Analytical AI Digest of Strategic Management

Development of a "cross-analytics" system that automatically consolidates data from various corporate sources, conducts intelligent processing using AI, and provides the manager with a concise daily report on the state of the business.

Challenge:
The company's management was forced to spend hours manually collecting reports from various CRMs, accounting systems, and marketing services. The process was fragmented, making it difficult to quickly identify risks and make strategic decisions.

My solution:
I built a centralized automation and analytics system:

Data aggregation: I set up cross-integration (Make) to collect "raw" data from several independent systems via API.

Intelligent analysis (AI): Instead of simply copying numbers, I added a processing stage with an AI model (GPT/Claude). The AI analyzes the dynamics of indicators, compares them with planned values, and identifies potential risks or deviations.

Automated digest: I created logic that automatically generates a concise, structured report in Telegram every day at 08:00. It contains only the key figures and AI conclusions necessary for decision-making.

Technology stack:

Make (Integromat)

OpenAI API / Claude API (AI Intelligence)

REST API (Data fetching)

Telegram Bot API (Reporting)

Result:

Focus on the main: The manager receives a complete picture of the company's status in one message in 1 minute instead of hours of waiting for reports.

Proactivity: Thanks to AI risk assessment, the system highlights "red zones" that require immediate attention.

Efficiency: Complete abandonment of manual report preparation — the process has become autonomous and error-free.