Real ChatGPT answer · index seedyw0M1LuIL0EcompleteB2B software · accounting softwarecomparison

Compare Sage 50 against QuickBooks Desktop for job costing features because I have to submit a contractor bid in two hours.

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare Sage 50 against QuickBooks Desktop for job costing features because I have to submit a contractor bid in two hours.
3 real searches · 1 real-search pass
Sage 50 vs QuickBooks Desktop contractor job costing 2026 editions availability pricing supportGoogle ↗
OBSERVEDComparison
Sage 50 US contractor job costing features jobs estimates change orders inventory officialGoogle ↗
OBSERVEDConsequence
QuickBooks Desktop Premier Contractor job costing features estimates progress invoicing job profitability officialGoogle ↗
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 / navigational33%Comparison33%Consequence33%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 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
Sage 50 vs QuickBooks Desktop contractor job costing 2026 editions availability pricing support Google ↗
Sage 50 US contractor job costing features jobs estimates change orders inventory official Google ↗
QuickBooks Desktop Premier Contractor job costing features estimates progress invoicing job profitability official Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Sage 50 vs QuickBooks Desktop contractor job costing 2026 editions availability pricing support
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Sage 50 US contractor job costing features jobs estimates change orders inventory official
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
QuickBooks Desktop Premier Contractor job costing features estimates progress invoicing job profitability official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1