API cost decision in 10 seconds

Inkling (batch) vs Anthropic Claude Haiku Latest

Pick Inkling (batch) 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 Inkling (batch) when budget and context both matter.

On the standard 1M input plus 500K output workload, Inkling (batch) is estimated at $3.02 vs $3.5 for Anthropic Claude Haiku Latest, saving $0.48 (13.6% lower).

Cost-first pickInkling (batch)
Context-first pickInkling (batch)
Sample savings$0.4813.6%
10x traffic gap$4.75

Inkling (batch) is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $4.75. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Inkling (batch) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickInkling (batch)Anthropic Claude Haiku Latest
Input-heavy / RAG5M input + 500K outputInkling (batch)$7.03$7.5
Balanced workload1M input + 1M outputInkling (batch)$5.05$6
Output-heavy chatbot1M input + 5M outputInkling (batch)$21.25$26
Cheaper input Tie $1 vs $1 / 1M

Both models report the same input price at $1 per 1M tokens.

Cheaper output Inkling (batch) $4.05 vs $5 / 1M

Inkling (batch) is $0.95 cheaper per 1M output tokens (19% lower; 1.23x difference).

Larger context Inkling (batch) 524.29K vs 200K

Inkling (batch) has 324.29K more context (2.62x larger).

Sample workload Inkling (batch) $3.02 vs $3.5

Inkling (batch) is $0.48 cheaper on the standard workload (13.6% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Inkling (batch) Calculating… Estimated API cost
Anthropic Claude Haiku 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

both models tie on input price; Inkling (batch) has the lower output price; Inkling (batch) offers the larger context window. For the 1M input plus 500K output sample, Inkling (batch) 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 $3.5 for Anthropic Claude Haiku Latest.

Best Fit

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

Choose Anthropic Claude Haiku Latest 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, Inkling (batch) is estimated at $3.02 vs $3.5 for Anthropic Claude Haiku Latest, saving $0.48 (13.6% lower).
  • Inkling (batch) is $0.48 cheaper on the standard workload (13.6% lower).
  • Both models report the same input price at $1 per 1M tokens.
  • Inkling (batch) is $0.95 cheaper per 1M output tokens (19% lower; 1.23x difference).
  • Inkling (batch) has 324.29K more context (2.62x larger).
Head-to-Head Specs
FeatureInkling (batch)
(Thinking Machines)
Anthropic Claude Haiku Latest
(Anthropic)
Input Price
prompt tokens per 1M
$1$1
Completion Price
per 1M tokens
$4.05$5
Sample Workload Cost
1M input + 500K output
$3.02$3.5
Context Window524.29K200K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionInkling (batch)On the standard 1M input plus 500K output workload, Inkling (batch) is estimated at $3.02 vs $3.5 for Anthropic Claude Haiku Latest, saving $0.48 (13.6% lower).
High-volume input processingTieLower 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.
  • Claude 3 Haiku can replace Anthropic Claude Haiku Latest when lower sample workload cost matters most: $0.88.

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

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Thinking Machines catalog

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Anthropic catalog

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

Open Anthropic models
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,...

Anthropic Claude Haiku Latest

This model always redirects to the latest model in the Anthropic Claude Haiku family.