NEET JEEnius AI is a composite forecast engine. Each model handles a specific stage of the pipeline before handing off to the next.
OpenAI GPT-5 & o-series: deep reasoning for multi-step Physics, Chemistry and Biology problems.
Google Gemini 2.5 & 3 Pro: multimodal recall, knowledge retrieval and tone control.
Fathom AI: the final validator that enforces rigour, NTA tone and solution logic.
We digitised and audited real NEET-UG papers, notes and strategies instead of scraping summary blogs.
The engine tracks topic drift across NEET-UG papers and adjusts predicted weightage automatically.
Real NEET questions are defined by their wrong options. Our template & distractor engine recreates the traps examiners love.
Bait answers built from common conceptual slips.
Options from terminology mix-ups, classification slips or "halfway" reasoning.
Edge-case answers focusing on limits, degeneracies or extreme values.
Answers that match the step just before completion.
Blueprint generation: syllabus hierarchy + weightage forecasts decide the topic mix.
Drafting: GPT-5 and Gemini models craft the stem, solution and tone.
Scrubbing: o-series and Fathom AI audit units, diagrams, logic and difficulty.
Validation: similarity guards keep the set original, not recycled.
Our methodology applies the same model stack and evaluation harness to NEET-UG papers; results are being independently verified and will be published.