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What do recent tech blogs say about Cisco shifting away from full-time roles toward offshore contractors for cybersecurity positions?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What do recent tech blogs say about Cisco shifting away from full-time roles toward offshore contractors for cybersecurity positions?
2 real searches · 1 real-search pass
Cisco shifting cybersecurity jobs full-time employees offshore contractors tech blogs 2026Google ↗
OBSERVEDConsequence
Cisco cybersecurity offshore contractors replacing full-time roles blog reports 2025 2026Google ↗
OBSERVEDReason

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 / navigationalComparisonConsequence50%Reason50%DefinitionInstructionYes / 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
Cisco shifting cybersecurity jobs full-time employees offshore contractors tech blogs 2026 Google ↗
Cisco cybersecurity offshore contractors replacing full-time roles blog reports 2025 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Cisco shifting cybersecurity jobs full-time employees offshore contractors tech blogs 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Cisco cybersecurity offshore contractors replacing full-time roles blog reports 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1