Real ChatGPT answer · index seedwCKTMWuNYlQcompleteB2B software · accounting softwarecomparison

Which is cheaper for a small creative agency managing project profitability reports, FreshBooks or standard Excel templates

ChatGPTgpt-63 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which is cheaper for a small creative agency managing project profitability reports, FreshBooks or standard Excel templates
3 real searches · 1 real-search pass
FreshBooks pricing 2026 plans project profitability reporting featuresGoogle ↗
OBSERVEDOther / navigational
FreshBooks pricing plans 2026 official pricing project profitability reportsGoogle ↗
OBSERVEDReason
Microsoft Excel Microsoft 365 pricing 2026 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 / 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
FreshBooks pricing 2026 plans project profitability reporting features Google ↗
FreshBooks pricing plans 2026 official pricing project profitability reports Google ↗
Microsoft Excel Microsoft 365 pricing 2026 official Google ↗
  1. FreshBooks Pricing, Lite, Plus and Premium Packages · freshbooks.com
  2. Microsoft Excel · microsoft.com
  3. How does project profitability work? · support.freshbooks.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
FreshBooks pricing 2026 plans project profitability reporting features
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
FreshBooks pricing plans 2026 official pricing project profitability reports
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Microsoft Excel Microsoft 365 pricing 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1