Real ChatGPT answer · index seedvLtytgT4VKIcompleteB2B software · marketing automationbrand

How do modern B2B lead generation tactics differ from what was taught in textbooks five years ago regarding automation?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do modern B2B lead generation tactics differ from what was taught in textbooks five years ago regarding automation?
2 real searches · 1 real-search pass
B2B lead generation automation trends 2025 2026 AI agents intent data personalization sales marketing reportGoogle ↗
OBSERVED
2021 B2B marketing automation lead generation traditional workflows CRM email nurture scoring reportGoogle ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
B2B lead generation automation trends 2025 2026 AI agents intent data personalization sales marketing report Google ↗
2021 B2B marketing automation lead generation traditional workflows CRM email nurture scoring report Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
B2B lead generation automation trends 2025 2026 AI agents intent data personalization sales marketing report
OBSERVED
Google ↗
AI Mode ↗
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of 1
2021 B2B marketing automation lead generation traditional workflows CRM email nurture scoring report
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1