Real ChatGPT answer · index seedBd0ZnMegqLccompleteCareers and HR · professional networkingcomparison

Are skill endorsement exchange rings on LinkedIn worth the time compared to paid peer review networks like Fishbowl when trying to boost profile credibility cheaply?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are skill endorsement exchange rings on LinkedIn worth the time compared to paid peer review networks like Fishbowl when trying to boost profile credibility cheaply?
2 real searches · 1 real-search pass
LinkedIn official policy skill endorsements recommendations authenticity manipulation endorsements; Fishbowl professional network peer review paid services credibilityGoogle ↗
OBSERVEDOther / navigational
Fishbowl official professional community features peer review paid membership pricingGoogle ↗
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 (2)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
LinkedIn official policy skill endorsements recommendations authenticity manipulation endorsements; Fishbowl professional network peer review paid services credibility Google ↗
Fishbowl official professional community features peer review paid membership pricing Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
LinkedIn official policy skill endorsements recommendations authenticity manipulation endorsements; Fishbowl professional network peer review paid services credibility
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Fishbowl official professional community features peer review paid membership pricing
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1