# Four pillars of agentic AI success

DevFeed: [Four pillars of agentic AI success](<https://devfeed.tech/articles/four-pillars-of-agentic-ai-success-33589.md>)

Original publisher: [Read original article](<https://blog.scottlogic.com/2026/07/29/four-pillars-of-agentic-ai-success.html>)

Author: Simon Sear

Published: 2026-07-29T15:47:00Z

Content type: article

Language: en

Sources: [Scott Logic](<https://devfeed.tech/sources/scott-logic.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Software Engineering](<https://devfeed.tech/topics/software-engineering.md>), [data](<https://devfeed.tech/topics/data.md>), [legacy](<https://devfeed.tech/topics/legacy.md>), [systems](<https://devfeed.tech/topics/systems.md>), [context](<https://devfeed.tech/topics/context.md>)

Tags: [accessibility](<https://devfeed.tech/tags/accessibility.md>), [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-accelerated-development](<https://devfeed.tech/tags/ai-accelerated-development.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [context](<https://devfeed.tech/tags/context.md>), [data](<https://devfeed.tech/tags/data.md>), [data-architecture](<https://devfeed.tech/tags/data-architecture.md>), [data-governance](<https://devfeed.tech/tags/data-governance.md>), [data-strategy](<https://devfeed.tech/tags/data-strategy.md>), [delivery](<https://devfeed.tech/tags/delivery.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [governance](<https://devfeed.tech/tags/governance.md>), [legacy](<https://devfeed.tech/tags/legacy.md>), [legacy-modernisation](<https://devfeed.tech/tags/legacy-modernisation.md>), [software-engineering](<https://devfeed.tech/tags/software-engineering.md>), [systems](<https://devfeed.tech/tags/systems.md>)

## AI overview

This article argues that organizations need strong foundations before scaling agentic AI. It identifies four pillars: modernizing legacy systems, building reliable data foundations and architecture, managing governance and risk, and democratizing access to data.

## Source excerpt

Everyone is talking about agentic AI. That's not surprising. The promise is huge: AI agents that can plan, reason, use tools, work across systems and get real work done. In software engineering, that could mean faster delivery and better quality. In operations, it could mean complex processes moving with less manual effort, fewer handovers and better decisions.