API cost decision in 10 seconds

Inkling (batch) vs OpenAI GPT Mini Latest

Pick OpenAI GPT Mini Latest for lower cost; pick Inkling (batch) 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 OpenAI GPT Mini Latest for lower cost; pick Inkling (batch) only if the larger context window matters more.

On the standard 1M input plus 500K output workload, OpenAI GPT Mini Latest is estimated at $3 vs $3.02 for Inkling (batch), saving $0.02 (0.8% lower).

Cost-first pickOpenAI GPT Mini Latest
Context-first pickInkling (batch)
Sample savings$0.020.8%
10x traffic gap$0.25

Inkling (batch) has more context, but OpenAI GPT Mini Latest saves $0.02 on the standard workload. At 10x that traffic, the same price gap is about $0.25. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Cost winner changes by workload shape: input-heavy / RAG favors OpenAI GPT Mini Latest, balanced workload favors Inkling (batch), and output-heavy chatbot favors Inkling (batch).

Workload shapeToken mixBetter pickInkling (batch)OpenAI GPT Mini Latest
Input-heavy / RAG5M input + 500K outputOpenAI GPT Mini Latest$7.03$6
Balanced workload1M input + 1M outputInkling (batch)$5.05$5.25
Output-heavy chatbot1M input + 5M outputInkling (batch)$21.25$23.25
Cheaper input OpenAI GPT Mini Latest $1 vs $0.75 / 1M

OpenAI GPT Mini Latest is $0.25 cheaper per 1M input tokens (25% lower; 1.33x difference).

Cheaper output Inkling (batch) $4.05 vs $4.5 / 1M

Inkling (batch) is $0.45 cheaper per 1M output tokens (10% lower; 1.11x difference).

Larger context Inkling (batch) 524.29K vs 400K

Inkling (batch) has 124.29K more context (1.31x larger).

Sample workload OpenAI GPT Mini Latest $3.02 vs $3

OpenAI GPT Mini Latest is $0.02 cheaper on the standard workload (0.8% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Inkling (batch) Calculating… Estimated API cost
OpenAI GPT Mini 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

OpenAI GPT Mini Latest has the lower input price; Inkling (batch) has the lower output price; Inkling (batch) offers the larger context window. For the 1M input plus 500K output sample, OpenAI GPT Mini Latest is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $3.02 for Inkling (batch) and $3 for OpenAI GPT Mini Latest.

Best Fit

Choose Inkling (batch) when you care most about lower output-token price, and larger context window.

Choose OpenAI GPT Mini Latest when you care most about lower input-token price.

Decision Notes
  • On the standard 1M input plus 500K output workload, OpenAI GPT Mini Latest is estimated at $3 vs $3.02 for Inkling (batch), saving $0.02 (0.8% lower).
  • OpenAI GPT Mini Latest is $0.02 cheaper on the standard workload (0.8% lower).
  • OpenAI GPT Mini Latest is $0.25 cheaper per 1M input tokens (25% lower; 1.33x difference).
  • Inkling (batch) is $0.45 cheaper per 1M output tokens (10% lower; 1.11x difference).
  • Inkling (batch) has 124.29K more context (1.31x larger).
Head-to-Head Specs
FeatureInkling (batch)
(Thinking Machines)
OpenAI GPT Mini Latest
(OpenAI)
Input Price
prompt tokens per 1M
$1$0.75
Completion Price
per 1M tokens
$4.05$4.5
Sample Workload Cost
1M input + 500K output
$3.02$3
Context Window524.29K400K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionOpenAI GPT Mini LatestOn the standard 1M input plus 500K output workload, OpenAI GPT Mini Latest is estimated at $3 vs $3.02 for Inkling (batch), saving $0.02 (0.8% lower).
High-volume input processingOpenAI GPT Mini LatestLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsInkling (batch)Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workInkling (batch)A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • Inkling Small (free) can replace Inkling (batch) when lower sample workload cost matters most: $0.
  • Inkling (free) can replace Inkling (batch) when lower sample workload cost matters most: $0.
  • Inkling Small can replace Inkling (batch) when lower sample workload cost matters most: $1.05.
  • gpt-oss-120b (free) can replace OpenAI GPT Mini Latest when lower sample workload cost matters most: $0.

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.

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Provider catalogs

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Thinking Machines catalog

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OpenAI catalog

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Inkling (batch)

Inkling is an open-weight multimodal mixture-of-experts model from Thinking Machines Lab, with 41B active parameters out of 975B total. It is designed for general-purpose reasoning, coding, agentic and tool-use systems,...

OpenAI GPT Mini Latest

This model always redirects to the latest model in the OpenAI GPT Mini family.