Prayas AIChatbot Design

After a diagnostic report, students don't know what to do next. They need someone to guide them.

QR code for the phone prototypeScan to try it
on your phone
A UPSC aspirant looking at her phone
Annya
I don't have a real mentor to ask for help.
Prayas AI mentor
Don't worry, I'm here to help. Let's start with your report.
Annya
Okay, what should I fix first?
Tap to try
9:41
AI mentorGS1 report · 18 credits leftChats
I don't have a mentor to ask.
ConfidentI've read your GS1 report. Let's start with Q9, where most marks went.Source · Your evaluation report
AI mentor can be wrong. It shows how sure it is.
In 30 seconds

Prayas AI helps UPSC aspirants practise and get their answers evaluated. Its AI mentor helps learners understand a report and know what to do next, shows how sure an answer is, and brings in a person when the AI isn't enough.

  • What problem does it solve? Learners get an evaluation report, but often aren't clear what it means or what to do next, and mentors aren't always free.
  • Who is it for? A UPSC aspirant with a report in hand and a question about it.
  • How does it work? Every state answers three questions: what builds trust, what happens when it's wrong, and when a person takes over, grounded in Google's PAIR guidebook.
  • How would I know it works? To measure: helpful answers, fewer dead ends, and mentor handoffs with no repeating.
01Prototype

Chatbot prototype

Test it yourself. Start with the report, then try the moments on the left. Tap anything in the phone or type your own question. The panel on the right explains why.

Start here
10 more moments unlock as you explore
Wrong answers, a person stepping in, real-world limits
1 of 17 moments explored
9:41
Evaluation ReportGS1 · 10 Mar 2026
Overall feedbackQuestion analysis
92.5/250Score20Questions35%Mastery
Your weakest area was Content competence. Key directives were missed in several answers.
Content competence
2 strengths · 3 improvements
Q9 · National Emergency: directive to highlight court judgments was missed.
Q1 · Inter-State Council: points listed, not linked.
Q3 · Impact on democracy: no constitutional anchor.
On the screen now
The learner starts from their report
02Logic

Logic flow

The same logic board as the Figma file, phase 1 and phase 2. The box for the moment you're playing is outlined. Click any blue box to play it in the prototype.

EntryStepDecisionSystemDesigned screen
Drag to explore42%
Phase 1 · the main flow
YesNoYesNoHighMediumLowYesAsk a mentorYesNoRetryData + evaluationFirst visitIf harmful
Phase 2 · model answers, uploads, credits, chat limits, wellbeing
NoDoneYesNoNoYesBurnoutRiskBuy

Other case studies

Scroll or drag01 / 04

Back