# Kamesh Tumsi

Published articles for Kamesh Tumsi.

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## 4 insights from Smarsh EDGE: Governance becomes the foundation for communications intelligence

DevFeed: [4 insights from Smarsh EDGE: Governance becomes the foundation for communications intelligence](<https://devfeed.tech/articles/4-insights-from-smarsh-edge-governance-becomes-the-foundation-for-communications-intelligence-96301.md>)

Original publisher: [Read original article](<https://siliconangle.com/2026/10/22/smarsh-edge-2026-governance-anchors-communications-intelligence-smarshedge/>)

Author: Jonathan Anthony

Published: 2026-10-22T20:25:24Z

Content type: news

Language: en

Sources: [SiliconANGLE](<https://devfeed.tech/sources/siliconangle.md>)

Topics: [ai-governance](<https://devfeed.tech/topics/ai-governance.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [business-intelligence](<https://devfeed.tech/topics/business-intelligence.md>), [agent to agent communication](<https://devfeed.tech/topics/agent-to-agent-communication.md>)

Tags: [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-autonomy](<https://devfeed.tech/tags/ai-autonomy.md>), [ai-governance](<https://devfeed.tech/tags/ai-governance.md>), [ai-powered-compliance](<https://devfeed.tech/tags/ai-powered-compliance.md>), [amazon-web-services-inc](<https://devfeed.tech/tags/amazon-web-services-inc.md>), [analyze](<https://devfeed.tech/tags/analyze.md>), [anthropic](<https://devfeed.tech/tags/anthropic.md>), [archive](<https://devfeed.tech/tags/archive.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [arym-diamond](<https://devfeed.tech/tags/arym-diamond.md>), [business](<https://devfeed.tech/tags/business.md>), [business-context](<https://devfeed.tech/tags/business-context.md>), [business-intelligence](<https://devfeed.tech/tags/business-intelligence.md>), [caylent-inc](<https://devfeed.tech/tags/caylent-inc.md>), [cloud-infrastructure](<https://devfeed.tech/tags/cloud-infrastructure.md>), [communications](<https://devfeed.tech/tags/communications.md>), [communications-compliance](<https://devfeed.tech/tags/communications-compliance.md>), [communications-intelligence](<https://devfeed.tech/tags/communications-intelligence.md>), [communications-surveillance](<https://devfeed.tech/tags/communications-surveillance.md>), [compliance-automation](<https://devfeed.tech/tags/compliance-automation.md>), [context](<https://devfeed.tech/tags/context.md>), [cube-event-coverage](<https://devfeed.tech/tags/cube-event-coverage.md>), [customer-relationship-management](<https://devfeed.tech/tags/customer-relationship-management.md>), [data-governance](<https://devfeed.tech/tags/data-governance.md>), [digital-communications](<https://devfeed.tech/tags/digital-communications.md>), [edge](<https://devfeed.tech/tags/edge.md>), [email](<https://devfeed.tech/tags/email.md>), [employee](<https://devfeed.tech/tags/employee.md>), [enterprise-security](<https://devfeed.tech/tags/enterprise-security.md>), [event](<https://devfeed.tech/tags/event.md>), [financial](<https://devfeed.tech/tags/financial.md>), [financial-services](<https://devfeed.tech/tags/financial-services.md>), [financial-technology](<https://devfeed.tech/tags/financial-technology.md>), [foundation](<https://devfeed.tech/tags/foundation.md>), [gemma-allen](<https://devfeed.tech/tags/gemma-allen.md>), [goutam-nadella](<https://devfeed.tech/tags/goutam-nadella.md>), [governance](<https://devfeed.tech/tags/governance.md>), [insights](<https://devfeed.tech/tags/insights.md>), [intelligence](<https://devfeed.tech/tags/intelligence.md>), [kamesh-tumsi](<https://devfeed.tech/tags/kamesh-tumsi.md>), [large-language-models](<https://devfeed.tech/tags/large-language-models.md>), [model-context-protocol](<https://devfeed.tech/tags/model-context-protocol.md>), [news](<https://devfeed.tech/tags/news.md>), [openai](<https://devfeed.tech/tags/openai.md>), [peter-sankauskas](<https://devfeed.tech/tags/peter-sankauskas.md>), [regulatory-compliance](<https://devfeed.tech/tags/regulatory-compliance.md>), [smarsh](<https://devfeed.tech/tags/smarsh.md>), [smarshedge](<https://devfeed.tech/tags/smarshedge.md>), [thecube](<https://devfeed.tech/tags/thecube.md>)

### AI overview

At Smarsh EDGE, speakers described how governed communications data can support both compliance and business intelligence. AI can classify a year of email, WhatsApp, Teams and Zoom conversations to provide client context, while capturing AI prompts helps trace risky outputs. Compliance supervisors can ask agents questions in plain language; Smarsh says its identity context layer helps reduce false positives and its compliance language models cost less to run than large language models. Smarsh's agents can be combined with customer models under platform controls, with autonomy ranging from assistance to full execution, matched to workflow risk, reversibility and observability. The company is also building governance and security into infrastructure with AWS and Caylent. Speakers emphasized that institutions remain liable for agents' actions and that governance frameworks are struggling to keep pace: a cited Smarsh study found only 26% of enterprises say they are keeping up with AI deployment.

### Source excerpt

Financial institutions have long treated employee communications as something to archive for regulators. During the Smarsh EDGE event, that archive was recast as a source of business intelligence. Artificial intelligence can now analyze a year of email, messages and AI-prompt traffic and turn it into business context. The catch is that AI is now one [...] The post 4 insights from Smarsh EDGE: Governance becomes the foundation for communications intelligence appeared first on SiliconANGLE.