Real ChatGPT answer · index seedop30usA79D8completeB2B software · marketing automationbrand

Are there any open source tools that match Apollo io contact enrichment without the insane per-credit cost?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any open source tools that match Apollo io contact enrichment without the insane per-credit cost?
2 real searches · 1 real-search pass
open source self hosted contact enrichment tools email finding company people data enrichment GitHub 2026Google ↗
OBSERVED
Open source alternatives Apollo.io contact enrichment self hosted CRM enrichment tools GitHubGoogle ↗
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
open source self hosted contact enrichment tools email finding company people data enrichment GitHub 2026 Google ↗
Open source alternatives Apollo.io contact enrichment self hosted CRM enrichment tools GitHub Google ↗
  1. OpenEnrich · github.com
  2. FORGE · github.com
  3. Locus · github.com
  4. OpenLeads · git.mitgai.net
  5. theHarvester · github.com
  6. n8n · n8n.io
  7. Firecrawl · github.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
open source self hosted contact enrichment tools email finding company people data enrichment GitHub 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Open source alternatives Apollo.io contact enrichment self hosted CRM enrichment tools GitHub
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1