Real ChatGPT answer · index seed5UGVY0rAGbccompleteMarketing and advertising · social media marketingcomparison

Which B2B lead generation tool on LinkedIn performs better for a retired consultant like me trying to reach senior executives without spending a fortune?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which B2B lead generation tool on LinkedIn performs better for a retired consultant like me trying to reach senior executives without spending a fortune?
3 real searches · 1 real-search pass
LinkedIn Sales Navigator Core pricing 2026 features lead search InMail officialGoogle ↗
OBSERVEDOther / navigational
Apollo pricing free plan LinkedIn integration 2026 officialGoogle ↗
OBSERVEDOther / navigational
LinkedIn prohibited software automation scraping user agreement 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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
LinkedIn Sales Navigator Core pricing 2026 features lead search InMail official Google ↗
Apollo pricing free plan LinkedIn integration 2026 official Google ↗
LinkedIn prohibited software automation scraping user agreement official Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
LinkedIn Sales Navigator Core pricing 2026 features lead search InMail official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Apollo pricing free plan LinkedIn integration 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
LinkedIn prohibited software automation scraping user agreement official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1