Use AI to perform Technology Spread analysis across the application portfolio

Overview

Technology Spread analysis — the aggregation of application-technology adoption data to produce adoption concentration, hidden ubiquity, and strategic leverage point views of the portfolio — is exactly the kind of multi-dimensional, cross-inventory analytical task that AI tools perform well when the underlying data is well-structured and the semantic identifier connections between inventory types are consistent. A Technology Spread query that would require complex spreadsheet formulas, pivot tables, and manual aggregation across multiple files is answerable by a capable AI model in seconds when the Technologies Inventory family and the Applications Inventory are loaded together as a connected data graph.

Best Practice

Perform Technology Spread analysis as a standard AI-assisted governance output at each annual rationalization review cycle and whenever significant technology lifecycle or disposition changes warrant an interim analysis. Standard Technology Spread queries to run against the connected inventory data include: adoption concentration by technology — rank all technologies in each inventory type by the number of applications that depend on them, filtered to technologies with specific Rationalization Postures or Strategic Dispositions; business criticality exposure by technology — for each technology, sum the business criticality scores of all dependent applications to produce a portfolio-wide impact score for each technology lifecycle or disposition decision; Strategic Disposition cascade analysis — for all technologies with Move-Away or Avoid Strategic Dispositions, identify all dependent applications and generate a list of the applications that will need to be migrated as the technology moves through its deprecation pipeline; and hidden ubiquity discovery — identify technologies that are referenced in more application records than their Adoption Concentration attribute currently reflects, surfacing Technologies Inventory records whose Technology Spread data is out of date.

Benefit(s)

AI-performed Technology Spread analysis produces the cross-portfolio intelligence that governance decisions require at a pace that manual analysis cannot match. Adoption concentration analysis that would require hours of manual spreadsheet work is available in minutes from an AI query. Hidden ubiquity discoveries that manual analysis would miss because they require aggregating data across dozens of application records are surfaced routinely by AI analysis that processes the full portfolio simultaneously. And the Technology Spread outputs are reproducible — the same queries run against updated inventory data at each governance cycle produce comparable results that support trend analysis and progress measurement.