Tool Benchmark Index Viewer

The Tool Benchmark Index Viewer ingests numeric tool scores from CSV, JSON, or API sources and computes a composite index for cross-regional and temporal benchmarking. It normalizes inputs to a common scale, applies weights, and aggregates results to produce a time series of TBI values. Analysts can filter by region, date range, and source, then compare performance across segments. Core value lies in transforming disparate data into a single, comparable metric that supports trend analysis, anomaly detection, and portfolio benchmarking without requiring data wrangling in external systems. Use cases include evaluating SEO tool performance across markets, tracking campaign-driven changes in tool effectiveness, and validating data quality before reporting. Unique value comes from configurable weighting schemes, support for multiple data sources, and straightforward export of both aggregated and source-level results for downstream analysis. Core features include data ingestion, field mapping, normalization, weighting, aggregation, time-series views, and export. Optional features add percentile ranking and outlier handling to improve robustness. Outputs include TBI values by date-region and optional breakdowns by data source, suitable for dashboards and periodic reports.