API cost decision in 10 seconds

NewPareto 26.10 Preview vs Inkling (batch)

Pick Pareto 26.10 Preview 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 Pareto 26.10 Preview when budget and context both matter.

On the standard 1M input plus 500K output workload, Pareto 26.10 Preview is estimated at $2.4 vs $3.02 for Inkling (batch), saving $0.62 (20.7% lower).

Cost-first pickPareto 26.10 Preview
Context-first pickPareto 26.10 Preview
Sample savings$0.6220.7%
10x traffic gap$6.25

Pareto 26.10 Preview is cheaper on the standard workload and also has the larger context window. 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.

Pareto 26.10 Preview stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickPareto 26.10 PreviewInkling (batch)
Input-heavy / RAG5M input + 500K outputPareto 26.10 Preview$5.6$7.03
Balanced workload1M input + 1M outputPareto 26.10 Preview$4$5.05
Output-heavy chatbot1M input + 5M outputPareto 26.10 Preview$16.8$21.25
Cheaper input Pareto 26.10 Preview $0.8 vs $1 / 1M

Pareto 26.10 Preview is $0.2 cheaper per 1M input tokens (20% lower; 1.25x difference).

Cheaper output Pareto 26.10 Preview $3.2 vs $4.05 / 1M

Pareto 26.10 Preview is $0.85 cheaper per 1M output tokens (21% lower; 1.27x difference).

Larger context Pareto 26.10 Preview 1.05M vs 524.29K

Pareto 26.10 Preview has 524.29K more context (2x larger).

Sample workload Pareto 26.10 Preview $2.4 vs $3.02

Pareto 26.10 Preview is $0.62 cheaper on the standard workload (20.7% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Pareto 26.10 Preview Calculating… Estimated API cost
Inkling (batch) 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

Pareto 26.10 Preview has the lower input price; Pareto 26.10 Preview has the lower output price; Pareto 26.10 Preview offers the larger context window. For the 1M input plus 500K output sample, Pareto 26.10 Preview is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $2.4 for Pareto 26.10 Preview and $3.02 for Inkling (batch).

Best Fit

Choose Pareto 26.10 Preview when you care most about lower input-token price, lower output-token price, and larger context window.

Choose Inkling (batch) 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, Pareto 26.10 Preview is estimated at $2.4 vs $3.02 for Inkling (batch), saving $0.62 (20.7% lower).
  • Pareto 26.10 Preview is $0.62 cheaper on the standard workload (20.7% lower).
  • Pareto 26.10 Preview is $0.2 cheaper per 1M input tokens (20% lower; 1.25x difference).
  • Pareto 26.10 Preview is $0.85 cheaper per 1M output tokens (21% lower; 1.27x difference).
  • Pareto 26.10 Preview has 524.29K more context (2x larger).
Head-to-Head Specs
FeatureNewPareto 26.10 Preview
(unbiased)
Inkling (batch)
(Thinking Machines)
Input Price
prompt tokens per 1M
$0.8$1
Completion Price
per 1M tokens
$3.2$4.05
Sample Workload Cost
1M input + 500K output
$2.4$3.02
Context Window1.05M524.29K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionPareto 26.10 PreviewOn the standard 1M input plus 500K output workload, Pareto 26.10 Preview is estimated at $2.4 vs $3.02 for Inkling (batch), saving $0.62 (20.7% lower).
High-volume input processingPareto 26.10 PreviewLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsPareto 26.10 PreviewLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workPareto 26.10 PreviewA 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.
  • Inkling Small (batch) can replace Inkling (batch) when lower sample workload cost matters most: $1.1.
Larger context near this budget

Cheaper alternatives

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Larger context alternatives

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Provider catalogs

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unbiased catalog

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

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Pareto 26.10 Preview

Pareto is a multimodal composite model built for research, coding, and agentic workflows, while delivering frontier-level performance across a broad range of general-purpose tasks. This is a preview of the...

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,...