GROWTH PATTERN

Building AI Usage Tracking for LlamaIndex

LlamaIndex enables AI functionality, but there's no automated tracking to celebrate when users first achieve value through AI features.

LlamaIndex

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What's Missing in Standard LlamaIndex Architecture

LlamaIndex integrates AI, but AI APIs remain unused because there's no automated tracking to celebrate when users first achieve value through AI features.

Standard LlamaIndex Flow vs Optimized Skene Flow

Standard Flow
1

User has access to LlamaIndex features

2

Features available but usage not monitored

3

No activation prompts for unused features

Skene Flow
1

Monitor LlamaIndex usage patterns and feature adoption

2

Identify users who haven't used key features

3

Trigger feature discovery emails with examples and use cases

4

Track feature adoption and send advanced usage guides

Visual comparison of the flows:

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How Skene Fixes This

This Skene configuration tracks LlamaIndex AI API calls and identifies users who haven't used AI features. It automatically triggers discovery emails with examples and use cases to drive adoption.

Implementation Comparison

Using Skene Infrastructure

Install via Prompt

cursor.mdc
@task: Initialize Skene.
@action: Analyze my local code, validating subscription via `npx skene login`, and generate `skene.config.ts` to implement the AI Activation pattern for LlamaIndex.

Copy Skene Prompt for Cursor

Generated skene.config.ts

skene.config.ts
// skene.config.ts - The Automated Way
import { defineLoop } from '@skene/sdk';

export default defineLoop({
  type: 'retention',
  opinion: 'Detect dormant users and trigger personalized re-engagement campaigns',
  steps: [
    {
      trigger: {
        type: 'schedule',
        cron: '0 9 * * *' // Daily at 9 AM
      },
      condition: {
        type: 'query',
        query: `SELECT * FROM users WHERE last_activity_at < NOW() - INTERVAL '7 days' AND re_engagement_sent = false`,
        timeout: '10m'
      },
      action: {
        type: 'email',
        provider: 'resend',
        template: 're_engagement',
        personalization: {
          name: '{{user.name}}',
          lastActivity: '{{user.last_activity_at}}'
        }
      }
    }
  ],
  recovery: {
    retries: 3,
    backoff: 'exponential'
  }
});

Frequently asked questions