Real ChatGPT answer + Gemini simulation · index seednDBJRFXGlLYcompleteAI OverviewEducation · certificationscommercial
What are the hardest domains on the current CISSP exam and what cram guide should I buy on Kindle right now to study tonight
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search36 queries10/30/2026
Download run
Gemini unique queries
34
2 in ≥ half the passes · stability 35%
ChatGPT real searches predicted
50%
1 of 2 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
What are the hardest domains on the current CISSP exam and what cram guide should I buy on Kindle right now to study tonight
34 unique queries · 3 passes
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence. 34 queries are still being classified.
What the models actually searched
Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.
ChatGPT2 real searches · gpt-650% predicted
ISC2 CISSP exam outline 2026 domain weights current exam outline effective 2024 official Google ↗
CISSP Kindle cram guide 2025 2026 exam study guide Kindle review Google ↗
- Review the ISC2 CISSP Certification Exam Outline · isc2.org
- CISSP Exam Refresh FAQ · isc2.org
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
34 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
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Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
Geminix = pass, y = cumulative unique queries
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-3.5-flash-lite | 1 | 12 | 12 | — | 925 / 1,428 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 925 / 1,498 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 925 / 1,419 |