API cost decision in 10 seconds

NewMoondream 3.1 vs Command A+

Pick Command A+ when budget and context both matter.

Page updated: 2026-10-15T23:07:47Z Data confirmed: 2026-10-16T00:07:46Z Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Command A+ when budget and context both matter.

On the standard 1M input plus 500K output workload, Command A+ is estimated at $1.05 vs $1.55 for Moondream 3.1, saving $0.5 (32.3% lower).

Cost-first pickCommand A+

Context-first pickCommand A+

Sample savings$0.532.3%

10x traffic gap$5

Command A+ is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $5. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Command A+ stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shape	Token mix	Better pick	Moondream 3.1	Command A+
Input-heavy / RAG	5M input + 500K output	Command A+	$2.75	$2.25
Balanced workload	1M input + 1M output	Command A+	$2.8	$1.8
Output-heavy chatbot	1M input + 5M output	Command A+	$12.8	$7.8

Cheaper input Tie $0.3 vs $0.3 / 1M

Both models report the same input price at $0.3 per 1M tokens.

Cheaper output Command A+ $2.5 vs $1.5 / 1M

Command A+ is $1 cheaper per 1M output tokens (40% lower; 1.67x difference).

Larger context Command A+ 32K vs 192K

Command A+ has 160K more context (6x larger).

Sample workload Command A+ $1.55 vs $1.05

Command A+ is $0.5 cheaper on the standard workload (32.3% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.

Monthly input tokens Monthly output tokens

Moondream 3.1 Calculating… Estimated API cost

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

For a 1M input token plus 500K output token workload, the estimated API cost is $1.55 for Moondream 3.1 and $1.05 for Command A+.

Best Fit

Choose Moondream 3.1 when its provider, model quality, latency, or availability is more important than the numeric price/context winner.

Choose Command A+ when you care most about lower output-token price, and larger context window.

Decision Notes

On the standard 1M input plus 500K output workload, Command A+ is estimated at $1.05 vs $1.55 for Moondream 3.1, saving $0.5 (32.3% lower).
Command A+ is $0.5 cheaper on the standard workload (32.3% lower).
Both models report the same input price at $0.3 per 1M tokens.
Command A+ is $1 cheaper per 1M output tokens (40% lower; 1.67x difference).
Command A+ has 160K more context (6x larger).

Head-to-Head Specs

Feature	NewMoondream 3.1 (Moondream)	Command A+ (Cohere)
Input Price prompt tokens per 1M	$0.3	$0.3
Completion Price per 1M tokens	$2.5	$1.5
Sample Workload Cost 1M input + 500K output	$1.55	$1.05
Context Window	32K	192K
Release Date	2026-10-15	2026-09-22

Use-Case Decision Matrix

Use case	Better pick	Why
Budget-constrained production	Command A+	On the standard 1M input plus 500K output workload, Command A+ is estimated at $1.05 vs $1.55 for Moondream 3.1, saving $0.5 (32.3% lower).
High-volume input processing	Tie	Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbots	Command A+	Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document work	Command A+	A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps

North Mini Code (free) can replace Command A+ when lower sample workload cost matters most: $0.
Command R7B (12-2024) can replace Command A+ when lower sample workload cost matters most: $0.11.
Command R (08-2024) can replace Command A+ when lower sample workload cost matters most: $0.45.

Larger context near this budget

Llama 4 Scout offers 1.31M context with $0.47 sample workload cost.
MiMo-V2.6-Flash offers 1.05M context with $0.28 sample workload cost.
GPT-6 Luna offers 1.05M context with $0.35 sample workload cost.
GPT-6 Luna Pro offers 1.05M context with $0.35 sample workload cost.

Popular competitors

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GLM 5.3 Flash · Z.ai · #3
MiMo-V2.6-Flash · Xiaomi · #4

Cheaper alternatives

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Provider catalogs

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Moondream catalog

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Cohere catalog

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Moondream 3.1

Moondream 3.1 is a vision-language model from Moondream, the successor to Moondream 3 Preview, with 9B total parameters and 2B active (mixture-of-experts). It handles visual question answering, captioning, OCR, and...

Command A+

Command A+ is Cohere's flagship model for enterprise agentic workflows. It accepts text and image inputs with a 192K context window, supports native tool calling with strict tool schemas, structured...