{"id":69810,"date":"2026-04-22T16:40:45","date_gmt":"2026-04-22T14:40:45","guid":{"rendered":"https:\/\/cronuts.digital\/ai-automated-reporting\/"},"modified":"2026-04-25T14:19:15","modified_gmt":"2026-04-25T12:19:15","slug":"ai-automated-reporting","status":"publish","type":"page","link":"https:\/\/cronuts.digital\/en\/ai-products\/ai-automated-reporting\/","title":{"rendered":"AI Automated Reporting"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>AI-generated executive reports from GA4, Ads, CRM and HubSpot. Business narrative, not tables. 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For additional sources (own data warehouse, ERP, vertical tools) we use middleware via Fivetran, Stitch or custom API connectors.<\/p>\"}},{\"@type\":\"Question\",\"name\":\"How is data accuracy ensured in the narrative?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>Three layers: (1) <strong>auditable data layer<\/strong> before generating narrative (cross-source validation, gap alerts), (2) <strong>inline citation<\/strong> of each number (which query, which source, which date) and (3) <strong>automatic QA<\/strong> that detects inconsistencies between paragraphs. The AI never invents data: if a metric is missing, it states so explicitly.<\/p>\"}},{\"@type\":\"Question\",\"name\":\"What real savings does it deliver for a leadership team?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>Average savings are <strong>4-8 hours per week per executive<\/strong> currently spent compiling data and building reports. 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Data is processed on European infrastructure, with in-transit and at-rest encryption, configurable retention and right to erasure. PII and sensitive financial data are redacted before sending to the LLM. For regulated sectors (health, finance) we deploy in client VPC with self-hosted LLMs.<\/p>\"}},{\"@type\":\"Question\",\"name\":\"Where is the report delivered?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>Multi-channel: <strong>executive Slack channel, formatted HTML email, updated Notion page, Board PDF and Drive\/Confluence archive<\/strong>. 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