DeepSeek V4 Pro vs Stable Diffusion 3.5 Medium
At a Glance
| Compare |  DeepSeek V4 ProDeepSeek |  Stable Diffusion 3.5 MediumStability AI |
|---|---|---|
| Intelligence, Cost, and Efficiency | ||
| IntelligenceHigher is better · MM Intelligence v2.5 | #28 of 4655.3 score · 2/3 sources · provisional · missing ARC-AGI-2 · full-core range 36.9–70.2 | UnrankedNot in the 46-model eligible cohort |
| CostLower is better · Published-token output estimate | #10 of 44$0.054 per LiveBench case | UnrankedNot in the 44-model eligible cohort |
| EfficiencyHigher is better · MM Efficiency v1.5 | #12 of 3858.4 score · 2/3 sources · provisional · missing ARC-AGI-2 · full-core range 49.2–65.9 | UnrankedNot in the 38-model eligible cohort |
| Pricing and Limits | ||
| Input priceFrom · USD / 1M tokens | $0.66DeepSeek ↗ · Sep 2, 2026 | Not reported |
| Output priceFrom · USD / 1M tokens | $1.5441Openrouter ↗ · Aug 28, 2026 | Not reported |
| Context windowMaximum documented tokens | 1,049K | 0K |
| Model facts checked | Aug 28, 2026View model evidence → | Aug 28, 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 | DeepSeek-V4-Pro | stable-diffusion-3.5-medium |
|---|---|---|
| Developer | DeepSeek | Stability AI |
| Family | Deepseek V4 Pro | Stable Diffusion 3 5 Medium |
| Model | DeepSeek-V4-Pro | stable-diffusion-3.5-medium |
| Version | DeepSeek-V4-Pro | stable-diffusion-3.5-medium |
| Lifecycle | active | active |
| Released | 2026-04-24 | 2024-10-29 |
| Knowledge cutoff | Unknown | Unknown |
| Input modalities | Text | Text |
| Output modalities | Text | Image |
| Context window | 1,049K | 0K |
| Total parameters | 1.6T | 2.5B |
| Active parameters | 49B | Unknown |
| License | mit | other |
| Open weights | Yes | Yes |
| API available | Yes | Yes |
| Self-hostable | Yes | Yes |
| Provider access | DeepSeek (Standard), Deepinfra (Standard), Fireworks Ai (Standard), Hugging Face (Standard), Openrouter (Standard), Together Ai (Standard) | Hugging Face (Standard), Stability AI (Pay as you go) |
| Capabilities | chat, generation, reasoning | generation |
DeepSeek V4 Pro Capabilities
Stable Diffusion 3.5 Medium Capabilities
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|---|---|---|---|
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Primary Evidence
Sources and Freshness
Questions
DeepSeek V4 Pro vs Stable Diffusion 3.5 Medium FAQs
Is DeepSeek V4 Pro or Stable Diffusion 3.5 Medium better for coding?+
This comparison does not currently contain a protocol-matched coding benchmark for both DeepSeek V4 Pro and Stable Diffusion 3.5 Medium, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.
Which is cheaper, DeepSeek V4 Pro or Stable Diffusion 3.5 Medium?+
Only DeepSeek V4 Pro has a directly sourced input price: $0.66 per million tokens. Only DeepSeek V4 Pro has a directly sourced output price: $1.5441 per million tokens.
Which has a larger context window, DeepSeek V4 Pro or Stable Diffusion 3.5 Medium?+
DeepSeek V4 Pro has the larger sourced context window. DeepSeek V4 Pro supports 1,049K and Stable Diffusion 3.5 Medium supports 0K.
Which performs better in benchmarks, DeepSeek V4 Pro or Stable Diffusion 3.5 Medium?+
There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.
Can DeepSeek V4 Pro or Stable Diffusion 3.5 Medium be self-hosted?+
Both models have the same recorded self-hosting status: supported. DeepSeek V4 Pro is open weight; Stable Diffusion 3.5 Medium is open weight.
Can DeepSeek V4 Pro and Stable Diffusion 3.5 Medium understand images?+
DeepSeek V4 Pro is not documented with image input; Stable Diffusion 3.5 Medium is not documented with image input. This reflects supported input modalities, not vision quality.
Which can generate longer answers, DeepSeek V4 Pro or Stable Diffusion 3.5 Medium?+
Neither has a larger sourced maximum output. DeepSeek V4 Pro is — and Stable Diffusion 3.5 Medium is —.
Do DeepSeek V4 Pro and Stable Diffusion 3.5 Medium support reasoning and tool use?+
DeepSeek V4 Pro: reasoning. Stable Diffusion 3.5 Medium: none of these features are definitively sourced. Feature support does not establish relative quality.
Which is available from more inference providers, DeepSeek V4 Pro or Stable Diffusion 3.5 Medium?+
DeepSeek V4 Pro has 6 sourced provider routes; Stable Diffusion 3.5 Medium has 2, so DeepSeek V4 Pro has broader tracked availability.
Which offers better value, DeepSeek V4 Pro or Stable Diffusion 3.5 Medium?+
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.