{"observation":{"id":"acdd058e-a93e-4fb4-a3f0-5f32f16c97f4","tool":"gpai","tool_name":"GPAI","criterion":"traceability-transparency","criterion_name":"Traceability & Transparency","criterion_definition":"How clearly the tool links generated notes back to the original source so users can verify the summary.","criterion_evidence_type":"transformation","criterion_rank_role":"context","criterion_rank_role_reason":"Source linking and transparency are important for checking notes against the PDF, but a weaker result does not by itself mean the tool fails to generate revision notes. (2 of 3 judges)","scenario":"long-academic-chapter-pdf-for-exam-ready-notes","scenario_name":"Long academic chapter PDF for exam-ready notes","group_tag":null,"scenario_description":"A long academic chapter PDF used to test whether tools can turn dense study material into structured, exam-ready revision notes with source traceability and active recall support.","modality":"pdf","input_text":null,"input_artifact_refs":[],"stresses":["Long-document PDF processing","Structured summarization into bullets/tables/sections","Preserving academic clarity and key concepts","Generating flashcards and quiz questions","Source verification and jump-to-source traceability","Revision-friendly formatting and workflow support"],"verdict":"worked","score":null,"score_total":null,"note":"Links summary sections back to exact source pages, with visible page references such as p.2, p.7, and p.11 and a one-click jump-to-source workflow.","evidence_state":"verified","source":null,"artifacts":[{"url":"https://d3epheqghktydj.cloudfront.net/gpai-gpai-structured-summary-output-duplicate-0c925e795262.png","role":"output","alt":null}],"run_id":"17ca9a9c-03d4-402e-b34d-2ea8078316be","study_title":"Turn Academic PDFs Into Exam-Ready Revision Notes Using AI","study_kind":"generation","research_task":"86b8anp1v","tested_at":null,"completeness":"output-only","input":{"state":"not-captured","text":null,"files":[],"modality":"pdf","stresses":["Long-document PDF processing","Structured summarization into bullets/tables/sections","Preserving academic clarity and key concepts","Generating flashcards and quiz questions","Source verification and jump-to-source traceability","Revision-friendly formatting and workflow support"]},"tool_page_slug":"gpai","tool_url":"https://aidemos.com/tools/gpai","permalink":"https://aidemos.com/evidence/acdd058e-a93e-4fb4-a3f0-5f32f16c97f4","api_url":"https://ai.aidemos.com/v1/observations/acdd058e-a93e-4fb4-a3f0-5f32f16c97f4"},"peers":[{"id":"9e801f4f-5fa3-410c-a047-148484fbd826","tool":"notebooklm","tool_name":"NotebookLM","verdict":"worked","score":null,"score_total":null,"note":"Links generated notes back to the source with numbered citations like [1], and the report says those references jump to the exact page and paragraph in the original PDF.","artifact_count":3,"thumbnail":"https://d3epheqghktydj.cloudfront.net/notegpt-notegpt-biology-chapter-input-4a0d2c7b839f.pdf","evidence_url":"https://aidemos.com/evidence/9e801f4f-5fa3-410c-a047-148484fbd826"},{"id":"f150302d-17e6-4c0b-a56c-9cec3c35aa5a","tool":"notegpt","tool_name":"NoteGPT","verdict":"failed","score":null,"score_total":null,"note":"Does not provide click-through source mapping from a summary point back to the original PDF, so users cannot jump from a note to its source section.","artifact_count":0,"thumbnail":null,"evidence_url":"https://aidemos.com/evidence/f150302d-17e6-4c0b-a56c-9cec3c35aa5a"},{"id":"443e5271-2dc3-49b3-bb73-a3c56485f51a","tool":"studyfetch","tool_name":"StudyFetch","verdict":"worked","score":null,"score_total":null,"note":"The report says AI chat can connect answers to the specific section of the uploaded material, which improves confidence in the explanation.","artifact_count":0,"thumbnail":null,"evidence_url":"https://aidemos.com/evidence/443e5271-2dc3-49b3-bb73-a3c56485f51a"},{"id":"d815efd0-c731-4ab5-aa9c-d05de3308d35","tool":"youlearn-ai","tool_name":"YouLearn AI","verdict":"worked","score":null,"score_total":null,"note":"The quiz flow also preserves traceability by letting learners jump back to the relevant source page through the \"Don't know\" path.","artifact_count":2,"thumbnail":"https://d3epheqghktydj.cloudfront.net/notegpt-notegpt-biology-chapter-input-4a0d2c7b839f.pdf","evidence_url":"https://aidemos.com/evidence/d815efd0-c731-4ab5-aa9c-d05de3308d35"}],"other_criteria":[{"id":"7831c7a6-e72f-457e-93a2-048598b8a38a","criterion":"active-recall-support","criterion_name":"Active Recall Support","rank_role":"decisive","verdict":"mixed","score":null,"score_total":null,"note":"Generates flashcards in question-answer form with hints, but the tested chapter produced only 15 cards.","artifact_count":1,"evidence_url":"https://aidemos.com/evidence/7831c7a6-e72f-457e-93a2-048598b8a38a"},{"id":"94c4968e-a618-4f57-bb96-65e3d6daa7f2","criterion":"active-recall-support","criterion_name":"Active Recall Support","rank_role":"decisive","verdict":"mixed","score":null,"score_total":null,"note":"Generates MCQ quizzes with a hint control and an explanation section; the tested chapter produced 8 questions.","artifact_count":1,"evidence_url":"https://aidemos.com/evidence/94c4968e-a618-4f57-bb96-65e3d6daa7f2"},{"id":"0355c80f-39d7-445b-963c-8167ccabf600","criterion":"study-material-handling","criterion_name":"Study Material Handling","rank_role":"decisive","verdict":"worked","score":null,"score_total":null,"note":"Processes long academic chapter PDFs above 40 pages without requiring manual splitting.","artifact_count":0,"evidence_url":"https://aidemos.com/evidence/0355c80f-39d7-445b-963c-8167ccabf600"},{"id":"293ad598-b680-42fb-b8f9-3c17df93de22","criterion":"summary-output-quality","criterion_name":"Summary Output Quality","rank_role":"decisive","verdict":"failed","score":null,"score_total":null,"note":"Does not recreate diagrams or tables in the summary output, so the result stays text-only even when the source material has visual structure.","artifact_count":0,"evidence_url":"https://aidemos.com/evidence/293ad598-b680-42fb-b8f9-3c17df93de22"},{"id":"497f3196-5cc2-4d7b-8658-bbac225e2665","criterion":"summary-output-quality","criterion_name":"Summary Output Quality","rank_role":"decisive","verdict":"worked","score":null,"score_total":null,"note":"Converts dense chapter content into structured exam notes with bullet points, bold topic headings, and section separation instead of plain paragraph compression.","artifact_count":1,"evidence_url":"https://aidemos.com/evidence/497f3196-5cc2-4d7b-8658-bbac225e2665"}],"appears_in":[{"page_type":"ranking","slug":"pdf-to-revision-notes","title":"Best AI Tools to Turn Academic PDFs Into Exam-Ready Revision Notes","url":"https://aidemos.com/best/pdf-to-revision-notes","binding":"run"},{"page_type":"ranking","slug":"pdf-to-study-notes","title":"Best AI Tools to Turn Academic PDFs Into Exam-Ready Revision Notes","url":"https://aidemos.com/best/pdf-to-study-notes","binding":"run"},{"page_type":"tool","slug":"notebooklm","title":null,"url":"https://aidemos.com/tools/notebooklm","binding":"run"},{"page_type":"use-case","slug":"turn-academic-pdfs-into-revision-notes","title":"Turn Academic PDFs Into Exam-Ready Revision Notes Using AI","url":"https://aidemos.com/use-cases/turn-academic-pdfs-into-revision-notes","binding":"study"}],"same_scenario":[{"id":"9e801f4f-5fa3-410c-a047-148484fbd826","tool":"notebooklm","tool_name":"NotebookLM","verdict":"worked","score":null,"score_total":null,"note":"Links generated notes back to the source with numbered citations like [1], and the report says those references jump to the exact page and paragraph in the original PDF."},{"id":"f150302d-17e6-4c0b-a56c-9cec3c35aa5a","tool":"notegpt","tool_name":"NoteGPT","verdict":"failed","score":null,"score_total":null,"note":"Does not provide click-through source mapping from a summary point back to the original PDF, so users cannot jump from a note to its source section."},{"id":"443e5271-2dc3-49b3-bb73-a3c56485f51a","tool":"studyfetch","tool_name":"StudyFetch","verdict":"worked","score":null,"score_total":null,"note":"The report says AI chat can connect answers to the specific section of the uploaded material, which improves confidence in the explanation."},{"id":"d815efd0-c731-4ab5-aa9c-d05de3308d35","tool":"youlearn-ai","tool_name":"YouLearn AI","verdict":"worked","score":null,"score_total":null,"note":"The quiz flow also preserves traceability by letting learners jump back to the relevant source page through the \"Don't know\" path."}]}