API cost decision in 10 seconds

NewMercury 2.5 Preview vs Aion-3.0-Mini

Pick Mercury 2.5 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 Mercury 2.5 Preview when budget and context both matter.

On the standard 1M input plus 500K output workload, Mercury 2.5 Preview is estimated at $0.11 vs $1.4 for Aion-3.0-Mini, saving $1.28 (91.8% lower).

Cost-first pickMercury 2.5 Preview
Context-first pickMercury 2.5 Preview
Sample savings$1.2891.8%
10x traffic gap$12.85

Mercury 2.5 Preview is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $12.85. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Mercury 2.5 Preview stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickMercury 2.5 PreviewAion-3.0-Mini
Input-heavy / RAG5M input + 500K outputMercury 2.5 Preview$0.28$4.2
Balanced workload1M input + 1M outputMercury 2.5 Preview$0.19$2.1
Output-heavy chatbot1M input + 5M outputMercury 2.5 Preview$0.79$7.7
Cheaper input Mercury 2.5 Preview $0.04 vs $0.7 / 1M

Mercury 2.5 Preview is $0.66 cheaper per 1M input tokens (94.3% lower; 17.5x difference).

Cheaper output Mercury 2.5 Preview $0.15 vs $1.4 / 1M

Mercury 2.5 Preview is $1.25 cheaper per 1M output tokens (89.3% lower; 9.33x difference).

Larger context Mercury 2.5 Preview 260K vs 131.07K

Mercury 2.5 Preview has 128.93K more context (1.98x larger).

Sample workload Mercury 2.5 Preview $0.11 vs $1.4

Mercury 2.5 Preview is $1.28 cheaper on the standard workload (91.8% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Mercury 2.5 Preview Calculating… Estimated API cost
Aion-3.0-Mini 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

Mercury 2.5 Preview has the lower input price; Mercury 2.5 Preview has the lower output price; Mercury 2.5 Preview offers the larger context window. For the 1M input plus 500K output sample, Mercury 2.5 Preview is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.11 for Mercury 2.5 Preview and $1.4 for Aion-3.0-Mini.

Best Fit

Choose Mercury 2.5 Preview when you care most about lower input-token price, lower output-token price, and larger context window.

Choose Aion-3.0-Mini 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, Mercury 2.5 Preview is estimated at $0.11 vs $1.4 for Aion-3.0-Mini, saving $1.28 (91.8% lower).
  • Mercury 2.5 Preview is $1.28 cheaper on the standard workload (91.8% lower).
  • Mercury 2.5 Preview is $0.66 cheaper per 1M input tokens (94.3% lower; 17.5x difference).
  • Mercury 2.5 Preview is $1.25 cheaper per 1M output tokens (89.3% lower; 9.33x difference).
  • Mercury 2.5 Preview has 128.93K more context (1.98x larger).
Head-to-Head Specs
FeatureNewMercury 2.5 Preview
(Inception)
Aion-3.0-Mini
(AionLabs)
Input Price
prompt tokens per 1M
$0.04$0.7
Completion Price
per 1M tokens
$0.15$1.4
Sample Workload Cost
1M input + 500K output
$0.11$1.4
Context Window260K131.07K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionMercury 2.5 PreviewOn the standard 1M input plus 500K output workload, Mercury 2.5 Preview is estimated at $0.11 vs $1.4 for Aion-3.0-Mini, saving $1.28 (91.8% lower).
High-volume input processingMercury 2.5 PreviewLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsMercury 2.5 PreviewLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workMercury 2.5 PreviewA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • No lower-cost same-provider swap is currently tracked for this pair.

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

Compare models within provider hubs before choosing a final API vendor.

Open provider hubs

Inception catalog

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

Open Inception models

AionLabs catalog

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

Open AionLabs models
Mercury 2.5 Preview

Mercury 2.5 is the fastest reasoning LLM, and the latest diffusion LLM (dLLM) from Inception. Instead of generating tokens sequentially, Mercury 2.5 produces and refines multiple tokens in parallel, achieving...

Aion-3.0-Mini

Aion-3.0 Mini is a multi-model roleplaying and storytelling system from AionLabs, built on the DeepSeek family of models. It uses a collaborative generation process in which multiple specialized models each...