Real ChatGPT answer · index seedGUBKFbeN6SwcompleteMarketing and advertising · SEOinformational

I am arguing with my marketing director about PPC versus organic search budget allocation for a new SaaS product launching tomorrow, so what recent data shows which channel converts better?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I am arguing with my marketing director about PPC versus organic search budget allocation for a new SaaS product launching tomorrow, so what recent data shows which channel converts better?
3 real searches · 1 real-search pass
2025 2026 SaaS Google Ads paid search vs organic search conversion rate benchmark study cost per lead conversion rateGoogle ↗
OBSERVEDComparison
2025 SaaS organic search conversion rate benchmark paid search conversion rate B2B softwareGoogle ↗
OBSERVEDComparison
2026 Google Ads benchmark search conversion rate software industry WordStreamGoogle ↗
OBSERVEDComparison

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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / 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
2025 2026 SaaS Google Ads paid search vs organic search conversion rate benchmark study cost per lead conversion rate Google ↗
2025 SaaS organic search conversion rate benchmark paid search conversion rate B2B software Google ↗
2026 Google Ads benchmark search conversion rate software industry WordStream Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2025 2026 SaaS Google Ads paid search vs organic search conversion rate benchmark study cost per lead conversion rate
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
2025 SaaS organic search conversion rate benchmark paid search conversion rate B2B software
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
2026 Google Ads benchmark search conversion rate software industry WordStream
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1