API cost decision in 10 seconds

🔥Claude Opus 5 vs NewGLM Latest

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 $17.5 for Claude Opus 5, saving $13.9 (79.4% lower).

Cost-first pickGLM Latest
Context-first pickGLM Latest
Sample savings$13.979.4%
10x traffic gap$139

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 $139. 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 pickClaude Opus 5GLM Latest
Input-heavy / RAG5M input + 500K outputGLM Latest$37.5$9.2
Balanced workload1M input + 1M outputGLM Latest$30$5.8
Output-heavy chatbot1M input + 5M outputGLM Latest$130$23.4
Cheaper input GLM Latest $5 vs $1.4 / 1M

GLM Latest is $3.6 cheaper per 1M input tokens (72% lower; 3.57x difference).

Cheaper output GLM Latest $25 vs $4.4 / 1M

GLM Latest is $20.6 cheaper per 1M output tokens (82.4% lower; 5.68x difference).

Larger context GLM Latest 1M vs 1.05M

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

Sample workload GLM Latest $17.5 vs $3.6

GLM Latest is $13.9 cheaper on the standard workload (79.4% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Claude Opus 5 Calculating… Estimated API cost
GLM Latest 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 $17.5 for Claude Opus 5 and $3.6 for GLM Latest.

Best Fit

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

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

Decision Notes
  • On the standard 1M input plus 500K output workload, GLM Latest is estimated at $3.6 vs $17.5 for Claude Opus 5, saving $13.9 (79.4% lower).
  • GLM Latest is $13.9 cheaper on the standard workload (79.4% lower).
  • GLM Latest is $3.6 cheaper per 1M input tokens (72% lower; 3.57x difference).
  • GLM Latest is $20.6 cheaper per 1M output tokens (82.4% lower; 5.68x difference).
  • GLM Latest has 48.58K more context (1.05x larger).
Head-to-Head Specs
Feature🔥Claude Opus 5
(Anthropic)
NewGLM Latest
(Z.ai)
Input Price
prompt tokens per 1M
$5$1.4
Completion Price
per 1M tokens
$25$4.4
Sample Workload Cost
1M input + 500K output
$17.5$3.6
Context Window1M1.05M
Release Date
Popularity#9

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 $17.5 for Claude Opus 5, saving $13.9 (79.4% 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
  • Claude 3 Haiku can replace Claude Opus 5 when lower sample workload cost matters most: $0.88.
  • Claude Haiku 4.5 (batch) can replace Claude Opus 5 when lower sample workload cost matters most: $1.75.
  • Claude 3.5 Haiku can replace Claude Opus 5 when lower sample workload cost matters most: $2.8.
  • Claude Sonnet 5 (batch) can replace Claude Opus 5 when lower sample workload cost matters most: $3.5.

Cheaper alternatives

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

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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.

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Anthropic catalog

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

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Z.ai catalog

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

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Claude Opus 5

Claude Opus 5 is Anthropic’s flagship model for demanding reasoning, coding, and long-horizon agentic work. It is particularly strong at end-to-end software tasks, code review and bug finding, visual analysis...

GLM Latest

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