Real ChatGPT answer · index seedoH427ZssotscompleteB2B software · developer toolscommercial

I need a comparison of the top ingress controllers like NGINX, Traefik, and Envoy for a lightweight dev environment running on minikube.

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I need a comparison of the top ingress controllers like NGINX, Traefik, and Envoy for a lightweight dev environment running on minikube.
4 real searches · 1 real-search pass
Kubernetes ingress-nginx retirement 2026 project status official announcementGoogle ↗
OBSERVEDOther / navigational
Traefik Kubernetes Gateway API ingress controller documentation resource requirementsGoogle ↗
OBSERVEDInstruction
Envoy Gateway Kubernetes Gateway API documentation install resource requirementsGoogle ↗
OBSERVEDInstruction
NGINX Kubernetes ingress controller alternatives official documentation 2026Google ↗
OBSERVEDComparison

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 / navigational25%Comparison25%ConsequenceReasonDefinitionInstruction50%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
Kubernetes ingress-nginx retirement 2026 project status official announcement Google ↗
Traefik Kubernetes Gateway API ingress controller documentation resource requirements Google ↗
Envoy Gateway Kubernetes Gateway API documentation install resource requirements Google ↗
NGINX Kubernetes ingress controller alternatives official documentation 2026 Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Kubernetes ingress-nginx retirement 2026 project status official announcement
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Traefik Kubernetes Gateway API ingress controller documentation resource requirements
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Envoy Gateway Kubernetes Gateway API documentation install resource requirements
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
NGINX Kubernetes ingress controller alternatives official documentation 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1