The field research informed and strategically shaped the relaunch architecture of the AI-enabled Machli_App, which was also relaunched at Goa University. The insights generated through structured consultations, digital surveys, and operational dialogues were embedded into the app’s advisory delivery logic, user engagement model, and compliance-support mechanisms — ensuring that the platform is contextually relevant, stakeholder-informed, and aligned with contemporary marine governance and climate resilience priorities.

The field research informed and strategically shaped the relaunch architecture of the AI-enabled Machli_App, which was also relaunched at Goa University. The insights generated through structured consultations, digital surveys, and operational dialogues were embedded into the app’s advisory delivery logic, user engagement model, and compliance-support mechanisms — ensuring that the platform is contextually relevant, stakeholder-informed, and aligned with contemporary marine governance and climate resilience priorities.