LLM Reference

Aquila 2 7B vs Llama 3.1 Nemotron Nano VL 8B v1

Aquila 2 7B (2023) and Llama 3.1 Nemotron Nano VL 8B v1 (2025) are compact production models from Beijing Academy of Artificial Intelligence (BAAI) and NVIDIA AI. Aquila 2 7B ships a 2k-token context window, while Llama 3.1 Nemotron Nano VL 8B v1 ships a 4k-token context window. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Llama 3.1 Nemotron Nano VL 8B v1 is safer overall; choose Aquila 2 7B when provider fit matters.

Decision scorecard

Local evidence first
SignalAquila 2 7BLlama 3.1 Nemotron Nano VL 8B v1
Best forgeneral production evaluationmultimodal apps
Decision fitGeneralVision
Context window2k4k
Cheapest output--
Provider routes0 tracked1 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Aquila 2 7B when...
  • Use Aquila 2 7B when your own prompt tests beat the comparison signals; the local data does not show a decisive standalone advantage yet.
Choose Llama 3.1 Nemotron Nano VL 8B v1 when...
  • Llama 3.1 Nemotron Nano VL 8B v1 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Llama 3.1 Nemotron Nano VL 8B v1 has broader tracked provider coverage for fallback and route flexibility.
  • Llama 3.1 Nemotron Nano VL 8B v1 uniquely exposes Vision and Multimodal in local model data.
  • Local decision data tags Llama 3.1 Nemotron Nano VL 8B v1 for Vision.

Monthly cost at traffic

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

Aquila 2 7B

Unavailable

No complete token price in local provider data

Llama 3.1 Nemotron Nano VL 8B v1

Unavailable

No complete token price in local provider data

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

Switch friction

Aquila 2 7B -> Llama 3.1 Nemotron Nano VL 8B v1
  • No overlapping tracked provider route is sourced for Aquila 2 7B and Llama 3.1 Nemotron Nano VL 8B v1; plan for SDK, billing, or endpoint changes.
  • Llama 3.1 Nemotron Nano VL 8B v1 adds Vision and Multimodal in local capability data.
Llama 3.1 Nemotron Nano VL 8B v1 -> Aquila 2 7B
  • No overlapping tracked provider route is sourced for Llama 3.1 Nemotron Nano VL 8B v1 and Aquila 2 7B; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Vision and Multimodal before moving production traffic.

Specs

Specification
Released2023-11-022025-03-01
Context window2k4k
Parameters7B8B
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryLlama 3 Community
OpennessProprietaryOpen weights
WeightsNot releasedUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff--

Pricing and availability

Pricing attributeAquila 2 7BLlama 3.1 Nemotron Nano VL 8B v1
Input price--
Output price--
Providers-

Pricing not yet sourced for either model.

Capabilities

CapabilityAquila 2 7BLlama 3.1 Nemotron Nano VL 8B v1
VisionNoYes
MultimodalNoYes
ReasoningNoNo
JSON / Tool useNoNo
Structured outputsNoNo
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Continue comparing

Last reviewed: 2026-05-19. Data sourced from public model cards and provider documentation.