GLM 5.3

Z.AI · Active · available in 31 of 31 regions

Tool usePrompt cachingStreaming VisionBatch inferenceEmbeddingsFine-tuning
Context window
1M
1,000,000 tokens
Max output
128K
Input / 1M
$1.68
us-east-1
Output / 1M
$5.28

What GLM 5.3 is good for

editorial

GLM 5.3 offers a 1M-token context window with tool use and prompt caching, at the premium end of this provider’s range at $1.68 per 1M input tokens. Callable in 31 of 31 regions.

Suits

  • Very long inputs. A 1M-token window holds an entire codebase or a day of transcripts in one call, so you can skip chunking.
  • Repeated prompts. Supports prompt caching, so a re-sent prefix costs about 5× less than fresh input. On agentic loops that resend a long system prompt every step, this moves the bill more than the headline price does.
  • Tool use. Can call functions, so it can drive retrieval, look things up, and take actions rather than only answering.

Think twice if

  • Documents with layout. Text only. Scanned PDFs, screenshots and charts need a vision model or an OCR step first.
  • High volume. At $1.68 per 1M input tokens it sits at the expensive end of the Z.AI range. Worth it for hard tasks, wasteful for bulk extraction.
  • Invocation. Reachable only through a cross-region inference profile — calling the bare model ID returns a validation error. Use an ID such as global.zai.glm-5.3.

This section is judgement, not data from AWS. It is composed from the capabilities, context window, price position and region coverage shown elsewhere on this page — so it stays in step with the daily snapshot rather than going stale.

Model & inference profile IDs

Base model ID — direct on-demand invoke

Cross-region inference profiles (2)

Regions marked Inference profile only require a profile ID rather than the base model ID — invoking the base ID there returns a validation error. Regional (us., eu.) profiles carry a 10% premium over global.

Pricing by region

USD per 1M tokens
Region Input Output Cache read Cache write Batch in Batch out Source
us-east-1 US East (N. Virginia) $1.68 $5.28 $0.312 $2.10 — — curated
us-east-2 US East (Ohio) $1.68 $5.28 $0.312 $2.10 — — curated
us-west-1 US West (N. California) $1.68 $5.28 $0.312 $2.10 — — curated
us-west-2 US West (Oregon) $1.68 $5.28 $0.312 $2.10 — — curated
ca-central-1 Canada (Central) $1.68 $5.28 $0.312 $2.10 — — curated
ca-west-1 Canada West (Calgary) $1.68 $5.28 $0.312 $2.10 — — curated
mx-central-1 Mexico (Central) $1.68 $5.28 $0.312 $2.10 — — curated
eu-west-1 EU (Ireland) $1.68 $5.28 $0.312 $2.10 — — curated
eu-west-2 EU (London) $1.68 $5.28 $0.312 $2.10 — — curated
eu-west-3 EU (Paris) $1.68 $5.28 $0.312 $2.10 — — curated
eu-central-1 EU (Frankfurt) $1.68 $5.28 $0.312 $2.10 — — curated
eu-central-2 Europe (Zurich) $1.68 $5.28 $0.312 $2.10 — — curated
eu-north-1 EU (Stockholm) $1.68 $5.28 $0.312 $2.10 — — curated
eu-south-1 EU (Milan) $1.68 $5.28 $0.312 $2.10 — — curated
eu-south-2 Europe (Spain) $1.68 $5.28 $0.312 $2.10 — — curated
ap-east-2 Asia Pacific (Taipei) $1.68 $5.28 $0.312 $2.10 — — curated
ap-northeast-1 Asia Pacific (Tokyo) $1.68 $5.28 $0.312 $2.10 — — curated
ap-northeast-2 Asia Pacific (Seoul) $1.68 $5.28 $0.312 $2.10 — — curated
ap-northeast-3 Asia Pacific (Osaka) $1.68 $5.28 $0.312 $2.10 — — curated
ap-south-1 Asia Pacific (Mumbai) $1.68 $5.28 $0.312 $2.10 — — curated
ap-south-2 Asia Pacific (Hyderabad) $1.68 $5.28 $0.312 $2.10 — — curated
ap-southeast-1 Asia Pacific (Singapore) $1.68 $5.28 $0.312 $2.10 — — curated
ap-southeast-2 Asia Pacific (Sydney) $1.68 $5.28 $0.312 $2.10 — — curated
ap-southeast-3 Asia Pacific (Jakarta) $1.68 $5.28 $0.312 $2.10 — — curated
ap-southeast-4 Asia Pacific (Melbourne) $1.68 $5.28 $0.312 $2.10 — — curated
ap-southeast-5 Asia Pacific (Malaysia) $1.68 $5.28 $0.312 $2.10 — — curated
ap-southeast-6 Asia Pacific (New Zealand) $1.68 $5.28 $0.312 $2.10 — — curated
ap-southeast-7 Asia Pacific (Thailand) $1.68 $5.28 $0.312 $2.10 — — curated
il-central-1 Israel (Tel Aviv) $1.68 $5.28 $0.312 $2.10 — — curated
af-south-1 Africa (Cape Town) $1.68 $5.28 $0.312 $2.10 — — curated
sa-east-1 South America (Sao Paulo) $1.68 $5.28 $0.312 $2.10 — — curated

Curated pricing. The AWS Price List API publishes no SKU for this model, so these figures are hand-maintained from AWS's public pricing page and verified on Oct 24, 2026. They are not machine-derived — confirm in the AWS console before committing spend. Access limited to eligible customers. Global endpoint; the US profile bills 10% more ($1.848 / $5.808). Cache writes are the 30-minute rate.

Region availability

TPM / RPM are default account quotas from AWS Service Quotas where a model-specific limit is published. They are per-account defaults and adjustable on request.

Where this model actually runs

Under a strict residency constraint, GLM 5.3 can be served without the request leaving 1 of the 25 jurisdictions with a Bedrock region.

GLM 5.3 appears in

Common questions

How much does GLM 5.3 cost on Amazon Bedrock?
$1.68 per 1M input tokens and $5.28 per 1M output tokens in us-east-1. Cached input reads at $0.312, 18.6% of the input rate, which dominates the bill on agentic workloads that re-send a long prefix.
Which AWS regions support GLM 5.3?
31 of 31 regions: us-east-1, us-east-2, us-west-1, us-west-2, ca-central-1, ca-west-1, mx-central-1, eu-west-1, eu-west-2, eu-west-3, eu-central-1, eu-central-2, eu-north-1, eu-south-1, eu-south-2, ap-east-2, ap-northeast-1, ap-northeast-2, ap-northeast-3, ap-south-1, ap-south-2, ap-southeast-1, ap-southeast-2, ap-southeast-3, ap-southeast-4, ap-southeast-5, ap-southeast-6, ap-southeast-7, il-central-1, af-south-1, sa-east-1. Regions marked profile-only need a cross-region inference profile ID such as global.zai.glm-5.3 rather than the bare model ID.
What is the context window of GLM 5.3?
1,000,000 tokens (1M), with up to 128K output tokens per request.
What is the model ID for GLM 5.3 on Bedrock?
zai.glm-5.3. In regions where it is only reachable through a cross-region inference profile, use a prefixed ID instead: global.zai.glm-5.3, us.zai.glm-5.3.

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