Higher Ed Co-Pilot lets you query the federal database of every US college and university using natural language. Compare institutions, track trends, export data—no more downloading CSVs or navigating clunky interfaces. Built for IR teams and higher ed researchers. Data sources includes IPEDS, College Scorecard and many more.
Hey Product Hunt! 👋
I'm Wilson, founder of Clema.ai. After talking to 50+ Institutional Researchers from Higher Education in the US, I kept hearing the same frustration:
"I spend more time downloading CSVs and merging spreadsheets than actually analyzing data."
IPEDS (Integrated Postsecondary Education Data System) has data on every US college and university—6,000+ institutions, 100+ variables, 20+ years of history. But accessing it? Painful.
The old way:
❌ Navigate confusing government interfaces
❌ Download multiple CSV files
❌ Merge and clean in Excel
❌ Decode cryptic variable names
❌ Days to get a simple answer
With IPEDS GPT:
✅ Ask in plain English: "How does our graduation rate compare to peer institutions?"
✅ Get instant, cited answers
✅ Export charts and data
✅ Minutes, not days
We built this for IR teams drowning in ad-hoc requests, but it's useful for anyone researching higher education—journalists, policymakers, prospective students, consultants.
Would love your feedback! What questions would you ask about US colleges?
No comment highlights available yet. Please check back later!
About Clema on Product Hunt
“Your AI assistant for federal higher education data”
Clema launched on Product Hunt on February 6th, 2026 and earned 96 upvotes and 1 comments, placing #17 on the daily leaderboard. Higher Ed Co-Pilot lets you query the federal database of every US college and university using natural language. Compare institutions, track trends, export data—no more downloading CSVs or navigating clunky interfaces. Built for IR teams and higher ed researchers. Data sources includes IPEDS, College Scorecard and many more.
Clema was featured in Education (78.4k followers), Artificial Intelligence (466.2k followers) and Data & Analytics (5.5k followers) on Product Hunt. Together, these topics include over 115.9k products, making this a competitive space to launch in.
Who hunted Clema ?
Clema was hunted by Wilson Bright. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
Want to see how Clema stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
Wilson Bright