LLM Reference

Code Davinci 001 vs DeepSeek R1 Distill Llama 70B

Code Davinci 001 (2021) and DeepSeek R1 Distill Llama 70B (2025) compare a coding-specialized model against a standalone API model. Code Davinci 001 ships a not-yet-sourced context window, while DeepSeek R1 Distill Llama 70B ships a 128k-token context window. This page treats the result as workflow and deployment fit, not a universal model winner.

Treat this as a product-type comparison: Code Davinci 001 is coding-specialized model, while DeepSeek R1 Distill Llama 70B is standalone API model. Choose based on workflow fit before reading any benchmark or price row as decisive.

Decision scorecard

Local evidence first
SignalCode Davinci 001DeepSeek R1 Distill Llama 70B
Product typeCoding-specialized modelStandalone API model
Best forcustom coding agents and code generationreasoning-heavy apps and provider-routed production
Decision fitCodingRAG, Long context, and Classification
Context window128k
Cheapest output-$1.05/1M tokens
Provider routes0 tracked5 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Code Davinci 001 when...
  • Local decision data tags Code Davinci 001 for Coding.
Choose DeepSeek R1 Distill Llama 70B when...
  • DeepSeek R1 Distill Llama 70B has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • DeepSeek R1 Distill Llama 70B has broader tracked provider coverage for fallback and route flexibility.
  • DeepSeek R1 Distill Llama 70B uniquely exposes Reasoning and Structured outputs in local model data.
  • Local decision data tags DeepSeek R1 Distill Llama 70B for RAG, Long context, and Classification.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Code Davinci 001

Unavailable

No complete token price in local provider data

DeepSeek R1 Distill Llama 70B

$543

Cheapest tracked route/tier: Arcee AI

Cost delta unavailable until both models have sourced input and output token prices.

Switch friction

Code Davinci 001 -> DeepSeek R1 Distill Llama 70B
  • No overlapping tracked provider route is sourced for Code Davinci 001 and DeepSeek R1 Distill Llama 70B; plan for SDK, billing, or endpoint changes.
  • DeepSeek R1 Distill Llama 70B adds Reasoning and Structured outputs in local capability data.
DeepSeek R1 Distill Llama 70B -> Code Davinci 001
  • No overlapping tracked provider route is sourced for DeepSeek R1 Distill Llama 70B and Code Davinci 001; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Reasoning and Structured outputs before moving production traffic.

Specs

Specification
Released2021-07-012025-01-20
Context window128k
Parameters70B
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryMITOSI-approved
OpennessProprietaryOpen source
WeightsNot releasedUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff-2023-12

Pricing and availability

Pricing attributeCode Davinci 001DeepSeek R1 Distill Llama 70B
Input price-$0.35/1M tokens
Output price-$1.05/1M tokens
Providers-

Capabilities

CapabilityCode Davinci 001DeepSeek R1 Distill Llama 70B
VisionNoNo
MultimodalNoNo
ReasoningNoYes
JSON / Tool useNoNo
Structured outputsNoYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Continue comparing

Last reviewed: 2026-06-29. Data sourced from public model cards and provider documentation.