Fulcrum
Fulcrum ships MCP server and AI Toolkit to let AI assistants build and query field data forms
Comparison · Analytics
OpenCTI vs Keboola
A side-by-side editorial comparison of OpenCTI and Keboola — release velocity, themes, recent moves, and the top alternatives to consider.
OpenCTI vs Keboola: at a glance
What is OpenCTI?
OpenCTI ships FIPS-validated base images and a new vulnerability data model, targeting enterprise and government deployments.
OpenCTI is in a high-cadence operational hardening phase, releasing every 2–4 days. The recent window shows three parallel tracks: enterprise compliance (FIPS 140-3 validated Python/Node base image), platform-wide design unification (Filigran Design System v1 rollout), and data model expansion (new vulnerability module, score fields on threat actor and malware entities). The AI chatbot 'Ask Ariane' received multiple crash fixes, and a prior release added human-in-the-loop tool approval — signs that the AI analysis layer is maturing from experimental to production-grade.
What is Keboola?
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.
OpenCTI vs Keboola: editorial side-by-side
OpenCTI
6.3ANALYTICS
OpenCTI ships FIPS-validated base images and a new vulnerability data model, targeting enterprise and government deployments.
◆ Current state
OpenCTI is in a high-cadence operational hardening phase, releasing every 2–4 days. The recent window shows three parallel tracks: enterprise compliance (FIPS 140-3 validated Python/Node base image), platform-wide design unification (Filigran Design System v1 rollout), and data model expansion (new vulnerability module, score fields on threat actor and malware entities). The AI chatbot 'Ask Ariane' received multiple crash fixes, and a prior release added human-in-the-loop tool approval — signs that the AI analysis layer is maturing from experimental to production-grade.
◆ Where it's heading
The combination of FIPS compliance, accessibility hardening, and enterprise-grade session key management signals a deliberate push toward government and regulated-sector deployments. The vulnerability module and inference rules that propagate vulnerability data across the knowledge graph suggest OpenCTI is building toward a more automated threat-correlation engine rather than just a data store.
◆ Prediction
Ask Ariane's human-in-the-loop approval will likely move from opt-in to default as the team gains confidence in the AI tool set. Watch for more inference rules that auto-link threat entities, and for the vulnerability module to grow into a first-class surface with dedicated views and reporting.
Keboola
7.5ANALYTICS
Keboola's Kai AI assistant hits GA, completing the pivot from data platform to AI-native pipeline orchestration layer.
◆ Current state
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.
◆ Where it's heading
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.
◆ Prediction
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.
Alternatives to OpenCTI and Keboola
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 OpenCTI or Keboola.
Holistics
Holistics builds AI governance and docs-as-analytics in parallel, shipping both weekly
dbt Core
dbt 2.0 enters final RC with beta Snowflake interactive_table materialization and full ClickHouse MV support.
OpenHouse
OpenHouse breaks ground on Iceberg views while tightening storage lifecycle and authorization
Lightdash
Lightdash is cutting its dbt dependency and building AI-powered authoring into every layer of its BI stack.
Omni
Omni's Apps reach general availability, completing its embedded analytics platform pitch.
See all OpenCTI alternatives → · See all Keboola alternatives →
Recent activity from OpenCTI and Keboola
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoKeboolaKai is Now Generally Available (Multi-Tenant, Contracted Customers) ⚡
- 1d agoOpenCTI7.260914.0 — infra maintenance, STIX segregation patch
- 5d agoOpenCTI7.260910.0 — Filigran Design System v1 ships, accessibility and stream metrics
- 6d agoKeboolaMigrate Snowflake Workspaces from Password to Key Pair Auth
- 8d agoOpenCTI7.260907.0 — FIPS 140-3 base image, investigation graph enhancements
- 12d agoOpenCTI7.260904.0 — session signature key derived from app encryption key
- 13d agoOpenCTI7.260902.0 — search and export bug fixes
- 14d agoOpenCTI7.260901.0 — vulnerability module, entity scoring, workflow UI expanded
- 22d agoKeboolaKeboola MCP: Log In Once, Work Across Every Project ⚡
- 27d agoKeboolaPython 3.10 Deprecation for Streamlit Apps (September 2026)
- 1mo agoKeboolaFlows: New Condition Operators and Run Selected Tasks
- 1mo agoKeboolaBranched Storage on BigQuery
Frequently asked questions
What is the difference between OpenCTI and Keboola?
They serve adjacent needs but don't currently overlap on shipped themes. Keboola is currently shipping more aggressively (velocity 7.5 vs 6.3), 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.
Is OpenCTI better than Keboola?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola is currently shipping more aggressively (velocity 7.5 vs 6.3), 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.
What are the best alternatives to OpenCTI?
Top OpenCTI alternatives in Analytics are ranked by recent ship velocity. Browse the "OpenCTI alternatives" section above for the current picks, or visit /alternatives/opencti for the full list with editorial commentary on each.
What are the best alternatives to Keboola?
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.