Real ChatGPT answer · index seedtoidneHtBU8completeB2B software · data and analytics platformscommercial

We need to implement strict data governance to pass our SOC2 audit without blowing our budget on enterprise compliance platforms what open source tools do you recommend

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
We need to implement strict data governance to pass our SOC2 audit without blowing our budget on enterprise compliance platforms what open source tools do you recommend
4 real searches · 1 real-search pass
open source SOC 2 compliance tools OpenControl compliance framework Prowler ScoutSuite Wazuh OpenMetadata DataHub Keycloak docsGoogle ↗
OBSERVEDOther / navigational
OpenSSF compliance automation SOC 2 open source evidence collection tools 2026Google ↗
OBSERVEDOther / navigational
OpenMetadata data governance classification lineage access control documentationGoogle ↗
OBSERVEDOther / navigational
Wazuh audit logging file integrity monitoring documentationGoogle ↗
OBSERVEDInstruction

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (4)
Short factOther / navigational75%ComparisonConsequenceReasonDefinitionInstruction25%Yes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
open source SOC 2 compliance tools OpenControl compliance framework Prowler ScoutSuite Wazuh OpenMetadata DataHub Keycloak docs Google ↗
OpenSSF compliance automation SOC 2 open source evidence collection tools 2026 Google ↗
OpenMetadata data governance classification lineage access control documentation Google ↗
Wazuh audit logging file integrity monitoring documentation Google ↗
  1. GitHub – Openlane · github.com
  2. GitHub – OpenMetadata · github.com
  3. Documentation · docs.open-metadata.org
  4. Data Governance | OpenMetadata Governance Guide · docs.open-metadata.org
  5. OpenMetadata/README.md at main · open-metadata/OpenMetadata · github.com
  6. GitHub – Prowler · github.com
  7. Prowler Open Source — CLI, SDK & Self-Hosted Platform · prowler.com
  8. GitHub – Wazuh · github.com
  9. Documentation · documentation.wazuh.com
  10. File integrity monitoring · documentation.wazuh.com
  11. Regulatory compliance · documentation.wazuh.com
  12. Official website · keycloak.org
  13. GitHub – Trivy · github.com
  14. MITRE Security Automation Framework · saf.mitre.org
  15. OpenSCAP · open-scap.org
  16. Audit Labs · audit-labs.dev
  17. 5 Best Compliance Automation Tools in 2026 · openalternative.co

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
open source SOC 2 compliance tools OpenControl compliance framework Prowler ScoutSuite Wazuh OpenMetadata DataHub Keycloak docs
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
OpenSSF compliance automation SOC 2 open source evidence collection tools 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
OpenMetadata data governance classification lineage access control documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Wazuh audit logging file integrity monitoring documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1