Scholarship Matching

How AI scholarship matching works

Understand the two-step process ScholarSearch AI uses to find and rank scholarships for your specific profile.

Updated July 1, 20261 min read

How we find your best matches

ScholarSearch AI uses a two-step process to surface the scholarships most relevant to you.

Step 1 — Eligibility filter

Before any AI involvement, we apply a strict eligibility check. Scholarships are automatically removed from your results if:

  • Their minimum GPA is higher than yours
  • They require a specific major and yours doesn't match
  • They are restricted to a state other than yours
  • Their deadline has already passed

This keeps your results focused on scholarships you can actually win — and makes the AI's job much more accurate.

Step 2 — AI ranking

The filtered list is evaluated by our AI along with your complete profile. For each scholarship, the AI returns:

  • Match score (0–100) — how well your profile fits the scholarship's stated criteria
  • Plain-English explanation — a concise reason why you're a good (or borderline) candidate
  • Matched criteria — the specific eligibility points you satisfy

What makes a high match score?

  • Your GPA meets or exceeds the minimum requirement
  • Your activities are directly relevant to the scholarship's focus area
  • Your background or identity aligns with the scholarship's mission
  • Your state is listed as a preferred or required location

Why might a scholarship I expect not appear?

  • Its deadline may have passed (expired scholarships are hidden by default)
  • Your profile may not meet its hard eligibility requirements
  • The AI gave it a score below 40 (the minimum to appear in results)

Run a new match after updating your profile — your results refresh immediately.

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