Real ChatGPT answer · index seedUfHOLCH8nI8completeMarketing and advertising · AI search and generative engine optimizationcommercial

What is the cheapest tech stack for running automated B2B lead gen campaigns using AI personalization on a strict startup budget?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the cheapest tech stack for running automated B2B lead gen campaigns using AI personalization on a strict startup budget?
1 real search · 1 real-search pass
2026 pricing Apollo.io plans free basic pricing Smartlead Instantly n8n HubSpot free OpenAI API pricing 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 (1)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
2026 pricing Apollo.io plans free basic pricing Smartlead Instantly n8n HubSpot free OpenAI API pricing official Google ↗
  1. Apollo.io Pricing Plans · apollo.io
  2. Apollo.io Pricing Plans · apollo.io
  3. Apollo pricing · apollo.io
  4. Google Sheets · sheets.google.com
  5. n8n Plans and Pricing · n8n.io
  6. FAQs - General FAQ - Which license do I need for my use case? · support.n8n.io
  7. n8n website · n8n.io
  8. Self-hosting guide · docs.n8n.io
  9. OpenAI API pricing · platform.openai.com
  10. Smartlead · smartlead.ai
  11. Smartlead Pricing Plans · helpcenter.smartlead.ai
  12. Marketing Software Pricing · hubspot.com
  13. HubSpot pricing · hubspot.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 pricing Apollo.io plans free basic pricing Smartlead Instantly n8n HubSpot free OpenAI API pricing official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1