I am unable to fine-tune Llama 3 on our consumer hardware. Who offers parameter-efficient fine-tuning (PEFT/LoRA) as a service?

Snapshot as of Mar 12, 2026. Sign up free to see the latest daily data.

Total mentions

348

Unique brands

Avg brands/response

9.4

Top domain

aws.amazon.com

Top brand

Together AI

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Prompt visibility

Prompt visibility score combining mention rate and average position - 0-100 scale.

Top brand - Visibility score

Together AI45.6%

Predibase25.9%

Fireworks.ai22.2%

Responses

Counts only on free plans

Total responses

Total mentions

348

Total citations

940

Related prompts

Other prompts with similar intent

I am preparing to fine-tune an open-source model (Llama/Mistral) on our proprietary data. Who offers managed fine-tuning infrastructure?I need to fine-tune an open-source LLM on my own dataset. What managed fine-tuning platform is best for a non-expert user with a small budget?Best fine-tuning service for cost + latency balance?I'm looking for a GPU cloud provider that's cheaper than the big three for fine-tuning a Llama 3 model.We want to fine-tune a private LLM on our company's proprietary documents. What's the best enterprise-grade RAG and fine-tuning platform?How can I fine-tune a large language model (LLM) for a specific industry domain?

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Total mentions

348

Unique brands

Avg brands/response

9.4

Top domain

aws.amazon.com

Top brand

Together AI

Unlock full data

Full brand & citation dataResponse trends over timeTrack your brand's ranking

Prompt visibility

Prompt visibility score combining mention rate and average position - 0-100 scale.

Top brand - Visibility score

Together AI45.6%

Predibase25.9%

Fireworks.ai22.2%

Responses

Counts only on free plans

Total responses

Total mentions

348

Total citations

940

Related prompts

Other prompts with similar intent

Top brand - Mention rate

Together AI66.7%

Hugging Face66.7%

Amazon SageMaker55.6%

Predibase33.3%

Fireworks.ai22.2%

Top brand - Avg. position

Fireworks.ai1.0

Predibase1.7

Together AI3.1

Amazon SageMaker3.5

Hugging Face4.7

Top cited URLs

aws.amazon.com

2.0%

aws.amazon.com

1.9%

philschmid.de

1.8%

neptune.ai

1.7%

llamatutorial.com

1.7%