Lingkee Question Organiser
Turn conventionally structured Word papers into reusable question records and question-and-answer images, then extract by question ID, assemble papers and prepare question-count summaries.
Start with a research question, gather selected social sources, track collection and explore summaries through evidence-based follow-ups.
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This multi-source research assistant supports preliminary investigation of product feedback, user discussion and market topics. Users define what they are studying and what they want to understand, select sources and start a scoped research task. Collection, progress tracking and synthesis are connected to help identify issues worth investigating further.
Requests without enough product, industry or audience context are asked for more information, so the subsequent work can be organised around a clearer research objective.
Once started, a task exposes stages such as collection and analysis, distinguishing work that is waiting, complete or has encountered an error.
If deeper synthesis does not complete, the result may contain only basic information such as collection counts and should be interpreted accordingly.
Tasks with similar conditions can reuse existing collection results, while an explicit refresh requests new material. This allows repeated questions about a topic to build on available material while retaining the option to collect again.
The current project is suited to validating a research workflow and connecting it to existing business tools. Findings cover the material actually obtained and provide a starting point for interviews, product discussions or further research, not a statistical estimate of all users’ opinions.
I independently planned the research tool, designed its interface and architecture, and implemented, deployed and iterated on its frontend and backend. I built a pipeline from question planning and multi-source collection through deduplication, vector indexing, reranking and source-grounded follow-up, with persistent tasks, execution recovery and bounded retries.
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