Real ChatGPT answer · index seed8mc4yEt1FH0completeCareers and HR · employee managementcomparison

Comparing UltiPro payroll reporting capabilities with Paychex standard reports to figure out which platform requires fewer paid custom developer hours.

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Comparing UltiPro payroll reporting capabilities with Paychex standard reports to figure out which platform requires fewer paid custom developer hours.
3 real searches · 1 real-search pass
UKG Pro UltiPro payroll standard reports reporting capabilities report writer custom reports official documentationGoogle ↗
OBSERVEDOther / navigational
Paychex Flex payroll standard reports custom reporting capabilities official reportsGoogle ↗
OBSERVEDReason
UKG Pro reporting business intelligence payroll reports standard reports report writer implementation consultingGoogle ↗
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 (3)
Short factOther / navigational67%ComparisonConsequenceReason33%DefinitionInstructionYes / no

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

Searches and sources

ChatGPT3 real searches · gpt-6
UKG Pro UltiPro payroll standard reports reporting capabilities report writer custom reports official documentation Google ↗
Paychex Flex payroll standard reports custom reporting capabilities official reports Google ↗
UKG Pro reporting business intelligence payroll reports standard reports report writer implementation consulting Google ↗
  1. ukg.com · ukg.com
  2. Analytics & Reporting · interactive.paychex.com
  3. Business Solutions Payroll, HR & Benefits · paychex.com
  4. Compare Payroll Packages & Pricing · paychex.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
UKG Pro UltiPro payroll standard reports reporting capabilities report writer custom reports official documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Paychex Flex payroll standard reports custom reporting capabilities official reports
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
UKG Pro reporting business intelligence payroll reports standard reports report writer implementation consulting
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1