#UI Grounding

Articles about UI Grounding — exploring patterns, best practices, and real-world implementations in production systems.

1 post tagged with ui grounding. ← All posts

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Pratik Dhanave · ·7 min read

Grounding in the UI — Knowing Exactly Where to Click

A computer-use agent can perceive the screen and decide "click Submit," but it still has to answer a deceptively hard question: where exactly is Submit, and how do I act on precisely that spot? This UI grounding problem — connecting a decision to a precise screen location and element — is where many computer-use agents stumble, because a click a few pixels off hits the wrong thing. This post is about how agents locate and target UI elements reliably.

Deciding 'click Submit' is easy; knowing exactly where Submit is and clicking precisely there is the grounding problem — where a click a few pixels off hits the wrong thing. Coordinate vs element-based vs set-of-marks grounding, why precise localization is hard for vision, and why mis-clicks are a top failure mode.

#Computer-Use Agents#UI Grounding#Computer Vision#Reliability#AI Agents#GUI Automation

All posts on this site are written by Pratik Dhanave, an Agentic AI Architect with 7+ years building production distributed systems, multi-agent AI platforms, and cloud-native infrastructure. About the author → Each article includes working code, architecture diagrams, and references to the specific frameworks and standards discussed. Browse all posts or explore related topics using the tag cloud above.