Freelance servicellmoptimization

LLM optimization consulting

Help companies implement speculative decoding to speed up their language models.

Why now

As LLMs move to production, performance optimization becomes critical but expertise is scarce.

Who for
AI engineering teams
Business model
Consulting fees
Effort
A few weeks

Companies deploying large language models face slow response times and high compute costs. Speculative decoding can dramatically improve both but requires specialized knowledge.

Offer consulting to analyze models and implement optimization techniques. Provide benchmarks and ongoing tuning services.

Startups running their own models would pay for measurable performance gains. Offer success-based pricing.

Start with audits and recommendations. Build automation tools later.

The risk is techniques becoming standardized and automated quickly.

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LLM optimization consulting — Ideas