The Technical Architecture Behind the Solution

1. User Interaction: Marketing team member sends a question about ad performance via Telegram
2. Natural Language Processing: AI interprets the query to identify requested metrics and parameters
3. Data Retrieval: Workflow connects to the Meta Ads API to extract relevant performance data
4. Analysis & Insight Generation: AI processes the raw data and generates human-readable insights
5. Response Delivery: Insights are formatted and sent back through the conversation interface

The workflow supports questions in 85+ languages and can be configured to work with Telegram, WhatsApp, Slack, or Discord. Setup instructions are included within the workflow template, making implementation straightforward for teams with existing Meta Ads accounts.