Real ChatGPT answer · index seed5T2jyQ8FoNMcompleteEducation · language learningbrand

What are the best alternatives to Duolingo for someone who needs to pass a formal English proficiency exam for a graduate program in the US next semester?

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the best alternatives to Duolingo for someone who needs to pass a formal English proficiency exam for a graduate program in the US next semester?
4 real searches · 1 real-search pass
best official TOEFL preparation resources ETS TestReady 2026 graduate admissionsGoogle ↗
OBSERVEDComparison
official IELTS preparation resources IELTS Ready Premium British Council 2026Google ↗
OBSERVEDInstruction
best English proficiency exam preparation platforms Magoosh E2 IELTS TOEFL official coursesGoogle ↗
OBSERVEDComparison
US graduate universities English proficiency requirements TOEFL IELTS PTE Duolingo acceptance policiesGoogle ↗
OBSERVEDInstruction

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 / navigationalComparison50%ConsequenceReasonDefinitionInstruction50%Yes / 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
best official TOEFL preparation resources ETS TestReady 2026 graduate admissions Google ↗
official IELTS preparation resources IELTS Ready Premium British Council 2026 Google ↗
best English proficiency exam preparation platforms Magoosh E2 IELTS TOEFL official courses Google ↗
US graduate universities English proficiency requirements TOEFL IELTS PTE Duolingo acceptance policies Google ↗
  1. ETS TOEFL preparation · ets.org
  2. Test Preparation for the TOEFL iBT Test · in.ets.org
  3. IELTS Ready · learnenglish.britishcouncil.org
  4. IELTS Test Preparation and Practice Materials · takeielts.britishcouncil.org
  5. Magoosh · magoosh.com
  6. E2 Test Prep · e2language.com
  7. Write & Improve · writeandimprove.com
  8. Official TOEFL website · ets.org
  9. Official IELTS website · ielts.org
  10. Official PTE website · pearsonpte.com
  11. International Applicants · grad.illinois.edu
  12. English Language Proficiency · grad.ucsd.edu
  13. English Language Proficiency Requirement | UH Graduate School · uh.edu
  14. Explore lessons · bbc.co.uk
  15. Explore lessons · ed.ted.com
  16. Writing resources · owl.purdue.edu
  17. Explore Anki · apps.ankiweb.net

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best official TOEFL preparation resources ETS TestReady 2026 graduate admissions
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
official IELTS preparation resources IELTS Ready Premium British Council 2026
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
best English proficiency exam preparation platforms Magoosh E2 IELTS TOEFL official courses
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
US graduate universities English proficiency requirements TOEFL IELTS PTE Duolingo acceptance policies
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1