Looking for budget friendly alternatives to Kaplan for employee GED test prep that actually show proven results for working adults.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for budget friendly alternatives to Kaplan for employee GED test prep that actually show proven results for working adults.
3 real searches · 1 real-search pass
evidence-based affordable GED test preparation programs adult learners working adults outcomes Essential Education GED Academy Aztec Learning BurlingtonEnglish 2025Google ↗
OBSERVEDOther / navigational
GED preparation adult education online program outcomes pass rates randomized evaluation adult learners costGoogle ↗
OBSERVEDConsequence
Illinois adult education GED preparation free online Oak Lawn Illinois community college adult education GED classesGoogle ↗
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 (3)
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
evidence-based affordable GED test preparation programs adult learners working adults outcomes Essential Education GED Academy Aztec Learning BurlingtonEnglish 2025 Google ↗
GED preparation adult education online program outcomes pass rates randomized evaluation adult learners cost Google ↗
Illinois adult education GED preparation free online Oak Lawn Illinois community college adult education GED classes Google ↗
- Evaluating Digital Learning for Adult Basic Literacy and Numeracy | Adult Education and Literacy · lincs.ed.gov
- Illinois High School Equivalency Data Report Calendar Year 2024 · iccb.org
- Distance learning for GED® students in rural Pennsylvania · pure.psu.edu
- Adult Education Strategies: Identifying and Building Evidence of Effectiveness | Adult Education and Literacy · lincs.ed.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
evidence-based affordable GED test preparation programs adult learners working adults outcomes Essential Education GED Academy Aztec Learning BurlingtonEnglish 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
GED preparation adult education online program outcomes pass rates randomized evaluation adult learners cost OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Illinois adult education GED preparation free online Oak Lawn Illinois community college adult education GED classes OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |