# BotMan AI Uses Knowledge Graphs for Legacy Modernization

> BotMan AI uses knowledge graphs to rebuild legacy systems without manual code translation.
- Title: BotMan AI Uses Knowledge Graphs for Legacy Modernization
- Summary: BotMan AI uses knowledge graphs to rebuild legacy systems without manual code translation. BotMan AI uses knowledge graphs to map application dependencies…
- Keywords: botman ai, knowledge graphs, legacy modernization, ai migration, delphi, visual basic, oracle forms, neo4j, technology, enterprise, BotMan, Uses
- Source: SiliconANGLE — https://siliconangle.com/2026/10/11/botman-ai-uses-knowledge-graphs-for-legacy-modernization-neo4jdatatoknowledge
- Author: Devony Hof
- Published: 2026-10-12T01:46:26+00:00
- Read time: 1 min
- Topics: botman ai, knowledge graphs, legacy modernization, ai migration, delphi, visual basic, oracle forms, neo4j, technology, enterprise
## Legacy modernization challenge
Legacy modernization requires understanding how an application’s code, data and business rules fit together before rebuilding it.
## BotMan AI's approach
BotMan AI uses an ai-powered migration pipeline that maps an application’s dependencies, business logic and data models in a knowledge graph.
## Alejandro D’Andrea's insight
Intelligence is not the problem anymore. The problem is context. You have to explain to the agent everything it needs to understand how to do a particular task.

> Intelligence is not the problem anymore, "the problem is context. You have to explain to the agent everything it needs to understand [how] to do a particular task. What if you didn’t have to explain that? What if it already knew all that you know? That’s the key now."
## Knowledge graphs for modernization
BotMan AI uses knowledge graphs to represent how an application’s components and business rules relate to one another.
## Autonomous migration process
It’s basically migrating from an old code base, delphi, visual basic, oracle forms, and rewriting that same system into a new architecture.
## Reusable business context
Mapping relationships when information enters the system reduces discovery work for subsequent queries.
## Entity linking for context
An entity for us will be a person, a project or a product. It will look you up, see all connections and figure out where information fits.
## Key takeaway

BotMan AI uses knowledge graphs to map application dependencies and business rules for autonomous legacy modernization.