LLM Evaluation Framework by Sergiu NicoaraLLM Evaluation Framework by Sergiu Nicoara
LLM Evaluation FrameworkSergiu Nicoara
Cover image for LLM Evaluation Framework
I build evaluation infrastructure that tells you whether your AI system actually works — before it fails in production.
What you get:
LLM-as-a-Judge harness with golden datasets and multi-metric scoring
RAGAS integration: faithfulness, relevancy, factuality, context recall
Regression logging with score delta tracking across runs
Prompt injection detection (5 taxonomies) and PII redaction guardrails
HITL safety gates and output moderation
OpenTelemetry instrumentation + Jaeger trace visibility
Built for teams who need confidence in their LLM outputs, not just vibes.
FAQs

Starting at$3,500
Duration2 weeks
Tags
FastAPI
Google Cloud Platform
LangChain
OpenAI
Python
Redis
Machine Learning
LangFuse
LangSmith
Service provided by
Sergiu Nicoara Timișoara, Romania
LLM Evaluation FrameworkSergiu Nicoara
Starting at$3,500
Duration2 weeks
Tags
FastAPI
Google Cloud Platform
LangChain
OpenAI
Python
Redis
Machine Learning
LangFuse
LangSmith
Cover image for LLM Evaluation Framework
I build evaluation infrastructure that tells you whether your AI system actually works — before it fails in production.
What you get:
LLM-as-a-Judge harness with golden datasets and multi-metric scoring
RAGAS integration: faithfulness, relevancy, factuality, context recall
Regression logging with score delta tracking across runs
Prompt injection detection (5 taxonomies) and PII redaction guardrails
HITL safety gates and output moderation
OpenTelemetry instrumentation + Jaeger trace visibility
Built for teams who need confidence in their LLM outputs, not just vibes.
FAQs

$3,500