BRAMPTON, Ontario - s4story -- Product-led-growth.com today announced a working demo of an on-demand analytics engine designed to help SaaS teams answer ad hoc business questions by converting natural-language requests into generated SQL, charts, and AI-written insights.

As SaaS companies scale, dashboards and scheduled reports often cover only the "known" questions. However, teams still face frequent on-demand questions such as "What changed this week?", "Which segment shifted?", or "What happened after a release?". Answering these questions typically requires manual data pulls, analyst effort, or new dashboards—creating delays and recurring reporting backlog.

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The new demo showcases a questions-to-answers workflow with transparency in mind. From a single question in plain English, the engine produces:

1. Generated SQL aligned to the requested metric and time range
2. Automated visualization (chart/table) to interpret results quickly
3. AI-written insights summarizing trends and potential drivers

The engine is designed for two common use cases: internal reporting for teams that need faster answers, and embedded analytics for SaaS products that want to provide self-serve reporting experiences to customers.

Product-led-growth.com is currently collecting feedback from founders and growth teams on the minimum guardrails required for production use, including SQL visibility, read-only constraints, allowlisted tables/views, query limits, and metric definition layers.

Live demo: https://reports-ai.utils.product-led-growth.com/
Video walkthrough: https://www.youtube.com/watch?v=SaHZDKbKh1I&t=238s