Gemini 3.8 Flash Cyber vs Llama 3.1 405B

This comparison does not currently contain a protocol-matched coding benchmark for both Gemini 3.8 Flash Cyber and Llama 3.1 405B, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.

Neither model has a directly sourced input price in this comparison. Neither model has a directly sourced output price in this comparison.

Neither model has a larger sourced context window in this comparison. Gemini 3.8 Flash Cyber is — and Llama 3.1 405B is 131K.

There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.

Llama 3.1 405B is the only model in this pair currently marked as self-hostable. Gemini 3.8 Flash Cyber is not marked open weight; Llama 3.1 405B is open weight.

Gemini 3.8 Flash Cyber is not documented with image input; Llama 3.1 405B is not documented with image input. This reflects supported input modalities, not vision quality.

Neither has a larger sourced maximum output. Gemini 3.8 Flash Cyber is — and Llama 3.1 405B is —.

Gemini 3.8 Flash Cyber: reasoning. Llama 3.1 405B: none of these features are definitively sourced. Feature support does not establish relative quality.

Gemini 3.8 Flash Cyber has 0 sourced provider routes; Llama 3.1 405B has 1, so Llama 3.1 405B has broader tracked availability.

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.