API cost decision in 10 seconds

Solar Pro 4 vs Inkling Small

Pick Solar Pro 4 for lower cost; pick Inkling Small 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 Solar Pro 4 for lower cost; pick Inkling Small only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Solar Pro 4 is estimated at $0.09 vs $1.05 for Inkling Small, saving $0.96 (91.4% lower).

Cost-first pickSolar Pro 4
Context-first pickInkling Small
Sample savings$0.9691.4%
10x traffic gap$9.6

Inkling Small has more context, but Solar Pro 4 saves $0.96 on the standard workload. At 10x that traffic, the same price gap is about $9.6. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Solar Pro 4 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickSolar Pro 4Inkling Small
Input-heavy / RAG5M input + 500K outputSolar Pro 4$0.21$2.85
Balanced workload1M input + 1M outputSolar Pro 4$0.15$1.65
Output-heavy chatbot1M input + 5M outputSolar Pro 4$0.63$6.45
Cheaper input Solar Pro 4 $0.03 vs $0.45 / 1M

Solar Pro 4 is $0.42 cheaper per 1M input tokens (93.3% lower; 15x difference).

Cheaper output Solar Pro 4 $0.12 vs $1.2 / 1M

Solar Pro 4 is $1.08 cheaper per 1M output tokens (90% lower; 10x difference).

Larger context Inkling Small 524.29K vs 1.05M

Inkling Small has 524.29K more context (2x larger).

Sample workload Solar Pro 4 $0.09 vs $1.05

Solar Pro 4 is $0.96 cheaper on the standard workload (91.4% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Solar Pro 4 Calculating… Estimated API cost
Inkling Small 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

Solar Pro 4 has the lower input price; Solar Pro 4 has the lower output price; Inkling Small offers the larger context window. For the 1M input plus 500K output sample, Solar Pro 4 is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.09 for Solar Pro 4 and $1.05 for Inkling Small.

Best Fit

Choose Solar Pro 4 when you care most about lower input-token price, and lower output-token price.

Choose Inkling Small when you care most about larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, Solar Pro 4 is estimated at $0.09 vs $1.05 for Inkling Small, saving $0.96 (91.4% lower).
  • Solar Pro 4 is $0.96 cheaper on the standard workload (91.4% lower).
  • Solar Pro 4 is $0.42 cheaper per 1M input tokens (93.3% lower; 15x difference).
  • Solar Pro 4 is $1.08 cheaper per 1M output tokens (90% lower; 10x difference).
  • Inkling Small has 524.29K more context (2x larger).
Head-to-Head Specs
FeatureSolar Pro 4
(Upstage)
Inkling Small
(Thinking Machines)
Input Price
prompt tokens per 1M
$0.03$0.45
Completion Price
per 1M tokens
$0.12$1.2
Sample Workload Cost
1M input + 500K output
$0.09$1.05
Context Window524.29K1.05M
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionSolar Pro 4On the standard 1M input plus 500K output workload, Solar Pro 4 is estimated at $0.09 vs $1.05 for Inkling Small, saving $0.96 (91.4% lower).
High-volume input processingSolar Pro 4Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsSolar Pro 4Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workInkling SmallA 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 Small when lower sample workload cost matters most: $0.
  • Inkling (free) can replace Inkling Small when lower sample workload cost matters most: $0.

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
Solar Pro 4

Solar Pro 4 is Upstage's cost-efficient large language model, featuring a 524K context window. It is built for long-horizon tasks and agentic workflows, with strong capabilities in office productivity, document-intensive...

Inkling Small

Inkling Small is an open-weight multimodal mixture-of-experts model from Thinking Machines Lab, with 12B active parameters out of 276B total. It is positioned as the smaller, more efficient member of...