--- title: "Scaling AI in financial services: 7 steps to governance and architecture" url: https://daily.dev/posts/scaling-ai-in-financial-services-7-steps-to-governance-and-architecture-mmuozngyr source_url: https://www.elastic.co/blog/scaling-ai-financial-services-governance-architecture type: article source: "elastic" published: 2026-06-01T18:38:29.442Z updated: 2026-06-07T17:50:34.200Z tags: ["observability", "elk", "agentic-ai", "ai-governance"] reading_time: 6 upvotes: 1 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Scaling AI in financial services: 7 steps to governance and architecture **[elastic](https://daily.dev/sources/elastic)** · 6 min read · 1 upvotes · 0 comments ## Summary Financial services organizations face a widening gap between AI ambition and enterprise execution. The core barrier is not the AI model itself but the data foundation: fragmented, siloed, and untrustworthy data. Drawing on insights from IDC, Microsoft, Kyndryl, and Elastic, seven steps are outlined for scaling AI responsibly: building a trusted data foundation, embedding governance into workflows, unifying observability, adopting agentic AI with guardrails, consolidating search and security on a single platform, fostering cross-functional collaboration, and partnering with ecosystem vendors. Key stats include 42% of financial services firms planning to significantly increase AI agent spending in 2026, and a case study where a unified observability approach reduced incidents by ~5,000 annually with 90% of past outages deemed preventable. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Why financial AI projects fail and how to scale](https://daily.dev/posts/why-financial-ai-projects-fail-and-how-to-scale-imgqk7bxq) · elastic · 1 upvotes · 0 comments - [Building trusted agentic AI in financial services: From data to autonomous action](https://daily.dev/posts/building-trusted-agentic-ai-in-financial-services-from-data-to-autonomous-action-pc9tqxd43) · elastic · 1 upvotes · 0 comments - [Data readiness for agentic AI in financial services](https://daily.dev/posts/data-readiness-for-agentic-ai-in-financial-services-fj7284eus) · MIT Technology Review · 1 upvotes · 0 comments --- Tags: [#observability](https://daily.dev/tags/observability), [#elk](https://daily.dev/tags/elk), [#agentic-ai](https://daily.dev/tags/agentic-ai), [#ai-governance](https://daily.dev/tags/ai-governance) [View this post on daily.dev](https://daily.dev/posts/scaling-ai-in-financial-services-7-steps-to-governance-and-architecture-mmuozngyr)