Real ChatGPT answer · index seedX5Jox0CrgtocompleteCareers and HR · professional networkingcommercial

Which websites offer the most reliable advice on how to politely ask a busy alumnus for a career referral on LinkedIn?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which websites offer the most reliable advice on how to politely ask a busy alumnus for a career referral on LinkedIn?
3 real searches · 1 real-search pass
reliable career advice how to ask alumni for referral LinkedIn networking message Harvard Business Review alumni career referral etiquetteGoogle ↗
OBSERVEDInstruction
university career center advice ask alumni for referral LinkedIn informational interview referral busy alumnusGoogle ↗
OBSERVEDInstruction
The Muse ask LinkedIn connection referral alumni networking message career adviceGoogle ↗
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 (3)
Short factOther / navigational33%ComparisonConsequenceReasonDefinitionInstruction67%Yes / no

Classes come from the query-classifier (a local Laya model). 3 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
reliable career advice how to ask alumni for referral LinkedIn networking message Harvard Business Review alumni career referral etiquette Google ↗
university career center advice ask alumni for referral LinkedIn informational interview referral busy alumnus Google ↗
The Muse ask LinkedIn connection referral alumni networking message career advice Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
reliable career advice how to ask alumni for referral LinkedIn networking message Harvard Business Review alumni career referral etiquette
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
university career center advice ask alumni for referral LinkedIn informational interview referral busy alumnus
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
The Muse ask LinkedIn connection referral alumni networking message career advice
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1