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Local LLMs26 October 20265 min read

Local LLM vs cloud AI: cost, privacy and latency compared

The honest answer to “local or cloud?” is a comparison you do with your own numbers. Here is how to set it up, so you do not rely on anyone else’s claims.

In this post
  1. Cost: compare the whole bill
  2. Privacy
  3. Latency
  4. How to compare
  5. Sources and further reading

Cost: compare the whole bill

  • Cloud: price per token or request, times your expected volume, plus any minimum commitments.
  • Local: hardware, power, hosting, staff time to run and patch it, and the cost of replacing it.
  • A local deployment pays off when use is steady and high; a cloud service often wins when use is low or spiky.

Privacy

  • Local keeps prompts and documents inside your boundary.
  • Cloud can still meet strict needs through contracts and regional options; read the terms.

Latency

  • Local removes a network round trip but is limited by your hardware.
  • Cloud offers more powerful models but adds network time and can queue under load.

How to compare

  1. Pick a realistic task and 50 real examples.
  2. Run both options and score quality.
  3. Measure time to first token and total time.
  4. Cost out a month of expected use for each.

Sources and further reading

  1. IICTP. Local LLM Practitioner credential page. iictp.org/certifications/llmp.

IICTP is a new independent credential and is not ISO/IEC 17024 accredited.

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