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▸Snowflake agent evals can pin judge versions; unpinned metrics may roll forward and shift scoresSnowflake▸ThoughtSpot makes Spotter 3 default for new instances; it requires download rights and always shares query data with an LLMThoughtSpot documentation▸MotherDuck adds image classification and object location to prompt_jev(), returning typed SQL outputs with confidence scoresMotherDuck▸BigQuery conversational analytics adds Montréal and Toronto; mixed-region agents still default to globalGoogle Cloud Documentation▸Fabric enables Azure OpenAI Copilot access by default, but OpenAI-subprocessor and cross-region processing/storage switches remain offMicrosoft Learn▸Snowflake Cortex Agents now continue by default when named tools are inaccessible, emitting warnings instead of failing the runSnowflake documentation▸Databricks Genie One can use group memberships to tailor answers, while Unity Catalog remains the access-control boundaryDatabricks documentation▸Fabric data agents can query Power BI models with Read alone; Build and workspace access are unnecessaryMicrosoft Learn▸Fabric data-agent Git configs expose column flags, but selecting a table still includes every columnMicrosoft Learn▸Google Data Agent Kit offers remote Spark kernels, but notebook exports can still move results into local Pandas or ArrowGoogle Cloud Documentation▸Cube says production analytics agents need explicit partial-result states, caller-filtered model search and durable artifactsCube▸Thinking Machines names Bridgewater behind ReViSQL-K2.6, citing 92.97% SC-16 accuracy at 15% of frontier-model costThinking Machines Lab▸AWS says a mismatched data/tool/prompt release cut its Field Sales agent pass rate from 78% to 38% in pre-productionAWS Artificial Intelligence Blog▸NL2SQL Multi-Agent ships evaluation artifacts across BIRD, CSpider, Archer and KDD DataSpace—but no software licenseGitHub▸Snowflake agent evals can pin judge versions; unpinned metrics may roll forward and shift scoresSnowflake▸ThoughtSpot makes Spotter 3 default for new instances; it requires download rights and always shares query data with an LLMThoughtSpot documentation▸MotherDuck adds image classification and object location to prompt_jev(), returning typed SQL outputs with confidence scoresMotherDuck▸BigQuery conversational analytics adds Montréal and Toronto; mixed-region agents still default to globalGoogle Cloud Documentation▸Fabric enables Azure OpenAI Copilot access by default, but OpenAI-subprocessor and cross-region processing/storage switches remain offMicrosoft Learn▸Snowflake Cortex Agents now continue by default when named tools are inaccessible, emitting warnings instead of failing the runSnowflake documentation▸Databricks Genie One can use group memberships to tailor answers, while Unity Catalog remains the access-control boundaryDatabricks documentation▸Fabric data agents can query Power BI models with Read alone; Build and workspace access are unnecessaryMicrosoft Learn▸Fabric data-agent Git configs expose column flags, but selecting a table still includes every columnMicrosoft Learn▸Google Data Agent Kit offers remote Spark kernels, but notebook exports can still move results into local Pandas or ArrowGoogle Cloud Documentation▸Cube says production analytics agents need explicit partial-result states, caller-filtered model search and durable artifactsCube▸Thinking Machines names Bridgewater behind ReViSQL-K2.6, citing 92.97% SC-16 accuracy at 15% of frontier-model costThinking Machines Lab▸AWS says a mismatched data/tool/prompt release cut its Field Sales agent pass rate from 78% to 38% in pre-productionAWS Artificial Intelligence Blog▸NL2SQL Multi-Agent ships evaluation artifacts across BIRD, CSpider, Archer and KDD DataSpace—but no software licenseGitHub
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newsEnterprise BI

IBM’s managed Cognos launch keeps agentic BI inside the reporting control plane

The AWS-hosted service preserves Cognos reporting, permissions and business context while adding natural-language exploration and managed platform operations.

Cognos agents working inside a governed analytics control plane.
AI-generated diagram
By The News Desk· Sep 5, 2026the quick take — two AI hosts go live when you do

IBM has made Cognos Analytics available as a managed service on AWS, pairing its existing reporting and governance stack with BI agents for summarization, report authoring and natural-language data exploration.

The useful distinction is architectural, not conversational. IBM says the agents remain grounded in Cognos content, security permissions and business context. That gives enterprises a way to add natural-language querying without first replacing the reports, data models, distribution workflows and governance rules that already define trusted analytics.

What IBM is actually selling

Cognos Analytics as a Service moves responsibility for infrastructure, maintenance, upgrades and platform lifecycle work to IBM. Customers retain Cognos capabilities including reports, dashboards, visualizations, data modeling, governed analytics and targeted report distribution. The service is built on AWS and can also be procured through AWS Marketplace.

The agent layer supports three practical jobs: summarizing complex reports, helping authors create a first draft of an analysis, and letting business users explore governed data in natural language. IBM also says Cognos can connect those agents to Amazon Bedrock while preserving Cognos permissions and business context.

The deployment test

For an existing Cognos estate, the first evaluation should not be whether the assistant can answer a polished demo question. It should be whether the managed service preserves the organization’s current reporting assets, governance model, permissions and business processes during migration—and whether natural-language answers resolve against those same controls.

A practical pilot can therefore start with a narrow report library and three user roles. Test whether each role can discover, summarize and query only the content it already has permission to use. Then compare the agent’s answer with the governed report and inspect what happens when the user asks for a field or report outside that role’s access.

The service reduces platform operations, but it does not remove analytics governance. IBM’s launch instead makes the BI control plane the boundary around the agent: the model can help users find and explore trusted content, while Cognos continues to decide which content, permissions and context count as trusted.

Filed by The News Desk. Corrections: desk@nl2sql.ai · Our standards →

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