138.60.7×
Qwen3.8-Max (comparison)$2.00$6.00NT$ 63NT$ 1891.0× (baseline)

GLM-5.3-Flash cache reads cost $0.03/MTok (NT$ 0.95); GLM-5.3-FlashX cache reads cost $0.075/MTok (NT$ 2.4); GLM-5.3 cache reads cost $0.26/MTok (NT$ 8.2). The prices in this table match the BazaarLink models page, with no model markup. For the latest prices, see BazaarLink Models.

Scenario Estimate: High-Volume Multimodal Content Processing (NT$/month)

Assumptions: 2,000 image/video content analyses per day (community moderation, e-commerce product categorization), each with 4,000 input tokens (including multimodal content) and 300 output tokens.

  • Monthly tasks: 2,000 × 30 = 60,000 calls
  • Monthly input tokens: 60,000 × 4,000 = 240,000,000 (240 MTok)
  • Monthly output tokens: 60,000 × 300 = 18,000,000 (18 MTok)

Cost (GLM-5.3-Flash):

  • Input: 240 × NT$ 4.7 = NT$ 1,128
  • Output: 18 × NT$ 15.8 = NT$ 284
  • Total: NT$ 1,412/month (≈ USD 45)

→ At the same volume using Qwen3.8-Max (text-only comparison, ignoring multimodal needs): NT$ 18,660/month (more than 13 times as expensive). For high-volume, simple, multimodal classification tasks, the price advantage of a lightweight model like GLM-5.3-Flash is very clear. There is no need to use a flagship model for this type of work.

Specs

GLM-5.3-FlashGLM-5.3 (flagship)
Context length1,310,720 tokens1,310,720 tokens
Input modalitiesText, image, videoText
OutputTextText
Model IDglm-5.3-flash (alias z-ai/glm-5.3-flash)glm-5.3 (alias z-ai/glm-5.3)

⚠️ The context length listed in the launch announcement was 1,048,576 tokens. The BazaarLink catalog now shows 1,310,720 tokens (per the live catalog as of this article's query date, 2026-09-20).

How to Call It

curl https://bazaarlink.ai/api/v1/chat/completions \
  -H "Authorization: Bearer sk-bl-YOUR_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "glm-5.3-flash",
    "messages": [{"role": "user", "content": "Hello"}]
  }'

To use the flagship, change model to glm-5.3. It is OpenAI SDK compatible, so no other code changes are needed.

Which One to Choose

Choose GLM-5.3-Flash when:

  • You need image or video input
  • Tasks are high-volume, simple, and tolerant of errors (classification, summarization, moderation)
  • Cost is the main concern

Choose GLM-5.3 (flagship) when:

  • You need text-only reasoning or coding tasks with the highest accuracy
  • Your Intelligence Index requirement exceeds what the Flash version offers, but your budget is lower than Kimi K3 / Fable 5.1

Neither:

  • You need both visual understanding and a high Intelligence Index. Currently this combination is only found in Kimi K3 (images, 43.6) or in more expensive models

Sources and Query Log

The 60 / 57 / 60 recorded in the 9/02 version log differs greatly from this time's 44.8 / 41.8 / 43.6. One reason is that Artificial Analysis continuously updated the composition and weighting of the Intelligence Index during September 2026 (v4.2 → v4.3 → v4.3.1 → v4.3.2): v4.2 removed GPQA Diamond from the index and added AA-Briefcase and GDP.pdf; v4.3 replaced 𝜏³-Banking with AutomationBench-AA and 2.1 with Terminal-Bench 4.0; v4.3.1 updated the pairwise judging panel; v4.3.2 adjusted the fitting method for GDPval-AA v2.1 and AA-Briefcase. Since we did not record which version was used for the 9/02 query, we cannot map those scores to a specific version. Scores across versions cannot be compared directly, and this does not necessarily mean the model itself has regressed. See the Version History in the Artificial Analysis Intelligence Benchmarking methodology (query date 2026-09-20).

See API discounts and usage rebates

Explore current model discounts and learn how usage rebates add credit to your balance.

View discounts and usage rebates

FAQ

What is the model ID for GLM-5.3-Flash?

The model ID is glm-5.3-flash, with the compatibility alias z-ai/glm-5.3-flash. The flagship is glm-5.3 (alias z-ai/glm-5.3). When calling through BazaarLink, set the model parameter to the corresponding ID; it is OpenAI SDK compatible.

How should I choose between GLM-5.3-Flash and the flagship GLM-5.3?

Choose the Flash version when you need image or video input or when cost is the main concern. Choose the flagship for text-only work where the highest accuracy matters (Intelligence Index 44.8, 3 points above the Flash version's 41.8, but text input only).

What input formats does GLM-5.3-Flash support?

Text, image and video input, with text output. Context length is 1,310,720 tokens (the launch announcement listed 1,048,576 tokens; the catalog has since been updated).

Why is GLM-5.3-Flash so cheap?

The Flash version is a lightweight model that trades a lower Intelligence Index score (41.8 vs 44.8 for the flagship) for lower compute cost. It suits high-volume, simple tasks where tolerance for error is higher, and is not suited to complex reasoning that requires the highest correctness.

Are the GLM-5.3 series unit prices on BazaarLink the same as the official prices?

Yes. BazaarLink does not mark up model unit prices (priceMultiplier = 1.0). The difference is in billing: BazaarLink uses a prepaid USD balance, can issue Taiwan unified invoices, and charges a 10% service fee on top-ups.

Can the GLM-5.3 series issue Taiwan unified invoices with a company tax ID for expense reporting?

Not from the official vendor. According to the Ministry of Finance list of overseas e-commerce registrants (checked 2026-09-02), Zhipu / Z.ai is not yet registered in Taiwan, international platforms have no tax ID field, and Chinese platforms issue mainland invoices. When you call GLM-5.3 / GLM-5.3-Flash through BazaarLink, a Taiwan company issues the unified invoice, which can carry a tax ID for direct expense reporting. See [How to use the GLM API in Taiwan and whether you can get a unified invoice](/blog/glm-api-taiwan-invoice).

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