Seed 2.0 Code vs DeepSeek V4 Flash Vision Exp
At a Glance
| Compare | Seed 2.0 CodeByteDance Seed |  DeepSeek V4 Flash Vision ExpDeepSeek |
|---|---|---|
| Pricing and Limits | ||
| Input priceFrom · USD / 1M tokens | $0.50Openrouter ↗ · Sep 22, 2026 | $0.22DeepSeek ↗ · Sep 2, 2026 |
| Output priceFrom · USD / 1M tokens | $3.00Openrouter ↗ · Sep 22, 2026 | $0.66DeepSeek ↗ · Sep 2, 2026 |
| Context windowMaximum documented tokens | Not reported | 1,049K |
| Model facts checked | Sep 3, 2026View model evidence → | Sep 2, 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 | DeepSeek-V4-Flash-Vision-Exp |
|---|---|---|
| Developer | ByteDance Seed | DeepSeek |
| Family | Seed 2 0 | Deepseek V4 Flash Vision Exp |
| Model | Seed 2.0 Code | DeepSeek-V4-Flash-Vision-Exp |
| Version | Seed 2.0 Code | DeepSeek-V4-Flash-Vision-Exp |
| Lifecycle | active | retired |
| Released | 2026-02-14 | 2026-08-21 |
| Knowledge cutoff | Unknown | Unknown |
| Input modalities | Text | Text, Image |
| Output modalities | Text | Text |
| Context window | Unknown | 1,049K |
| Total parameters | Unknown | 304.6B |
| Active parameters | Unknown | Unknown |
| License | Unknown | mit |
| Open weights | No | Yes |
| API available | Yes | Yes |
| Self-hostable | No | Yes |
| Provider access | Openrouter (Standard) | DeepSeek (Standard), Deepinfra (Standard), Fireworks Ai (Standard) |
| Capabilities | agents, chat, generation, reasoning, structured_outputs, tools | chat, generation, reasoning, structured_outputs, tools |
Seed 2.0 Code Capabilities
DeepSeek V4 Flash Vision Exp Capabilities
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Primary Evidence
Sources and Freshness
Questions
Seed 2.0 Code vs DeepSeek V4 Flash Vision Exp FAQs
Is Seed 2.0 Code or DeepSeek V4 Flash Vision Exp better for coding?+
This comparison does not currently contain a protocol-matched coding benchmark for both Seed 2.0 Code and DeepSeek V4 Flash Vision Exp, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.
Which is cheaper, Seed 2.0 Code or DeepSeek V4 Flash Vision Exp?+
Seed 2.0 Code is $0.50 and DeepSeek V4 Flash Vision Exp is $0.22 per million tokens, so DeepSeek V4 Flash Vision Exp is cheaper on this metric. Seed 2.0 Code is $3.00 and DeepSeek V4 Flash Vision Exp is $0.66 per million tokens, so DeepSeek V4 Flash Vision Exp is cheaper on this metric.
Which has a larger context window, Seed 2.0 Code or DeepSeek V4 Flash Vision Exp?+
Neither model has a larger sourced context window in this comparison. Seed 2.0 Code is — and DeepSeek V4 Flash Vision Exp is 1,049K.
Which performs better in benchmarks, Seed 2.0 Code or DeepSeek V4 Flash Vision Exp?+
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 DeepSeek V4 Flash Vision Exp be self-hosted?+
DeepSeek V4 Flash Vision Exp is the only model in this pair currently marked as self-hostable. Seed 2.0 Code is not marked open weight; DeepSeek V4 Flash Vision Exp is open weight.
Can Seed 2.0 Code and DeepSeek V4 Flash Vision Exp understand images?+
Seed 2.0 Code is not documented with image input; DeepSeek V4 Flash Vision Exp is documented with image input. This reflects supported input modalities, not vision quality.
Which can generate longer answers, Seed 2.0 Code or DeepSeek V4 Flash Vision Exp?+
Neither has a larger sourced maximum output. Seed 2.0 Code is — and DeepSeek V4 Flash Vision Exp is 393K.
Do Seed 2.0 Code and DeepSeek V4 Flash Vision Exp support reasoning and tool use?+
Seed 2.0 Code: reasoning and tool calling. DeepSeek V4 Flash Vision Exp: 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 DeepSeek V4 Flash Vision Exp?+
Seed 2.0 Code has 1 sourced provider route; DeepSeek V4 Flash Vision Exp has 3, so DeepSeek V4 Flash Vision Exp has broader tracked availability.
Which offers better value, Seed 2.0 Code or DeepSeek V4 Flash Vision Exp?+
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.