GPT-5.4 Nano vs Solar Pro 4
At a Glance
| Compare | GPT-5.4 NanoOpenAI | Solar Pro 4Upstage |
|---|---|---|
| Intelligence, Cost, and Efficiency | ||
| IntelligenceHigher is better · MM Intelligence v2.5 | #42 of 4614.7 score · 3/3 sources · complete | UnrankedNot in the 46-model eligible cohort |
| CostLower is better · Published-token output estimate | #14 of 44$0.058 per LiveBench case | UnrankedNot in the 44-model eligible cohort |
| EfficiencyHigher is better · MM Efficiency v1.5 | #37 of 3837.5 score · 3/3 sources · complete | UnrankedNot in the 38-model eligible cohort |
| Pricing and Limits | ||
| Input priceFrom · USD / 1M tokens | $0.20Openai ↗ · Sep 3, 2026 | $0.090Upstage ↗ · Sep 18, 2026 |
| Output priceFrom · USD / 1M tokens | $1.25Openai ↗ · Sep 3, 2026 | $0.36Upstage ↗ · Sep 18, 2026 |
| Context windowMaximum documented tokens | 400K | 524K |
| Model facts checked | Sep 3, 2026View model evidence → | Sep 18, 2026View model evidence → |
Token prices are the lowest available sourced USD rates; input and output may use different providers. Cost ranking estimates output spend on LiveBench, not a full request bill. Ranking methodology →
Available Benchmarks
Side-by-Side Facts
| Field | GPT-5.4 Nano | Solar Pro 4 |
|---|---|---|
| Developer | OpenAI | Upstage |
| Family | Gpt 5 4 | Solar Pro |
| Model | GPT-5.4 Nano | Solar Pro 4 |
| Version | GPT-5.4 Nano | Solar Pro 4 |
| Lifecycle | active | active |
| Released | 2026-03-17 | 2026-08-14 |
| Knowledge cutoff | 2025-08-31 | Unknown |
| Input modalities | Text, Image | Text |
| Output modalities | Text | Text |
| Context window | 400K | 524K |
| Total parameters | Unknown | Unknown |
| Active parameters | Unknown | Unknown |
| License | Unknown | Unknown |
| Open weights | No | No |
| API available | Yes | Yes |
| Self-hostable | No | Yes |
| Provider access | Openai (Standard), Openrouter (Standard) | Upstage (Standard) |
| Capabilities | chat, generation, reasoning, structured_outputs, tools | agents, chat, generation, reasoning, structured_outputs, tools |
| Supported languages | Unknown | English, Korean, Japanese |
| Training data cutoff | Unknown | February 2026 |
GPT-5.4 Nano Capabilities
Solar Pro 4 Capabilities
Primary Evidence
Sources and Freshness
Questions
GPT-5.4 Nano vs Solar Pro 4 FAQs
Is GPT-5.4 Nano or Solar Pro 4 better for coding?+
This comparison does not currently contain a protocol-matched coding benchmark for both GPT-5.4 Nano and Solar Pro 4, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.
Which is cheaper, GPT-5.4 Nano or Solar Pro 4?+
GPT-5.4 Nano is $0.20 and Solar Pro 4 is $0.090 per million tokens, so Solar Pro 4 is cheaper on this metric. GPT-5.4 Nano is $1.25 and Solar Pro 4 is $0.36 per million tokens, so Solar Pro 4 is cheaper on this metric.
Which has a larger context window, GPT-5.4 Nano or Solar Pro 4?+
Solar Pro 4 has the larger sourced context window. GPT-5.4 Nano supports 400K and Solar Pro 4 supports 524K.
Which performs better in benchmarks, GPT-5.4 Nano or Solar Pro 4?+
There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.
Can GPT-5.4 Nano or Solar Pro 4 be self-hosted?+
Solar Pro 4 is the only model in this pair currently marked as self-hostable. GPT-5.4 Nano is not marked open weight; Solar Pro 4 is not marked open weight.
Can GPT-5.4 Nano and Solar Pro 4 understand images?+
GPT-5.4 Nano is documented with image input; Solar Pro 4 is not documented with image input. This reflects supported input modalities, not vision quality.
Which can generate longer answers, GPT-5.4 Nano or Solar Pro 4?+
Solar Pro 4 has the larger sourced maximum output: GPT-5.4 Nano supports 128K and Solar Pro 4 supports 131K output tokens.
Do GPT-5.4 Nano and Solar Pro 4 support reasoning and tool use?+
GPT-5.4 Nano: reasoning, tool calling, and image input. Solar Pro 4: reasoning and tool calling. Feature support does not establish relative quality.
Which is available from more inference providers, GPT-5.4 Nano or Solar Pro 4?+
GPT-5.4 Nano has 2 sourced provider routes; Solar Pro 4 has 1, so GPT-5.4 Nano has broader tracked availability.
Which offers better value, GPT-5.4 Nano or Solar Pro 4?+
There is no universal value winner. Compare the input and output prices above with the matched benchmark result for your workload: cheaper tokens can be offset by different quality, token usage, latency, or provider availability.