Customer stories — Autonomous Research

“I had a topic, but not a researchable question. Comparing the proposed gaps helped me see what a literature-based paper could actually contribute.”

Illustrative researcherGraduate student in education

Social sciences

From a broad interest in feedback to a focused review question

In this fictional scenario, a student explores published accounts of feedback and learner agency. The agent proposes bounded questions and explains their evidence needs. The student chooses a question, reviews the plan, and remains responsible for checking the eventual manuscript. This example does not establish that the question is novel.

“The useful part was seeing where the sources disagreed. I could inspect the passages, challenge the interpretation, and decide which claims belonged in my argument.”

Illustrative researcherIndependent author in technology ethics

Humanities

Building an argument that makes room for disagreement

This fictional author develops an argumentative paper from published AI-ethics literature. Competing interpretations remain visible beside the draft. The author checks source passages, revises the premises, and decides whether the rebuttals are warranted. No empirical study or publication outcome is represented.

“I wanted a draft I could question, not just read. Having the evidence beside the manuscript made it easier to check the scope of a claim before accepting a revision.”

Illustrative researcherResearcher in environmental science

Natural sciences

Keeping the evidence in view while refining a literature review

In this fictional narrative-review workflow, an author compares published findings about urban vegetation and air quality. Access limits and contradictory results remain part of the record. The author proofreads the draft and evaluates each proposed revision. The example does not imply validated findings or journal acceptance.