Real ChatGPT answer · index seediI85Vddj4GYcompleteMarketing and advertising · content marketingcommercial

What do top marketers say are the key elements of creating engaging LinkedIn posts that get real comments instead of just automated likes?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What do top marketers say are the key elements of creating engaging LinkedIn posts that get real comments instead of just automated likes?
2 real searches · 1 real-search pass
LinkedIn marketing experts advice posts generate meaningful comments conversation hooks storytelling questions engagement bait avoid automated likesGoogle ↗
OBSERVEDInstruction
top B2B marketers LinkedIn content strategy comments genuine engagement 2025 2026Google ↗
OBSERVEDReason

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 (2)
Short factOther / navigationalComparisonConsequenceReason50%DefinitionInstruction50%Yes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
LinkedIn marketing experts advice posts generate meaningful comments conversation hooks storytelling questions engagement bait avoid automated likes Google ↗
top B2B marketers LinkedIn content strategy comments genuine engagement 2025 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
LinkedIn marketing experts advice posts generate meaningful comments conversation hooks storytelling questions engagement bait avoid automated likes
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
top B2B marketers LinkedIn content strategy comments genuine engagement 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1