API cost decision in 10 seconds

NewTernary Bonsai 2 9B vs GLM Latest

Pick Ternary Bonsai 2 9B for lower cost; pick GLM Latest only if the larger context window matters more.

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

Budget verdict

Pick Ternary Bonsai 2 9B for lower cost; pick GLM Latest only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Ternary Bonsai 2 9B is estimated at $0.15 vs $0.77 for GLM Latest, saving $0.62 (81.2% lower).

Cost-first pickTernary Bonsai 2 9B
Context-first pickGLM Latest
Sample savings$0.6281.2%
10x traffic gap$6.25

GLM Latest has more context, but Ternary Bonsai 2 9B saves $0.62 on the standard workload. At 10x that traffic, the same price gap is about $6.25. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Ternary Bonsai 2 9B stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickTernary Bonsai 2 9BGLM Latest
Input-heavy / RAG5M input + 500K outputTernary Bonsai 2 9B$0.47$1.05
Balanced workload1M input + 1M outputTernary Bonsai 2 9B$0.21$1.47
Output-heavy chatbot1M input + 5M outputTernary Bonsai 2 9B$0.73$7.07
Cheaper input GLM Latest $0.08 vs $0.0699 / 1M

GLM Latest is $0.01 cheaper per 1M input tokens (12.6% lower; 1.14x difference).

Cheaper output Ternary Bonsai 2 9B $0.13 vs $1.4 / 1M

Ternary Bonsai 2 9B is $1.27 cheaper per 1M output tokens (90.7% lower; 10.8x difference).

Larger context GLM Latest 262.14K vs 1.05M

GLM Latest has 786.43K more context (4x larger).

Sample workload Ternary Bonsai 2 9B $0.15 vs $0.77

Ternary Bonsai 2 9B is $0.62 cheaper on the standard workload (81.2% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Ternary Bonsai 2 9B 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; Ternary Bonsai 2 9B has the lower output price; GLM Latest offers the larger context window. For the 1M input plus 500K output sample, Ternary Bonsai 2 9B is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.15 for Ternary Bonsai 2 9B and $0.77 for GLM Latest.

Best Fit

Choose Ternary Bonsai 2 9B when you care most about lower output-token price.

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

Decision Notes
  • On the standard 1M input plus 500K output workload, Ternary Bonsai 2 9B is estimated at $0.15 vs $0.77 for GLM Latest, saving $0.62 (81.2% lower).
  • Ternary Bonsai 2 9B is $0.62 cheaper on the standard workload (81.2% lower).
  • GLM Latest is $0.01 cheaper per 1M input tokens (12.6% lower; 1.14x difference).
  • Ternary Bonsai 2 9B is $1.27 cheaper per 1M output tokens (90.7% lower; 10.8x difference).
  • GLM Latest has 786.43K more context (4x larger).
Head-to-Head Specs
FeatureNewTernary Bonsai 2 9B
(PrismML)		GLM Latest
(Z.ai)
Input Price
prompt tokens per 1M		$0.08$0.0699
Completion Price
per 1M tokens		$0.13$1.4
Sample Workload Cost
1M input + 500K output		$0.15$0.77
Context Window262.14K1.05M
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionTernary Bonsai 2 9BOn the standard 1M input plus 500K output workload, Ternary Bonsai 2 9B is estimated at $0.15 vs $0.77 for GLM Latest, saving $0.62 (81.2% lower).
High-volume input processingGLM LatestLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsTernary Bonsai 2 9BLower 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 5.3 Flash can replace GLM Latest when lower sample workload cost matters most: $0.08.
  • GLM Flash Latest can replace GLM Latest when lower sample workload cost matters most: $0.08.
Larger context near this budget
  • Llama 4 Scout offers 1.31M context with $0.25 sample workload cost.
  • GPT-6 Luna offers 1.05M context with $0.35 sample workload cost.
  • MiMo-V2.6-Flash offers 1.05M context with $0.28 sample workload cost.
  • GPT-6 Luna Pro offers 1.05M context with $0.35 sample workload cost.

Cheaper alternatives

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Larger context alternatives

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Provider catalogs

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PrismML catalog

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Z.ai catalog

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Ternary Bonsai 2 9B

Ternary Bonsai 2 9B is PrismML’s compact, open-weight language model for conversational AI, reasoning, and tool use. Built on Qwen3.5, it uses ternary weights packed into 2 bits for efficient...

GLM Latest

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