o3 Paid vs 
Seed 2.1 Turbo Paid
o3 vs Seed 2.1 Turbo compared — price per token, context window, multimodality, openness and which to choose. Full 2026 breakdown.
o3 — full profile › · Seed 2.1 Turbo — full profile ›
Prices & specs refreshed from live data · olud.ai
Open-model prices = cheapest provider via OpenRouter; official maker rates may be higher.
$8 /M outputManaged API (no infra to run)
$2.5 /M outputManaged API (no infra to run)
o3 vs Seed 2.1 Turbo specs
| Spec | o3 | Seed 2.1 Turbo | Winner |
|---|---|---|---|
| Maker | OpenAI | ByteDance Seed | – |
| Type | Proprietary | Proprietary | – |
| Context window | 200K tokens | 262K tokens | |
| Input price | $2/M | $0.5/M | |
| Output price | $8/M | $2.5/M | |
| Vision / multimodal | Yes | Yes | = Tie |
| Tool / function calling | Yes | Yes | = Tie |
| Self-hostable | No (API only) | No (API only) | – |
| License | Proprietary | Proprietary | – |
Price gap & when to choose each
Seed 2.1 Turbo is ~3.2× cheaper than o3 on output tokens ($2.5 vs $8 per M tokens).
- You want frontier performance through a managed API
- You value reliability & ecosystem
- You don't want to manage infrastructure
- You want frontier performance through a managed API
- You need the longer 262K context window
- You want the lower output price
- You value reliability & ecosystem
- You don't want to manage infrastructure
Feature comparison
| Capability | o3 | Seed 2.1 Turbo |
|---|---|---|
| Open weights (downloadable) | ✗ | ✗ |
| Self-hostable | ✗ | ✗ |
| Runs fully offline | ✗ | ✗ |
| Vision / multimodal | ✓ | ✓ |
| Tool / function calling | ✓ | ✓ |
| 1M+ context window | ✗ | ✗ |
Benchmarks: o3 vs Seed 2.1 Turbo
Independent benchmark scores measured by Artificial Analysis. Higher is better (except latency).
Benchmark data by Artificial Analysis.
How o3 and Seed 2.1 Turbo score
| Criterion | o3 | Seed 2.1 Turbo |
|---|---|---|
| Cost-efficiency | 3.5 | 4.5 |
| Context window | 4.0 | 4.0 |
| Openness | 1.5 | 1.5 |
| Self-hosting | 1.0 | 1.0 |
| Multimodality | 5.0 | 5.0 |
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
o3 Paid
o3 is a well-rounded and powerful model across domains. It sets a new standard for math, science, coding, and visual reasoning tasks. It also excels at technical writing and instruction-following....
Seed 2.1 Turbo Paid
Seed 2.1 Turbo is a multimodal model from ByteDance Seed for coding and long-horizon agent workflows. It is suited for end-to-end software delivery, multi-step task execution, and understanding visual and...
Other models in these families
These variants are tracked but not compared here — one page per family keeps the comparison readable.
Frequently asked questions
o3 vs Seed 2.1 Turbo — which is cheaper?
Seed 2.1 Turbo is cheaper on output ($2.5/M vs $8/M).
Which has the larger context window?
Seed 2.1 Turbo offers the larger context window (262K tokens).
o3 vs Seed 2.1 Turbo — which should I pick in 2026?
Choose Seed 2.1 Turbo for the lower output price ($2.5/M vs $8/M). It also gives you the larger 262K context window.
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