Llama 4 8B for fastest llms
Llama 4 8B is ranked #5 on LLMDex's fastest llms ranking out of 5 models we track for this use case. Below, the specific reasons it slots where it does, and when you should reach for an alternative.
Updated
At a glance
- Rank
- #5 of 5
- Context
- 128K tokens
- Output / 1M
- Pricing not published
- Released
- Apr 2025
Why Llama 4 8B fits this task
Three things about Llama 4 8B that map directly onto what this task rewards: Runs on consumer laptops; Broad tooling support; Apache-2-adjacent permissiveness for most uses. Beyond the task-specific fit, Llama 4 8B also brings runs on consumer laptops and broad tooling support, both of which compound when the workload broadens.
The criteria this task rewards
LLMDex ranks fastest llms on 5 criteria , these are the axes the ranking uses, in priority order:
- Output tokens per second (sustained)
- Time-to-first-token
- Latency consistency under load
- Quality at speed (no garbage tokens to fill time)
- Hosting options that prioritize speed (Groq, Cerebras)
How Llama 4 8B scores on each axis
Where Llama 4 8B costs you: quality limited by size. For most teams this is acceptable on this workload, the value of the strengths above outweighs the cost. For cost-bound workloads or teams with strict latency budgets, run an eval against the next two ranked models on real data before committing.
Strengths that pay off here
- Runs on consumer laptops
- Broad tooling support
- Apache-2-adjacent permissiveness for most uses
Tracked weaknesses
- Quality limited by size
- Custom license
When to pick something else
If you can pay slightly more or accept slightly different tradeoffs, GPT-5 mini from OpenAI ranks one position higher and tends to win on the hardest cases. GPT-5's mid-tier sibling, most of the quality at a fraction of the price, ideal for high-volume production workloads.
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Other models for fastest llms
- Gemini 3 Flash for fastest llms
Google's high-speed, low-cost mid-tier with the same massive context window, popular for high-volume RAG.
Read guide - GPT-5 nano for fastest llms
OpenAI's smallest GPT-5 variant, built for ultra-low-cost classification, routing, and high-volume inference.
Read guide - Claude Haiku 4 for fastest llms
Anthropic's smallest 4-tier model, fast and cheap with the family's signature tone.
Read guide - GPT-5 mini for fastest llms
GPT-5's mid-tier sibling, most of the quality at a fraction of the price, ideal for high-volume production workloads.
Read guide
Llama 4 8B for other use cases
Direct comparisons
Frequently asked
Is Llama 4 8B good for fastest llms?
Llama 4 8B is ranked #5 on LLMDex's fastest llms list. Meta's small Llama 4, built for on-device and edge inference.How much does Llama 4 8B cost for fastest llms?
Meta has not published per-token pricing for Llama 4 8B at the time of writing.What's a cheaper alternative to Llama 4 8B for fastest llms?
Look at the full Fastest LLMs ranking for cheaper picks at lower ranks.When should I NOT use Llama 4 8B for fastest llms?
Tracked weakness: Quality limited by size. If that constraint is binding for your workload, the next-ranked model on this task is the safer pick.
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