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Portable Intelligence for Agents, Apps, and Workflows
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Zoho Analytics extends its intelligence beyond its own interface, enabling developers and organizations to use its analytics capabilities and business context across external agents, applications, and workflows.
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- Headless BI
Developers and agents can build agentic solutions over the Zoho Analytics MCP server, available in remote and local options, with tools for data analysis, data preparation, and visualization. A new command-line interface (CLI) is included, and users can work with Zoho Analytics from inside Claude through a Claude plug-in. - Embedded AI
Organizations can embed agents in their own apps, portals, and products with white labeling. Permissions and governance remain intact wherever the agents run.
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Built-In Governance and Oversight
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Zoho Analytics gives administrators visibility into, and control over, how agents operate across the organization:
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- Data Catalog
A unified catalog of data, metrics, analytics assets, and models offers lineage and impact analysis, broad search options, and management of data and access policies. - AI Observability
Administrators can see which agents ran, who used them, what they accessed, and how they answered queries. AI usage and cost tracking across teams, along with administrative controls for Ask Zia, helps organizations monitor and manager AI adoption. - Sandbox and Deployment Management
Teams can develop and test analytics artifacts and agents in a sandbox, publish to production when ready, and roll back to previous versions if necessary.
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“We’ve had tremendous success with Zoho Analytics, using data to improve visibility, drive accountability, and support better business decisions across our organization. What excites us about this next evolution is the ability to combine data, business context, and AI into a single intelligence layer. These new capabilities align closely with our AI strategy, which is focused on turning information into action, helping our people make better decisions faster, improve productivity, and spend more time creating value for our customers.” – David Fauser, VP Sales, Marketing & Strategy, CIMCO Refrigeration “With this release, Zoho is bringing together several elements needed for scalable, governed agentic analytics, including native semantic and ontology layers, governance and observability capabilities, and the option to deploy these agentic capabilities either embedded in applications or headless via MCP. Its stated commitment to openness and interoperability should help organizations leverage context-grounded insights.” — Megha Kumar, Research VP, Analytics and AI, IDC Additional Capabilities Zoho Analytics includes more than 50 new capabilities beyond its agentic features. These include more than 10 new visualizations, custom visuals, and pixel-perfect reports; predictive tools such as scenario analysis, a correlation matrix, and a VARX forecasting model; a data science studio with Jupyter notebooks, PMML import, and expanded analysis types; and Ask Zia in mobile with an upgraded interface.
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Zoho Analytics is used by 100,000 businesses worldwide daily and is available on Zoho Cloud, on-premises; on public cloud infrastructure including AWS, Azure, and Google Cloud; and in hybrid deployments.
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For a complete description of what’s new to Zoho Analytics, visit https://www.zoho.com/analytics/whats-new.html.
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What’s Next
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Today’s updates lays the foundation for the next iteration of Zoho Analytics, with more to come. Future enhancements include:
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- From designed to dynamic business context: the “designed context” from the semantic and ontological layers will expand into “dynamic business context,” continually observing how business data changes over time, providing even more trusted outcomes.
- Decision intelligence: As Zoho Analytics observes actions triggered through agents, the outcomes observed will provide deep Decision Intelligence, further serving as another context for Agentic AI.
- Greater openness and interoperability: Zoho Analytics will continue to invest in open standards, following the Apache Ossie specification as it matures, integrating with Semantic Models defined in other third party platforms, and bringing more of the Analytics platform to outside agents via MCP.
- Becoming a full Unified Data Platform: Zoho Analytics will serve as the foundation for the upcoming Data platform that brings together a data lakehouse (supporting both structured and unstructured data), data integration, data preparation, business context, analytics, data science, packaged business models (Cx360, CMDP), and agent building. Deeper integration across the Zoho ecosystem with help establish the upcoming Data Platform as a common data and intelligence infrastructure for agentic AI.
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Pricing and Availability
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Despite extensive updates, pricing for Zoho Analytics remains unchanged. Now included in each plan are Zoho LLM credits. A Basic plan begins at $24 per month, billed annually, which covers 2 users, 0.5 million rows, and 10K Zoho LLM credits.
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Updates to the cloud version of Zoho Analytics are available now, with preview versions of pixel-perfect reporting, ontology and the semantic model to be rolled out globally in the next four to eight weeks.
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Updates to the on-premise version of Zoho Analytics will be available in Q1 2027.
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Disclaimer
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All trademarks, product names, and company names cited herein are the property of their respective owners.
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Zoho Privacy Pledge
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Zoho respects user privacy and does not have an ad-revenue model in any part of its business, including its free products. The company owns and operates its data centers, maintaining oversight of customer data, privacy and security.
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More than 130 million users around the world, across hundreds of thousands of companies, rely on Zoho to run their businesses, including Zoho itself. For more information, visit zoho.com/privacy-commitment.
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About Zoho Corporation
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With 55+ apps in nearly every major business category, Zoho Corporation is one of the world’s most prolific technology companies. Headquartered in Austin, Texas, with international headquarters in Chennai, India, Zoho is privately held and profitable with 90+ offices worldwide. For more information, please visit: www.zoho.com.
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