Real ChatGPT answer · index seed5l6O230XiuQcompleteCareers and HR · interviewscommercial

How do I evaluate whether an independent career coach is legitimate or a scam before spending my graduation money on their interview prep packages?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How do I evaluate whether an independent career coach is legitimate or a scam before spending my graduation money on their interview prep packages?
3 real searches · 1 real-search pass
FTC consumer advice coaching services scams guaranteed results upfront fees career coaching package refund policyGoogle ↗
OBSERVEDOther / navigational
ICF credential verification directory official verify coach credentialsGoogle ↗
OBSERVEDReason
NCDA career counseling credentials career services verify professionalGoogle ↗
OBSERVEDDefinition

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%ComparisonConsequenceReason33%Definition33%InstructionYes / 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
FTC consumer advice coaching services scams guaranteed results upfront fees career coaching package refund policy Google ↗
ICF credential verification directory official verify coach credentials Google ↗
NCDA career counseling credentials career services verify professional Google ↗
  1. Official website · coachingfederation.org
  2. Official website · ncda.org
  3. LinkedIn · linkedin.com
  4. Reddit · reddit.com
  5. Better Business Bureau · bbb.org
  6. Trustpilot · trustpilot.com
  7. How to spot and avoid business coaching scams · consumer.ftc.gov
  8. When a Business Offer or Coaching Program Is a Scam · consumer.ftc.gov
  9. Explore Big Interview · biginterview.com
  10. Explore CareerOneStop · careeronestop.org
  11. Explore SCORE · score.org

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
FTC consumer advice coaching services scams guaranteed results upfront fees career coaching package refund policy
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
ICF credential verification directory official verify coach credentials
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
NCDA career counseling credentials career services verify professional
OBSERVED
Google ↗
AI Mode ↗
—Definition——1x
of 1