DeepSeek
DeepSeek-R1
Classic open reasoning model for transparent math, coding, and deliberate problem solving
- Context
- 128K
- Max output
- 32.8K
- Input / 1M
- $0.70
- Output / 1M
- $2.50
- Output speed
- —
Accepts
- Text input
Produces
- Text output
AI model comparison
Compare recorded price, context, output limits, speed, latency, capabilities, and input/output support. Every missing value stays visible, and unsourced benchmarks are excluded.
This DeepSeek-R1 vs Llama 3.1 405B comparison is designed for teams choosing between two production model records, not for declaring a universal winner. DeepSeek-R1 by DeepSeek currently records 128K context, 32.8K maximum output, $0.70 input per 1M tokens, $2.50 output per 1M tokens. Llama 3.1 405B by Meta records 128K context, 4.1K maximum output, $3.50 input per 1M tokens, $3.50 output per 1M tokens, 30 t/s recorded output speed, 0.70s recorded time to first token. The tables below separate documented capabilities, commercial limits, directory measurements, and source-linked benchmark evidence so you can see where the data is complete and where independent testing is still required.
DeepSeek
Classic open reasoning model for transparent math, coding, and deliberate problem solving
Accepts
Produces
Meta
Meta's largest open-weights model, competitive with frontier closed models.
Accepts
Produces
At a glance
This is a directional summary of the values recorded in this directory—not a universal quality verdict. Test the finalists on your own prompts before committing.
Where DeepSeek-R1 leads in recorded data
Where Llama 3.1 405B leads in recorded data
No complete recorded factor currently favors this model. That does not establish lower real-world quality.
Context capacity
Higher listed limit
DeepSeek-R1:128K
Llama 3.1 405B:128K
Same recorded value
Maximum output
Higher listed limit
DeepSeek-R1:32.8K
Llama 3.1 405B:4.1K
DeepSeek-R1
Input price
Lower recorded price
DeepSeek-R1:$0.70
Llama 3.1 405B:$3.50
DeepSeek-R1
Output price
Lower recorded price
DeepSeek-R1:$2.50
Llama 3.1 405B:$3.50
DeepSeek-R1
Output speed
Higher recorded throughput
DeepSeek-R1:—
Llama 3.1 405B:30 t/s
No complete comparison
Time to first token
Lower recorded latency
DeepSeek-R1:—
Llama 3.1 405B:0.70s
No complete comparison
Intelligence Index
Higher directory index
DeepSeek-R1:—
Llama 3.1 405B:74.0
No complete comparison
Evidence
A score appears only when both records include a verified source. It is not treated as a universal ranking.
Specifications
| Specification | DeepSeek-R1 | Llama 3.1 405B |
|---|---|---|
| Provider | DeepSeek | Meta |
| Model family | deepseek-thinking | Llama 3.1 |
| Accepted inputs | text | text |
| Produced outputs | text | text |
| Context window | 128K | 128K |
| Max output | 32.8KRecorded lead | 4.1K |
| Intelligence Index | — | 74.0 |
| Input price / 1M | $0.70Recorded lead | $3.50 |
| Output price / 1M | $2.50Recorded lead | $3.50 |
| Output speed | — | 30 t/s |
| Time to first token | — | 0.70s |
| Reasoning mode | Documented | Not documented |
| Tool calling | Documented | Documented |
| Image input | Not documented | Not documented |
| Audio input | Not documented | Not documented |
| Structured output | Not documented | Documented |
| License | Open weights | Open weights |
| Released | Jan 20, 2025 | Jul 23, 2024 |
Workload guidance
DeepSeek-R1 currently leads on larger maximum output, lower recorded input price, lower recorded output price. Llama 3.1 405B has no complete recorded factor that establishes a lead. Choose according to the constraints that matter to your workload, then run the same representative prompts against both models before making a production commitment. Neither the larger number nor the lower price is automatically the better choice: prompt quality, tool reliability, modality support, rate limits, data policy, and provider implementation can change the result. Use this page to build a shortlist, confirm current terms in the linked sources, and validate quality, latency, and cost with your own traffic.
Provenance
Prices and hosted performance can change. SyncDev records source references and clearly separates documented specifications from measured values; confirm commercial terms with the provider before deployment.
DeepSeek-R1
DeepSeek · model record and recorded source
Llama 3.1 405B
Meta · model record and recorded source
Choose any two approved model records and review them with the same evidence rules.