Generating alt text for images with a vision-language model is one of the more directly useful, low-risk applications of the technology — it genuinely helps screen-reader users, and a wrong caption is inconvenient rather than dangerous in most contexts.

What makes a generated alt text good

  • Concise and descriptive of what's actually relevant in context, not an exhaustive list of every visual element.
  • Avoids redundant phrasing like 'image of' — screen readers already announce that it's an image.
  • Flags uncertainty rather than guessing confidently on genuinely ambiguous images, where possible.

Where this fits into a student project

A browser extension or CMS plugin that auto-suggests alt text for uploaded images, with a human able to edit before publishing, is a well-scoped, genuinely useful project that also teaches the vision-language pipeline end to end.

See multimodal LLMs for student projects.

Pranjul Rathour, GenAI Engineer from Kanpur, India. Open to GenAI roles, hackathon judging, mentorship sessions and guest talks at any campus: pranjulrathour41@gmail.com.