I will design an evaluation and scoring model for your ai

L
lpengdev
L
lpengdev
Leo P.

About this gig

If you're building or using an AI application, how do you actually know it's working well? I help define what "good" looks like and build the framework to measure it.


I design evaluation frameworks for AI outputs (LLM responses, generated content, model predictions, etc.), including:


  1. Defining clear success criteria and scoring rubrics
  2. Building weighted scoring models (in spreadsheet or structured format)
  3. Designing test sets / sample cases to evaluate against
  4. Identifying failure modes and edge cases
  5. Translating vague quality goals ("make it sound better") into measurable criteria


This is ideal for teams evaluating prompts, comparing model outputs, QA-ing AI-generated content, or building internal quality benchmarks.

Not sure what tier fits? Message me first this work is scoped to your specific use

Get to know Leo P.

Leo P.

Engineering and Arhictect

  • FromUnited States
  • Member sinceJul 2026
  • Avg. response time1 hour
  • Languages

    English, Chinese
I build secure, high-performance applications with a focus on secure access, authentication, and compliance. I architect and engineer LLM-based diagnostics to improve reliability, intelligence, and operational efficiency. My expertise includes automation, data modeling, and developing secure access solutions.

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