Real ChatGPT answer · index seedYYD332CUusIcompleteB2B software · cybersecuritycommercial

Which application security testing tools currently offer the best runtime analysis capabilities for microservices deployed on Kubernetes clusters?

ChatGPTgpt-65 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which application security testing tools currently offer the best runtime analysis capabilities for microservices deployed on Kubernetes clusters?
5 real searches · 1 real-search pass
2026 application security runtime analysis testing tools Kubernetes microservices IAST runtime protection comparison Contrast Datadog Sysdig Aqua WallarmGoogle ↗
OBSERVEDComparison
Contrast Security Assess Kubernetes IAST runtime analysis official docsGoogle ↗
OBSERVEDComparison
Datadog Application Security Management Kubernetes runtime application security official docsGoogle ↗
OBSERVEDOther / navigational
Sysdig Secure runtime vulnerability insights Kubernetes application security official docsGoogle ↗
OBSERVEDOther / navigational
Aqua Security runtime protection Kubernetes application security official docsGoogle ↗
OBSERVEDOther / navigational

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 (5)
Short factOther / navigational60%Comparison40%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 5 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT5 real searches · gpt-6
2026 application security runtime analysis testing tools Kubernetes microservices IAST runtime protection comparison Contrast Datadog Sysdig Aqua Wallarm Google ↗
Contrast Security Assess Kubernetes IAST runtime analysis official docs Google ↗
Datadog Application Security Management Kubernetes runtime application security official docs Google ↗
Sysdig Secure runtime vulnerability insights Kubernetes application security official docs Google ↗
Aqua Security runtime protection Kubernetes application security official docs Google ↗

Queries

5 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 application security runtime analysis testing tools Kubernetes microservices IAST runtime protection comparison Contrast Datadog Sysdig Aqua Wallarm
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Contrast Security Assess Kubernetes IAST runtime analysis official docs
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Datadog Application Security Management Kubernetes runtime application security official docs
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Sysdig Secure runtime vulnerability insights Kubernetes application security official docs
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Aqua Security runtime protection Kubernetes application security official docs
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1