Semantic scholarship data, matching & funding rails.
License the structured scholarship dataset, drop in an AI-powered finder, or call the matching API. Embeddings and semantic search under the hood — the funding infrastructure layer for anyone building for students.
- Semantic search & embeddings — match on meaning, not just keywords
- Structured, deduped & eligibility-tagged, continuously updated
- Embeddable finder or headless matching API — build any UX
Not a database — a matching engine
Every scholarship is embedded and indexed for semantic search, so you can match on a student's actual goals and eligibility instead of brittle keyword rules. Use our finder, or call the matching API and build your own.
Vector search
Query by natural-language profile and get ranked, relevant matches.
Deduped & clean
Semantic dedupe collapses near-duplicate listings into canonical records.
Yours to build on
Headless by design — the ranking powers whatever UX you ship.
How it works
How teams build on us
Scope your use case
Data license, AI finder embed, or full matching-API access.
Get access
Sandbox keys and docs, plus a data sample to evaluate.
Integrate
Drop in the finder or wire up the endpoints — we support you.
Ship & scale
Production access with SLAs and an update cadence that fit your product.
What you get
What you can license
Scholarship database
Structured, deduped records with eligibility, amounts, deadlines — embeddings included.
AI scholarship finder
A hosted, themeable semantic search you drop into any product.
Matching API
Send a student profile, get back ranked scholarship matches via vector search.
Good to know
Common questions
What powers the matching? +
Scholarships are embedded and indexed for semantic search, so results match on meaning and eligibility rather than keyword overlap. We'll walk through the approach on the call.
Can we white-label the finder? +
Yes — the AI finder is themeable and can run fully under your brand.
How fresh is the data? +
Continuously maintained with a regular update cadence; we'll share specifics for your SLA.
What are the licensing terms? +
Usage-based or flat licensing depending on volume and use case. Scoped on the call.
Ready to talk specifics?
Tell us what you're trying to reach — we'll show you the audience and the numbers.