API cost decision in 10 seconds

NewGLM Latest vs Claude Opus 5 (Fast)

Pick GLM Latest when budget and context both matter.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick GLM Latest when budget and context both matter.

On the standard 1M input plus 500K output workload, GLM Latest is estimated at $3.6 vs $35 for Claude Opus 5 (Fast), saving $31.4 (89.7% lower).

Cost-first pickGLM Latest
Context-first pickGLM Latest
Sample savings$31.489.7%
10x traffic gap$314

GLM Latest is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $314. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

GLM Latest stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickGLM LatestClaude Opus 5 (Fast)
Input-heavy / RAG5M input + 500K outputGLM Latest$9.2$75
Balanced workload1M input + 1M outputGLM Latest$5.8$60
Output-heavy chatbot1M input + 5M outputGLM Latest$23.4$260
Cheaper input GLM Latest $1.4 vs $10 / 1M

GLM Latest is $8.6 cheaper per 1M input tokens (86% lower; 7.14x difference).

Cheaper output GLM Latest $4.4 vs $50 / 1M

GLM Latest is $45.6 cheaper per 1M output tokens (91.2% lower; 11.4x difference).

Larger context GLM Latest 1.05M vs 1M

GLM Latest has 48.58K more context (1.05x larger).

Sample workload GLM Latest $3.6 vs $35

GLM Latest is $31.4 cheaper on the standard workload (89.7% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
GLM Latest Calculating… Estimated API cost
Claude Opus 5 (Fast) Calculating… Estimated API cost
Cheaper for this workload Calculating… Difference: calculating…

This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.

Quick Decision

Verdict

GLM Latest has the lower input price; GLM Latest has the lower output price; GLM Latest offers the larger context window. For the 1M input plus 500K output sample, GLM Latest is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $3.6 for GLM Latest and $35 for Claude Opus 5 (Fast).

Best Fit

Choose GLM Latest when you care most about lower input-token price, lower output-token price, and larger context window.

Choose Claude Opus 5 (Fast) when its provider, model quality, latency, or availability is more important than the numeric price/context winner.

Decision Notes
  • On the standard 1M input plus 500K output workload, GLM Latest is estimated at $3.6 vs $35 for Claude Opus 5 (Fast), saving $31.4 (89.7% lower).
  • GLM Latest is $31.4 cheaper on the standard workload (89.7% lower).
  • GLM Latest is $8.6 cheaper per 1M input tokens (86% lower; 7.14x difference).
  • GLM Latest is $45.6 cheaper per 1M output tokens (91.2% lower; 11.4x difference).
  • GLM Latest has 48.58K more context (1.05x larger).
Head-to-Head Specs
FeatureNewGLM Latest
(Z.ai)
Claude Opus 5 (Fast)
(Anthropic)
Input Price
prompt tokens per 1M
$1.4$10
Completion Price
per 1M tokens
$4.4$50
Sample Workload Cost
1M input + 500K output
$3.6$35
Context Window1.05M1M
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionGLM LatestOn the standard 1M input plus 500K output workload, GLM Latest is estimated at $3.6 vs $35 for Claude Opus 5 (Fast), saving $31.4 (89.7% lower).
High-volume input processingGLM LatestLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsGLM LatestLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGLM LatestA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • GLM 5.2 (free) can replace GLM Latest when lower sample workload cost matters most: $0.
  • GLM 4.5 Air (free) can replace GLM Latest when lower sample workload cost matters most: $0.
  • GLM 4 32B can replace GLM Latest when lower sample workload cost matters most: $0.15.
  • GLM 4.7 Flash can replace GLM Latest when lower sample workload cost matters most: $0.26.

Cheaper alternatives

Review low-cost models sorted by a standard 1M input plus 500K output workload.

Open cheapest models

Larger context alternatives

Find models with larger context windows for RAG, long documents, and codebase review.

Open largest context models

Provider catalogs

Compare models within provider hubs before choosing a final API vendor.

Open provider hubs

Z.ai catalog

Review all tracked Z.ai models before deciding whether this matchup is the right shortlist.

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Anthropic catalog

Check other Anthropic models with comparable pricing, context, or release timing.

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GLM Latest

This model always redirects to the latest GLM model from Z.ai.

Claude Opus 5 (Fast)

Fast-mode variant of [Opus 5](/anthropic/claude-opus-5) - identical capabilities with higher output speed at 2x pricing relative to regular Opus 5. Learn more in Anthropic's docs: https://platform.claude.com/docs/en/build-with-claude/fast-mode