Real ChatGPT answer · index seedEbpNqEwH0pQcompleteCareers and HR · employee managementcomparison

Comparing the cost of ADP payroll integration errors against the price of switching our entire HR stack to a more stable competitor.

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Comparing the cost of ADP payroll integration errors against the price of switching our entire HR stack to a more stable competitor.
2 real searches · 1 real-search pass
ADP payroll integration errors cost payroll corrections HRIS migration total cost of ownership switching payroll provider implementation costsGoogle ↗
OBSERVEDConsequence
HRIS payroll software implementation migration costs switching payroll provider implementation timeline costsGoogle ↗
OBSERVEDConsequence

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 / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / 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
ADP payroll integration errors cost payroll corrections HRIS migration total cost of ownership switching payroll provider implementation costs Google ↗
HRIS payroll software implementation migration costs switching payroll provider implementation timeline costs Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
ADP payroll integration errors cost payroll corrections HRIS migration total cost of ownership switching payroll provider implementation costs
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
HRIS payroll software implementation migration costs switching payroll provider implementation timeline costs
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1