Real ChatGPT answer · index seed88tOntiiZI0completeB2B software · cybersecurityinformational

What factors should our procurement team consider when evaluating Tenable versus Qualys for vulnerability management software licensing and agent deployment density in containerized environments?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What factors should our procurement team consider when evaluating Tenable versus Qualys for vulnerability management software licensing and agent deployment density in containerized environments?
4 real searches · 1 real-search pass
Tenable vulnerability management licensing asset count containers Kubernetes agent licensing officialGoogle ↗
OBSERVEDComparison
Qualys VMDR licensing asset count container security Kubernetes sensor licensing officialGoogle ↗
OBSERVEDOther / navigational
Tenable container security agent deployment Kubernetes runtime official documentationGoogle ↗
OBSERVEDOther / navigational
Qualys container security sensor deployment Kubernetes official 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 / navigational50%Comparison25%ConsequenceReasonDefinitionInstruction25%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
Tenable vulnerability management licensing asset count containers Kubernetes agent licensing official Google ↗
Qualys VMDR licensing asset count container security Kubernetes sensor licensing official Google ↗
Tenable container security agent deployment Kubernetes runtime official documentation Google ↗
Qualys container security sensor deployment Kubernetes official documentation Google ↗
  1. Tenable One Vulnerability Management Licensing · docs.tenable.com
  2. License & Account Information · docs.tenable.com
  3. Asset Definition and QLU Calculation · docs.qualys.com
  4. Deploy in Kubernetes Multi-node Cluster · docs.qualys.com
  5. Sensor Types · docs.qualys.com
  6. Tenable Enclave Security Documentation · docs.tenable.com
  7. Install a Deployment Assessment Agent · docs.tenable.com
  8. Qualys Container Sensor · docs.qualys.com
  9. Pre-requisites · docs.qualys.com
  10. QCS Sensor Limitations · docs.qualys.com

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Tenable vulnerability management licensing asset count containers Kubernetes agent licensing official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Qualys VMDR licensing asset count container security Kubernetes sensor licensing official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Tenable container security agent deployment Kubernetes runtime official documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Qualys container security sensor deployment Kubernetes official documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1