Real ChatGPT answer · index seedF7fpQadJlAYcompleteEducation · financial aid and scholarshipslocal

Find me pricing and enrollment details for niche college ranking data subscriptions tailored for Detroit companies investing in local talent

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Find me pricing and enrollment details for niche college ranking data subscriptions tailored for Detroit companies investing in local talent
4 real searches · 1 real-search pass
2026 pricing enrollment employer subscriptions college ranking data Niche U.S. News Lightcast Detroit talentGoogle ↗
OBSERVEDOther / navigational
Niche college rankings data licensing subscription pricing enterprise API employerGoogle ↗
OBSERVEDOther / navigational
Detroit employer talent investment college ranking data subscription pricing workforce analytics Lightcast Emsi Burning GlassGoogle ↗
OBSERVEDOther / navigational
college rankings data licensing subscription pricing U.S. News college Compass data API enterpriseGoogle ↗
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 (4)
Short factOther / navigational75%Comparison25%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
2026 pricing enrollment employer subscriptions college ranking data Niche U.S. News Lightcast Detroit talent Google ↗
Niche college rankings data licensing subscription pricing enterprise API employer Google ↗
Detroit employer talent investment college ranking data subscription pricing workforce analytics Lightcast Emsi Burning Glass Google ↗
college rankings data licensing subscription pricing U.S. News college Compass data API enterprise Google ↗
  1. Comprehensive School Data · niche.com
  2. Where Niche's Data Comes From · niche.com
  3. Licensing agreement · niche.com
  4. Pricing · lightcast.io
  5. Education · lightcast.io
  6. Education workforce solutions · lightcast.io
  7. Frequently Asked Questions · chmura.com
  8. Notice of Intent to Award for RFP Solicitation 250000000212 · govtribe.com
  9. Chmura and JobsEQ · chmura.com
  10. Data Home · proxy.goincop1.workers.dev
  11. API Documentation · proxy.goincop1.workers.dev
  12. Download data and register for API access · collegescorecard.ed.gov
  13. Detroit Regional Partnership – Talent Solutions · detroitregionalpartnership.com

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 pricing enrollment employer subscriptions college ranking data Niche U.S. News Lightcast Detroit talent
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Niche college rankings data licensing subscription pricing enterprise API employer
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Detroit employer talent investment college ranking data subscription pricing workforce analytics Lightcast Emsi Burning Glass
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
college rankings data licensing subscription pricing U.S. News college Compass data API enterprise
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1