I will audit and improve your ai agent or rag application


About this gig
Is your AI agent or RAG application producing inconsistent answers, high costs, slow responses, or unclear failures?
I will perform a senior-level technical audit and deliver a prioritized, practical improvement plan.
I review prompts, model selection, tool calls, retrieval quality, memory, orchestration, latency, token usage, error handling, observability, security risks, and production readiness.
You will receive findings ranked by impact, specific recommendations, architecture and RAG improvements, cost and latency optimization, and a written action plan your engineering team can implement.
I have built end-to-end AI products, agents, SaaS and MVP systems, plus an internal observability platform that inspects AI traffic, reconstructs agent behavior, and evaluates what the agent did, how well it performed, and where it failed.
Ideal for founders and engineering teams with an AI prototype or production system that needs an experienced, practical review. Please message me before ordering if your system is complex.
Get to know Naftali R
AI Agent and Software Architect
- FromIsrael
- Member sinceNov 2022
Languages
English, Hebrew
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FAQ
What do you need from me to start the audit?
Please share a system overview, architecture or flow diagram, current pain points, sample outputs, and any non-sensitive logs or metrics available.
Will you change my production system?
No. This Gig is an expert audit and improvement plan. I will not modify production unless we agree on a separate implementation scope.
