AI Models · Paid vs Paid

GPT-4.1 Paid vs Solar Pro 3 Paid

GPT-4.1 vs Solar Pro 3 compared — price per token, context window, multimodality, openness and which to choose. Full 2026 breakdown.

Prices & specs refreshed from live data · olud.ai

Open-model prices = cheapest provider via OpenRouter; official maker rates may be higher.

GPT-4.1PaidOpenAI
$2 /M input
$8 /M outputManaged API (no infra to run)
TypeProprietary
Context window1M tokens
MultimodalYes
Self-hostNo
Solar Pro 3PaidUpstage
$0.15 /M input
$0.6 /M outputManaged API (no infra to run)
TypeProprietary
Context window131K tokens
MultimodalNo
Self-hostNo
Choose Solar Pro 3 for the lower output price ($0.6/M vs $8/M). Choose GPT-4.1 if you need the larger 1M context window.

GPT-4.1 vs Solar Pro 3 specs

SpecGPT-4.1Solar Pro 3Winner
MakerOpenAIUpstage
TypeProprietaryProprietary
Context window1M tokens131K tokensGPT-4.1
Input price$2/M$0.15/MSolar Pro 3
Output price$8/M$0.6/MSolar Pro 3
Vision / multimodalYesNoGPT-4.1
Tool / function callingYesYes= Tie
Self-hostableNo (API only)No (API only)
LicenseProprietaryProprietary

Price gap & when to choose each

13×cheaper per output token

Solar Pro 3 is ~13× cheaper than GPT-4.1 on output tokens ($0.6 vs $8 per M tokens).

Choose GPT-4.1 if…
  • You want frontier performance through a managed API
  • You need the longer 1M context window
  • You value reliability & ecosystem
  • You don't want to manage infrastructure
Choose Solar Pro 3 if…
  • You want frontier performance through a managed API
  • You want the lower output price
  • You value reliability & ecosystem
  • You don't want to manage infrastructure

Feature comparison

CapabilityGPT-4.1Solar Pro 3
Open weights (downloadable)
Self-hostable
Runs fully offline
Vision / multimodal
Tool / function calling
1M+ context window

Benchmarks: GPT-4.1 vs Solar Pro 3

Independent benchmark scores measured by Artificial Analysis. Higher is better (except latency).

Solar Pro 3 delivers 8.3× more intelligence per dollar.
GPT-4.1
Solar Pro 3
Intelligence index
12.7
7.8
Math index
34.7
GPQA
66.6%
72.4%
MMLU-Pro
80.6%
Humanity's Last Exam
4.2%
10.3%
Long Context Reasoning
68.3%
32.3%
LiveCodeBench
45.7%
MATH-500
91.3%
AIME
43.7%
AIME 2025
34.7%
IFBench
43%
71.2%
τ²-Bench
47.1%
86.3%
Terminal-Bench Hard
13.6%
7.6%
Coding index
16.2
SciCode
25.5%
τ-Bench Banking
8.7%
Terminal-Bench
12%
Speed
0 tok/s
157.2 tok/s
Latency
0s
1.33s
Intelligence per $
3.6
29.8

Benchmark data by Artificial Analysis.

How GPT-4.1 and Solar Pro 3 score

🏆 Best value & openness: GPT-4.1 (3.2 vs 2.9 / 5)
CriterionGPT-4.1Solar Pro 3
Cost-efficiency3.55.0
Context window5.03.5
Openness1.51.5
Self-hosting1.01.0
Multimodality5.03.5

Scores come from live data — output price (cost), context length, open vs closed weights (openness & self-hosting) and vision/tool support (multimodality). Raw task quality isn't scored here; it depends on your benchmark — see the verdict.

What each model is

GPT-4.1 Paid

OpenAI · Proprietary

GPT-4.1 is a flagship large language model optimized for advanced instruction following, real-world software engineering, and long-context reasoning. It supports a 1 million token context window and outperforms GPT-4o and...

Solar Pro 3 Paid

Upstage · Proprietary

Solar Pro 3 is Upstage's powerful Mixture-of-Experts (MoE) language model. With 102B total parameters and 12B active parameters per forward pass, it delivers exceptional performance while maintaining computational efficiency. Optimized...

Other models in these families

These variants are tracked but not compared here — one page per family keeps the comparison readable.

Other variants tracked
GPT-4.1 (batch)GPT-4.1 MiniGPT-4.1 Mini (batch)GPT-4.1 NanoGPT-4.1 Nano (batch)

Frequently asked questions

GPT-4.1 vs Solar Pro 3 — which is cheaper?

Solar Pro 3 is cheaper on output ($0.6/M vs $8/M).

Which has the larger context window?

GPT-4.1 offers the larger context window (1M tokens).

GPT-4.1 vs Solar Pro 3 — which should I pick in 2026?

Choose Solar Pro 3 for the lower output price ($0.6/M vs $8/M). Choose GPT-4.1 if you need the larger 1M context window.

People also compare

Explore more open-source AI

Browse the full open-source model leaderboard, thousands of tools and live benchmarks — all in one place.

Open the leaderboard →