Your college future shouldn't live in scattered Chrome tabs.
I'm Stuti, a CollegeHound student intern. I tested Scout with real student questions to see whether it used the information a student had already saved, avoided assumptions, and gave answers that were actually useful.
CollegeHound is free. Scout is the optional paid AI upgrade.
“One place instead of twenty Google Docs.”
Stuti, asked to explain CollegeHound to a friend
Meet Stuti
CollegeHound student intern
During my internship, I tested CollegeHound in a structured way. I asked Scout specific questions, checked whether its answers matched the information provided, and documented where it was accurate, unclear, or too confident.
- What I tested
- Scout responses, assumptions, personalization, accuracy, and clarity
- Structured evaluations
- Sixteen structured evaluations across real student scenarios
- What I caught
- Answers that sounded confident even when important information was missing
- What I contributed
- Detailed findings and proposed fixes the team could act on directly
- New skills
- Test design, product evaluation, evidence-based feedback, and technical writing
- What I'm proud of
- Proposing that Scout connect each answer to the right Binder section
“Building an AI isn't just about getting the right answer. It's also about making the answer feel trustworthy, personalized, and easy to understand.”
Does this sound familiar?
Everything in a different place?
Documents, screenshots, notes, emails, and college websites all hold different pieces.
Not sure what is next?
The next step changes depending on the college, application, scholarship, or student.
Tired of explaining yourself?
A general chatbot starts from a blank prompt and does not know what you have already saved.
The Binder keeps your information together. Scout can use that context when you ask for help.
Everything organized in one Binder
The Binder keeps your information together so Scout can begin with context rather than guesses.
The work that was mine
What I tested in Scout
Four questions I asked of every answer, across sixteen structured evaluations.
01
Did it use the student's Binder?
I checked whether Scout used the grades, activities, goals, and colleges already provided.
02
Did it make assumptions?
I looked for moments when Scout confidently added facts the student never shared.
03
Was the answer specific?
I compared personalized guidance against generic advice that could apply to anyone.
04
Did it explain uncertainty?
I checked whether Scout admitted when it needed more information instead of pretending to know.
“I thought the AI would give generic answers, but it actually read my exact stats. It noticed the gap between my unweighted and weighted GPA and told me how to use my specific extracurriculars.”
Stuti, on a test Scout passed
The difference she was testing for
A student asks: "What should I improve before I apply?"
A simplified example based on Stuti's testing, not a transcript of a real Scout answer.
A weak answer
Assumes the student has leadership experience
Names a specific test-score goal without enough context
Sounds certain despite missing information
A better answer
Uses the student's saved activities and goals
Separates what is known from what is missing
Suggests a few next steps without pretending there is one formula
“AI can sound extremely confident even when it is making assumptions.”
Stuti, in her own testing notes
Precision Award · CollegeHound Summer Internship 2026
Stuti won the Precision Award
The award you can't talk your way into.
Across sixteen structured evaluations, Stuti documented exactly what happened, identified confident assumptions and missing context, and produced findings the team could act on directly.
16 evaluations
Logged and structured
Held up on review
Consistently reliable
Actionable findings
Clear observations and proposed fixes
“A good instrument gives you a reliable reading and reveals something you could not see on your own. That is how Stuti tested.
She documented exactly what happened and gave us findings we could act on.”
Ed Psyk and Shelley Psyk · CollegeHound co-founders
What better guidance looks like
Better guidance starts with what the student actually provided, separates known facts from missing information, and offers next steps without pretending there is one formula.
“Showing a student their example of their current reality, which is like sticky notes, messy spreadsheets, right next to our organized clean Binder is a really effective way of capturing a student's attention rather than just typing a whole paragraph.”
Stuti, on why she built this comparison
Without one organized system
Scattered tabs and documents
Explaining yourself over again
Missed or unclear next steps
Generic answers
With CollegeHound
Your information organized in one Binder
Scout can use what you saved
Clearer next steps
Uncertainty made visible
What changed for me
“When I first started planning my essays, I felt confused and had information everywhere. CollegeHound helped me organize it and plan what to do next.”
Stuti · CollegeHound student intern
Start organized. Add Scout when you want more guidance.
Free CollegeHound
Organize activities, colleges, deadlines, essays, scholarships, and planning.
Optional Scout upgrade
Personalized guidance based on the information you choose to save.
$9/month or $99/year during the Dog Days of Summer Special, normally $15/month.