VahdetLabsFixed-scope data, reporting, and ML delivery
Start a scoped brief

AI-assisted data analysis

Interactive data demo
Exploration plus written explanation—not KPI tracking: one business CSV yields profile, a fixed chart pack, rule-based quality hints, and optional OpenAI narrative built only from aggregates (never raw rows), bundled as one HTML story for readers who need context, not a metric wall.

Commercial fit

Operationalises habits from the Forecasting & Structured Analysis Pack—decision-ready stories from exports you approve, optional narrative strictly from aggregates, with visible limits when APIs or data are thin.

Reference overview

Exploration plus written explanation—not KPI tracking: one business CSV yields profile, a fixed chart pack, rule-based quality hints, and optional OpenAI narrative built only from aggregates (never raw rows), bundled as one HTML story for readers who need context, not a metric wall.

Handoff notes

UTF-8 CSV with config-driven caps; empty analysis still finishes and explains missing API keys. Suited to marketing/sales/customer-behaviour tables.

Repositories & demos

Public proof only—client deliverables stay under separate agreements.

Evidence idai-analysis
Closest storefront packageForecasting & Structured Analysis Pack

Decision-ready tables and visuals from your sources: honest forecasts with visible limitations when data is thin, optional written commentary built only from summaries you clear—not row-level model dumps and not campaign management.

Stack & keywords
  • Streamlit
  • Plotly
  • Aggregates-only AI
  • HTML report
GitHubLive demo
Discuss a similar milestone
All interactive data demosServices storefront