API cost decision in 10 seconds

NewClaude Haiku 5.5 (batch) vs Ling 3.0 Flash VL

Pick Ling 3.0 Flash VL for lower cost; pick Claude Haiku 5.5 (batch) only if the larger context window matters more.

Page updated: 2026-10-13T20:10:44Z Data confirmed: 2026-10-15T02:07:54Z Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Ling 3.0 Flash VL for lower cost; pick Claude Haiku 5.5 (batch) only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Ling 3.0 Flash VL is estimated at $0.15 vs $0.17 for Claude Haiku 5.5 (batch), saving $0.02 (14.3% lower).

Cost-first pickLing 3.0 Flash VL

Context-first pickClaude Haiku 5.5 (batch)

Sample savings$0.0214.3%

10x traffic gap$0.25

Claude Haiku 5.5 (batch) has more context, but Ling 3.0 Flash VL 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 Claude Haiku 5.5 (batch), balanced workload favors Ling 3.0 Flash VL, and output-heavy chatbot favors Ling 3.0 Flash VL.

Workload shape	Token mix	Better pick	Claude Haiku 5.5 (batch)	Ling 3.0 Flash VL
Input-heavy / RAG	5M input + 500K output	Claude Haiku 5.5 (batch)	$0.38	$0.39
Balanced workload	1M input + 1M output	Ling 3.0 Flash VL	$0.3	$0.24
Output-heavy chatbot	1M input + 5M output	Ling 3.0 Flash VL	$1.3	$0.96

Cheaper input Claude Haiku 5.5 (batch) $0.05 vs $0.06 / 1M

Claude Haiku 5.5 (batch) is $0.01 cheaper per 1M input tokens (16.7% lower; 1.2x difference).

Cheaper output Ling 3.0 Flash VL $0.25 vs $0.18 / 1M

Ling 3.0 Flash VL is $0.07 cheaper per 1M output tokens (28% lower; 1.39x difference).

Larger context Claude Haiku 5.5 (batch) 1M vs 131.07K

Claude Haiku 5.5 (batch) has 868.93K more context (7.63x larger).

Sample workload Ling 3.0 Flash VL $0.17 vs $0.15

Ling 3.0 Flash VL is $0.02 cheaper on the standard workload (14.3% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.

Monthly input tokens Monthly output tokens

Claude Haiku 5.5 (batch) Calculating… Estimated API cost

Ling 3.0 Flash VL 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

Claude Haiku 5.5 (batch) has the lower input price; Ling 3.0 Flash VL has the lower output price; Claude Haiku 5.5 (batch) offers the larger context window. For the 1M input plus 500K output sample, Ling 3.0 Flash VL is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.17 for Claude Haiku 5.5 (batch) and $0.15 for Ling 3.0 Flash VL.

Best Fit

Choose Claude Haiku 5.5 (batch) when you care most about lower input-token price, and larger context window.

Choose Ling 3.0 Flash VL when you care most about lower output-token price.

Decision Notes

On the standard 1M input plus 500K output workload, Ling 3.0 Flash VL is estimated at $0.15 vs $0.17 for Claude Haiku 5.5 (batch), saving $0.02 (14.3% lower).
Ling 3.0 Flash VL is $0.02 cheaper on the standard workload (14.3% lower).
Claude Haiku 5.5 (batch) is $0.01 cheaper per 1M input tokens (16.7% lower; 1.2x difference).
Ling 3.0 Flash VL is $0.07 cheaper per 1M output tokens (28% lower; 1.39x difference).
Claude Haiku 5.5 (batch) has 868.93K more context (7.63x larger).

Head-to-Head Specs

Feature	NewClaude Haiku 5.5 (batch) (Anthropic)	Ling 3.0 Flash VL (inclusionAI)
Input Price prompt tokens per 1M	$0.05	$0.06
Completion Price per 1M tokens	$0.25	$0.18
Sample Workload Cost 1M input + 500K output	$0.17	$0.15
Context Window	1M	131.07K
Release Date	2026-10-07	2026-09-10

Use-Case Decision Matrix

Use case	Better pick	Why
Budget-constrained production	Ling 3.0 Flash VL	On the standard 1M input plus 500K output workload, Ling 3.0 Flash VL is estimated at $0.15 vs $0.17 for Claude Haiku 5.5 (batch), saving $0.02 (14.3% lower).
High-volume input processing	Claude Haiku 5.5 (batch)	Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbots	Ling 3.0 Flash VL	Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document work	Claude Haiku 5.5 (batch)	A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps

Ling 3.0 Flash VL (free) can replace Ling 3.0 Flash VL when lower sample workload cost matters most: $0.
Ling 3.0 Flash Sante (free) can replace Ling 3.0 Flash VL when lower sample workload cost matters most: $0.
Ling 3.0 Flash Fin (free) can replace Ling 3.0 Flash VL when lower sample workload cost matters most: $0.
Ling 3.0 Tiny (free) can replace Ling 3.0 Flash VL when lower sample workload cost matters most: $0.

Larger context near this budget

GPT-6 Luna Pro (batch) offers 1.05M context with $0.17 sample workload cost.
GPT-6 Luna (batch) offers 1.05M context with $0.17 sample workload cost.
Owl Alpha offers 1.05M context with $0 sample workload cost.
Muse Spark 1.3 Contributor offers 1.05M context with $0.2 sample workload cost.

Popular competitors

DeepSeek V4.1 Flash · DeepSeek · #1
Step 5 Preview · StepFun · #2
GLM 5.3 Flash · Z.ai · #3
MiMo-V2.6-Flash · Xiaomi · #4

Cheaper alternatives

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Larger context alternatives

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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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inclusionAI catalog

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

Open inclusionAI models

Claude Haiku 5.5 (batch)

Claude Haiku 5.5 is Anthropic's small, fast model for high-volume, cost-sensitive work such as summarization, subagents, and browser use. It succeeds Claude Haiku 4.5 with stronger coding, computer use, and...

Ling 3.0 Flash VL

Ling 3.0 Flash VL builds on Ling 3.0 Flash (124B total / 5.5B active MoE from InclusionAI), further strengthening its language capabilities while adding native visual perception and advanced visual...