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Generative AI & LLMs

AI Model Selection: Cost vs Quality vs Speed

How to weigh cost, quality, and speed trade-offs when choosing a model for a specific use case.

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Ajay Prajapat

Suggested mentor

Ajay Prajapat

AI Systems Architect

15+ years of experience · Ex-Apple

About mentor & skills Visit site
TechlyUpGENERATIVE AI & LLMSAI ModelSelection: Costvs Quality vsSpeedFREE WEBINAR TOPIC · VOTE
Ajay Prajapat, AI Systems Architect

innovatewithajay.com

About the suggested mentor

Ajay Prajapat

AI Systems Architect

  • 15+ years of experience
  • Ex-Apple

AI Systems Architect with 15+ years of experience, including building production GenAI systems — RAG pipelines, AI agents, prompt engineering and GenAI architecture. His sessions are hands-on: expect real workflows, live builds and honest trade-offs, not slideware.

Skills & expertise

  • AI-assisted Development
  • Full-stack Development
  • AI Agents
  • RAG & MCP
  • System Design
  • Project Reviews
  • Prompt Engineering
  • GenAI Architecture

A suggested match for this topic. The trainer and session details will be confirmed when the webinar is scheduled.

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What this session would cover

Proposed outline — the mentor finalises the agenda once this topic is scheduled.

  1. 1The trade-off between larger and smaller models
  2. 2Estimating cost per request and per month
  3. 3Measuring quality on your own task samples
  4. 4Latency requirements for different features
  5. 5Routing: using different models for different steps
  6. 6Building a simple comparison table for a decision

Who it's for

  • • Developers and product managers building AI features
  • • Teams managing AI budgets

You'd leave with

  • A model comparison method
  • A cost estimation approach
  • Criteria for model routing