Seed 2.0 Code vs GPT-5.4 Pro
At a Glance
| Compare | Seed 2.0 CodeByteDance Seed |  GPT-5.4 ProOpenAI |
|---|---|---|
| Pricing and Limits | ||
| Input priceFrom · USD / 1M tokens | $0.50Openrouter ↗ · Sep 22, 2026 | $30.00Openai ↗ · Sep 3, 2026 |
| Output priceFrom · USD / 1M tokens | $3.00Openrouter ↗ · Sep 22, 2026 | $180.00Openai ↗ · Sep 3, 2026 |
| Context windowMaximum documented tokens | Not reported | 1,050K |
| Model facts checked | Sep 3, 2026View model evidence → | Sep 3, 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 | Seed 2.0 Code | GPT-5.4 Pro |
|---|---|---|
| Developer | ByteDance Seed | OpenAI |
| Family | Seed 2 0 | Gpt 5 4 |
| Model | Seed 2.0 Code | GPT-5.4 Pro |
| Version | Seed 2.0 Code | GPT-5.4 Pro |
| Lifecycle | active | active |
| Released | 2026-02-14 | 2026-03-05 |
| Knowledge cutoff | Unknown | 2025-08-31 |
| Input modalities | Text | Text, Image |
| Output modalities | Text | Text |
| Context window | Unknown | 1,050K |
| Total parameters | Unknown | Unknown |
| Active parameters | Unknown | Unknown |
| License | Unknown | Unknown |
| Open weights | No | No |
| API available | Yes | Yes |
| Self-hostable | No | No |
| Provider access | Openrouter (Standard) | Openai (Standard), Openrouter (Standard) |
| Capabilities | agents, chat, generation, reasoning, structured_outputs, tools | chat, generation, reasoning, structured_outputs, tools |
Seed 2.0 Code Capabilities
GPT-5.4 Pro Capabilities
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Seed 2.0 CodeByteDance Seed | vs |  GLM-5.3Z.ai | cross-developer peerstext |
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Seed 2.0 CodeByteDance Seed | vs |  Mistral Large 3Mistral AI | cross-developer peerstext |
Primary Evidence
Sources and Freshness
Questions
Seed 2.0 Code vs GPT-5.4 Pro FAQs
Is Seed 2.0 Code or GPT-5.4 Pro better for coding?+
This comparison does not currently contain a protocol-matched coding benchmark for both Seed 2.0 Code and GPT-5.4 Pro, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.
Which is cheaper, Seed 2.0 Code or GPT-5.4 Pro?+
Seed 2.0 Code is $0.50 and GPT-5.4 Pro is $30.00 per million tokens, so Seed 2.0 Code is cheaper on this metric. Seed 2.0 Code is $3.00 and GPT-5.4 Pro is $180.00 per million tokens, so Seed 2.0 Code is cheaper on this metric.
Which has a larger context window, Seed 2.0 Code or GPT-5.4 Pro?+
Neither model has a larger sourced context window in this comparison. Seed 2.0 Code is — and GPT-5.4 Pro is 1,050K.
Which performs better in benchmarks, Seed 2.0 Code or GPT-5.4 Pro?+
There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.
Can Seed 2.0 Code or GPT-5.4 Pro be self-hosted?+
Both models have the same recorded self-hosting status: unsupported. Seed 2.0 Code is not marked open weight; GPT-5.4 Pro is not marked open weight.
Can Seed 2.0 Code and GPT-5.4 Pro understand images?+
Seed 2.0 Code is not documented with image input; GPT-5.4 Pro is documented with image input. This reflects supported input modalities, not vision quality.
Which can generate longer answers, Seed 2.0 Code or GPT-5.4 Pro?+
Neither has a larger sourced maximum output. Seed 2.0 Code is — and GPT-5.4 Pro is 128K.
Do Seed 2.0 Code and GPT-5.4 Pro support reasoning and tool use?+
Seed 2.0 Code: reasoning and tool calling. GPT-5.4 Pro: reasoning, tool calling, and image input. Feature support does not establish relative quality.
Which is available from more inference providers, Seed 2.0 Code or GPT-5.4 Pro?+
Seed 2.0 Code has 1 sourced provider route; GPT-5.4 Pro has 2, so GPT-5.4 Pro has broader tracked availability.
Which offers better value, Seed 2.0 Code or GPT-5.4 Pro?+
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.