Real ChatGPT answer · index seedBoiIWKmGGNscompleteCareers and HR · professional networkingcomparison

Evaluate the Alumni Fire platform against traditional university alumni directories for cold outreach in finance.

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Evaluate the Alumni Fire platform against traditional university alumni directories for cold outreach in finance.
3 real searches · 1 real-search pass
AlumniFire platform features alumni networking directory search finance professionalsGoogle ↗
OBSERVEDOther / navigational
AlumniFire reviews pricing alumni platform university alumni directoryGoogle ↗
OBSERVEDOther / navigational
university alumni directories career networking privacy access alumni directory featuresGoogle ↗
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 (3)
Short factOther / navigational67%ComparisonConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
AlumniFire platform features alumni networking directory search finance professionals Google ↗
AlumniFire reviews pricing alumni platform university alumni directory Google ↗
university alumni directories career networking privacy access alumni directory features Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
AlumniFire platform features alumni networking directory search finance professionals
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
AlumniFire reviews pricing alumni platform university alumni directory
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
university alumni directories career networking privacy access alumni directory features
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1