Real ChatGPT answer · index seed3g3Uv5cO55McompleteB2B software · marketing automationcommercial

Is Apollo io contact enrichment worth the price for a small agency or should we use cheaper data providers for our outbound campaigns

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is Apollo io contact enrichment worth the price for a small agency or should we use cheaper data providers for our outbound campaigns
2 real searches · 1 real-search pass
Apollo.io pricing 2026 official plans credits contact enrichment pricingGoogle ↗
OBSERVEDOther / navigational
Apollo.io alternatives pricing 2026 Hunter Prospeo Snov.io Lusha officialGoogle ↗
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 (2)
Short factOther / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / 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
Apollo.io pricing 2026 official plans credits contact enrichment pricing Google ↗
Apollo.io alternatives pricing 2026 Hunter Prospeo Snov.io Lusha official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Apollo.io pricing 2026 official plans credits contact enrichment pricing
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Apollo.io alternatives pricing 2026 Hunter Prospeo Snov.io Lusha official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1