{ "schema_version": "1.0", "slug": "agent-economy/llm-agent-finance-application-overview-2026", "source_path": "agent-economy/llm-agent-finance-application-overview-2026.md", "url": "https://finwiki.zksc.io/ja/agent-economy/llm-agent-finance-application-overview-2026/", "html_url": "https://finwiki.zksc.io/ja/agent-economy/llm-agent-finance-application-overview-2026/", "alternate_html_urls": { "ja": "https://finwiki.zksc.io/ja/agent-economy/llm-agent-finance-application-overview-2026/", "en": "https://finwiki.zksc.io/en/agent-economy/llm-agent-finance-application-overview-2026/" }, "github_url": "https://github.com/jasonhnd/finwiki/blob/main/agent-economy/llm-agent-finance-application-overview-2026.md", "raw_markdown_url": "https://finwiki.zksc.io/agent-economy/llm-agent-finance-application-overview-2026.md", "domain": "agent-economy", "title": "LLM and AI agent applications in finance · 2026-05 application surface overview", "entry_type": "wiki_entry", "frontmatter": { "title": "LLM and AI agent applications in finance · 2026-05 application surface overview", "aliases": [ "llm-agent-finance-application-overview-2026", "LLM finance applications 2026", "AI agent finance use cases 2026", "where LLMs touch finance 2026", "LLM banking insurance trading underwriting 2026" ], "domain": "agent-economy", "type": null, "created": "2026-05-25", "last_updated": "2026-07-29", "last_tended": "2026-07-29", "review_by": "2026-10-27", "confidence": "likely", "tags": [ "agent-economy", "llm", "ai-finance", "overview", "2026-event", "banking", "insurance", "trading", "kyc-aml", "fraud", "robo-advisor", "underwriting" ], "status": "active", "canonical_anchor": null, "related": [], "note": null, "sources": [ "https://www.fsb.org/wp-content/uploads/P11112024.pdf", "https://www.bis.org/publ/work1194.htm", "https://www.imf.org/en/Publications/fintech-notes", "https://www.federalreserve.gov/publications/financial-stability-report.htm", "https://www.fsa.go.jp/en/news/2024/index.html", "https://www.sec.gov/news/speech", "https://www.fca.org.uk/publications", "https://www.mas.gov.sg/news", "https://www.bloomberg.com/professional/blog/bloomberggpt/", "https://www.jpmorgan.com/technology/news/indexgpt", "https://www.goldmansachs.com/marquee/", "https://www.morganstanley.com/press-releases", "https://www.anthropic.com/customers", "https://openai.com/index/finance", "https://docs.anthropic.com/", "https://platform.openai.com/docs/models", "https://cloud.google.com/vertex-ai/generative-ai/docs/learn/models", "https://www.fsa.go.jp/en/news/2025/20250304/aidp.html", "https://www.sec.gov/rules-regulations/2025/06/s7-12-23" ] }, "summary": "As of mid-2026, the LLM / AI-agent footprint in finance has bifurcated into shipped production surfaces (customer-facing chatbots, back-office automation, fraud / AML triage, developer copilots) and constrained-pilot surfaces (trading signal generation, credit underwriting decision support, advisory", "headings": [ "LLM and AI agent applications in finance · 2026-05 application surface overview", "TL;DR", "Wiki route", "Seven application surfaces · maturity by category", "Per-category deep dive", "(a) Customer-facing chatbots", "(b) Back-office automation · KYC / AML / compliance review", "(c) Trading and execution · NLU news → trading signal / agent-driven hedging", "(d) Credit underwriting · LLM-augmented", "(e) Fraud detection" ], "body_links": { "wikilinks_count": 17, "wikilinks": [ "INDEX", "agent-economy/INDEX", "agent-economy/agent-actorship-debate", "agent-economy/agent-custody-and-authorization-framework-2026", "agent-economy/agent-driven-market-data-interpretation-pipeline", "agent-economy/agent-identity-defi-and-traditional-finance-bridge", "agent-economy/agent-legal-tax-liability-framework", "agent-economy/agent-payment-protocol-four-way-comparison-2026", "agent-economy/agent-protocol-mainnet-adoption-2026", "agent-economy/ai-driven-trading-regulation-japan-2026", "agent-economy/claude-code-extension-architecture", "agent-economy/stripe-agent-toolkit-position", "fintech/INDEX", "fintech/aml-cft-fatf-grey-list-overview", "payment-firms/wealthnavi", "security/fork-and-rebrand-5-layer-audit-framework", "security/module-path-confusion-supply-chain-attack" ], "resolved_wikilinks": [ "https://finwiki.zksc.io/INDEX.md", "https://finwiki.zksc.io/ja/domains/agent-economy/", "https://finwiki.zksc.io/ja/agent-economy/agent-actorship-debate/", "https://finwiki.zksc.io/ja/agent-economy/agent-custody-and-authorization-framework-2026/", "https://finwiki.zksc.io/ja/agent-economy/agent-driven-market-data-interpretation-pipeline/", "https://finwiki.zksc.io/ja/agent-economy/agent-identity-defi-and-traditional-finance-bridge/", "https://finwiki.zksc.io/ja/agent-economy/agent-legal-tax-liability-framework/", "https://finwiki.zksc.io/ja/agent-economy/agent-payment-protocol-four-way-comparison-2026/", "https://finwiki.zksc.io/ja/agent-economy/agent-protocol-mainnet-adoption-2026/", "https://finwiki.zksc.io/ja/agent-economy/ai-driven-trading-regulation-japan-2026/", "https://finwiki.zksc.io/ja/agent-economy/claude-code-extension-architecture/", "https://finwiki.zksc.io/ja/agent-economy/stripe-agent-toolkit-position/", "https://finwiki.zksc.io/ja/domains/fintech/", "https://finwiki.zksc.io/ja/fintech/aml-cft-fatf-grey-list-overview/", "https://finwiki.zksc.io/ja/payment-firms/wealthnavi/", "https://finwiki.zksc.io/ja/security/fork-and-rebrand-5-layer-audit-framework/", "https://finwiki.zksc.io/ja/security/module-path-confusion-supply-chain-attack/" ], "external_links_count": 0, "external_links": [] }, "metrics": { "nonspace_chars": 22098, "word_like_tokens": 3441, "inbound_wikilinks_count": 4, "last_modified": "2026-07-29" } }