STEFANO ROMELEV8.8.8
MODULE_ID: AI_EVAL
EVALUATION MATRIX

AI EVAL

Task automation matrix that scores repetitiveness, business criticality, creativity, complexity, and business value to prioritize AI opportunities.

STACK

LLM scoring + Trigger.dev

BUILD TIME

Iterative

STATUS

LIVE

ROLE

Solo build

OUTCOME

Comparable automation scores across tasks and areas.

System Overview

STATUS: ACTIVE

Problem Statement

Product and operations teams often have dozens of recurring tasks but no consistent framework to decide what should be automated first. Priority is frequently set by intuition, creating high effort with unclear ROI.

Technical Solution

AI Eval captures task metadata and runs a Trigger.dev orchestration that scores each task across key dimensions, then visualizes results in an interactive matrix with filtering and drill-down details.

AI Implementation Strategy

The system uses focused prompt stages to evaluate each dimension independently, then merges normalized scores into a single decision surface so teams can identify quick wins, high-impact bets, and tasks requiring human creativity.

Core Capabilities

SYS.CAPABILITIES
  • Multi-axis scoring: Evaluates repetitiveness, business criticality, creativity, automation complexity, and business value per task.
  • Opportunity matrix: Maps tasks to a scatter view so teams can compare effort vs expected impact at a glance.
  • Interactive filters: Supports filtering by area and score ranges to isolate realistic automation candidates.
  • Task-level insights: Expands each point into contextual guidance, including market tools and build workflow recommendations.

Screenshot / Demo

SYS.VISUAL
AI Eval task automation matrix with score filters and detailed task panel
View larger

AI Eval task automation matrix with score filters and detailed task panel