Fulcrum
Fulcrum ships MCP server and AI Toolkit to let AI assistants build and query field data forms
A side-by-side editorial comparison of Keboola and ManageEngine Exchange Reporter Plus — release velocity, themes, recent moves, and the top alternatives to consider.
Keboola's Kai AI assistant hits GA, completing the pivot from data platform to AI-native pipeline orchestration layer.
Keboola's Kai AI assistant is now generally available for multi-tenant contracted customers, marking the formal transition from experimental feature to production-ready product. The platform is simultaneously navigating Snowflake's forced password authentication deprecation — a platform-level forcing function requiring customer migrations before September 7. Recent work also includes the MCP server gaining unified cross-project authentication, which enables AI coding assistants to act as first-class operators across a full Keboola stack.
Exchange Reporter Plus is in security-and-compatibility mode, chasing Microsoft's cmdlet deprecations and closing XSS reports.
Exchange Reporter Plus is running a maintenance-first release cycle dominated by two forces: a steady stream of bug-bounty-reported security fixes (stored XSS, path traversal, ReDoS) and the need to keep pace with Microsoft's Exchange Online changes. Feature work is sparse and mostly plumbing — cmdlet migrations, JRE updates, and a shift away from dedicated service accounts toward Entra app registration.
Read the full ManageEngine Exchange Reporter Plus trajectory →
Keboola's Kai AI assistant is now generally available for multi-tenant contracted customers, marking the formal transition from experimental feature to production-ready product. The platform is simultaneously navigating Snowflake's forced password authentication deprecation — a platform-level forcing function requiring customer migrations before September 7. Recent work also includes the MCP server gaining unified cross-project authentication, which enables AI coding assistants to act as first-class operators across a full Keboola stack.
Keboola is building toward a model where AI agents can autonomously manage the data pipeline lifecycle. The MCP server's unified auth is a signal: the target is a world where a developer's coding assistant can browse, create, and modify Keboola pipelines without a human navigating the UI. Kai GA and the MCP expansion are the same thesis from two directions — AI as interface, not AI as feature. Branched storage expansion to BigQuery and Flows improvements in the background are the operational stability layer those agents will depend on.
Kai gaining the ability to create and modify Flows, and the MCP server expanding its coverage to transformation and workspace management, are the two most visible next moves. The Branched Storage on BigQuery release is a prerequisite for Branches 2.0 approval workflows, which would give Kai a way to propose and commit pipeline changes with human review gates.
Exchange Reporter Plus is running a maintenance-first release cycle dominated by two forces: a steady stream of bug-bounty-reported security fixes (stored XSS, path traversal, ReDoS) and the need to keep pace with Microsoft's Exchange Online changes. Feature work is sparse and mostly plumbing — cmdlet migrations, JRE updates, and a shift away from dedicated service accounts toward Entra app registration.
The product's near-term direction is defined less by new capability than by keeping reporting intact as Microsoft deprecates the cmdlets it depends on (Get-Message, Search-AdminAuditLog) and tightens tenant access. The one clearly forward-looking thread is authentication modernization — moving Exchange Online configuration to Entra app registration and removing the MFA-disable requirement — which improves security posture without expanding the reporting surface.
Expect the security-fix cadence to continue and further Microsoft-driven cmdlet and auth migrations as Exchange Online evolves, with feature additions remaining incremental.
Other Analytics products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Keboola or ManageEngine Exchange Reporter Plus.
Fulcrum ships MCP server and AI Toolkit to let AI assistants build and query field data forms
Holistics builds AI governance and docs-as-analytics in parallel, shipping both weekly
dbt 2.0 enters final RC with beta Snowflake interactive_table materialization and full ClickHouse MV support.
OpenHouse breaks ground on Iceberg views while tightening storage lifecycle and authorization
Lightdash is cutting its dbt dependency and building AI-powered authoring into every layer of its BI stack.
Omni's Apps reach general availability, completing its embedded analytics platform pitch.
See all Keboola alternatives → · See all ManageEngine Exchange Reporter Plus alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Keboola is currently shipping more aggressively (velocity 7.5 vs 0.0), with 2 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola is currently shipping more aggressively (velocity 7.5 vs 0.0), with 2 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
Top Keboola alternatives in Analytics are ranked by recent ship velocity. Browse the "Keboola alternatives" section above for the current picks, or visit /alternatives/keboola for the full list with editorial commentary on each.
Top ManageEngine Exchange Reporter Plus alternatives in Analytics are ranked by recent ship velocity. Browse the "ManageEngine Exchange Reporter Plus alternatives" section above for the current picks, or visit /alternatives/manageengine-exchange-reporter-plus for the full list with editorial commentary on each.