EO

Etinosa Ogbevoen

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EO

Etinosa Ogbevoen

Frontend Engineer

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AI Email Automation

An AI platform that classifies email intent and automates CRM workflows, with a reliability layer.

AILLMAutomation
activePrivate · NDA
AI Email Automation

Overview

An AI-powered email management and workflow automation platform that reads incoming email intent and routes requests straight into CRM workflows, replacing manual triage. The core of the work is an AI reliability layer: structured prompting, output validation, confidence-based routing, and fallback behavior, so malformed or hallucinated model responses never reach downstream CRM systems. Built on the Vercel AI SDK (Gemini).

Features

Classifies incoming email intent and routes requests into CRM workflows automatically

AI reliability layer: structured prompting, output validation, confidence-based routing, and fallback

Agent dashboard for reviewing, monitoring, and overriding AI decisions

Provider-agnostic LLM integration on the Vercel AI SDK (Gemini): swappable without rewrites

Key Engineering Decisions

1

Treated an LLM as an unreliable dependency and built validation + fallback so bad output never reaches the CRM

2

Replaced manual email triage with confidence-based automated routing

3

Kept a human in the loop with an override dashboard rather than a black box

Tech Stack

ReactTypeScriptVercel AI SDKGeminiNode.js

Project Info

Author

Etinosa Ogbevoen

Status

active

Category

AI