Workflows

Turn LINE conversations into usable workflows

The strongest part of the source materials is that the bot is treated as a work entry point rather than a chat toy. Conversations trigger file handling, report generation, information search, and cross-platform posting.

Workflow 1: Upload, rename, summarize, and ask questions

Users send a file through LINE. The system stores it in Drive, uses AI to generate a filename, summary, and category, writes the metadata into Google Sheets, and then allows follow-up questions against the uploaded file.

Workflow 2: Generate docs, slides, or web reports

When a user requests an analysis report, the system can ask for the output format and then create a Google Doc, Slides deck, or web-style report in the background. This is ideal for teaching task decomposition and asynchronous handling.

Workflow 3: Post to Threads from LINE

Threads posting workflow

The materials include a workflow for staging text, appending images, and publishing to Threads. This expands the course beyond chatbots into content operations and digital communication pipelines.

Classroom activity ideas

  • Ask learners to diagram the internal path of one LINE message.
  • Compare file-based Q and A with plain text prompting from a data-flow perspective.
  • Design a new command and specify the worksheets and modules it would require.