API cost decision in 10 seconds

NewSolar Mini 4 vs Mercury 2.5

Pick Mercury 2.5 for lower cost; pick Solar Mini 4 only if the larger context window matters more.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Mercury 2.5 for lower cost; pick Solar Mini 4 only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Mercury 2.5 is estimated at $0.11 vs $0.15 for Solar Mini 4, saving $0.04 (23.3% lower).

Cost-first pickMercury 2.5
Context-first pickSolar Mini 4
Sample savings$0.0423.3%
10x traffic gap$0.35

Solar Mini 4 has more context, but Mercury 2.5 saves $0.04 on the standard workload. At 10x that traffic, the same price gap is about $0.35. 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 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickSolar Mini 4Mercury 2.5
Input-heavy / RAG5M input + 500K outputMercury 2.5$0.35$0.28
Balanced workload1M input + 1M outputMercury 2.5$0.25$0.19
Output-heavy chatbot1M input + 5M outputMercury 2.5$1.05$0.79
Cheaper input Mercury 2.5 $0.05 vs $0.04 / 1M

Mercury 2.5 is $0.01 cheaper per 1M input tokens (20% lower; 1.25x difference).

Cheaper output Mercury 2.5 $0.2 vs $0.15 / 1M

Mercury 2.5 is $0.05 cheaper per 1M output tokens (25% lower; 1.33x difference).

Larger context Solar Mini 4 524.29K vs 260K

Solar Mini 4 has 264.29K more context (2.02x larger).

Sample workload Mercury 2.5 $0.15 vs $0.11

Mercury 2.5 is $0.04 cheaper on the standard workload (23.3% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Solar Mini 4 Calculating… Estimated API cost
Mercury 2.5 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 has the lower input price; Mercury 2.5 has the lower output price; Solar Mini 4 offers the larger context window. For the 1M input plus 500K output sample, Mercury 2.5 is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.15 for Solar Mini 4 and $0.11 for Mercury 2.5.

Best Fit

Choose Solar Mini 4 when you care most about larger context window.

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

Decision Notes
  • On the standard 1M input plus 500K output workload, Mercury 2.5 is estimated at $0.11 vs $0.15 for Solar Mini 4, saving $0.04 (23.3% lower).
  • Mercury 2.5 is $0.04 cheaper on the standard workload (23.3% lower).
  • Mercury 2.5 is $0.01 cheaper per 1M input tokens (20% lower; 1.25x difference).
  • Mercury 2.5 is $0.05 cheaper per 1M output tokens (25% lower; 1.33x difference).
  • Solar Mini 4 has 264.29K more context (2.02x larger).
Head-to-Head Specs
FeatureNewSolar Mini 4
(Upstage)
Mercury 2.5
(Inception)
Input Price
prompt tokens per 1M
$0.05$0.04
Completion Price
per 1M tokens
$0.2$0.15
Sample Workload Cost
1M input + 500K output
$0.15$0.11
Context Window524.29K260K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionMercury 2.5On the standard 1M input plus 500K output workload, Mercury 2.5 is estimated at $0.11 vs $0.15 for Solar Mini 4, saving $0.04 (23.3% lower).
High-volume input processingMercury 2.5Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsMercury 2.5Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workSolar Mini 4A 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

Upstage catalog

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

Open Upstage models

Inception catalog

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

Open Inception models
Solar Mini 4

Solar Mini 4 is Upstage's compact, cost-efficient language model, a 35B-parameter mixture-of-experts with 3B active parameters and a 524K context window. It is built for agentic use cases where response...

Mercury 2.5

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...