How Fledger works
One transcript. Three answers. One match.
Behind the simple flow is Fledger's proprietary AI engine, a deterministic safety layer, and a stack of caches built so the answer arrives in seconds.
The eight screens
- Upload — drag a PDF, Word doc, or photo of any year of your transcript.
- Reading — the document-understanding engine parses the file while a rotating set of fact / puzzle cards keeps you company. We show progress, not a spinner.
- Pick field — five tiles tailored to the subjects you're strongest in. The fifth is always "Other" so you can override.
- Pick where — anywhere, your country, a region, or "help me decide".
- Slider — your maximum annual budget in USD plus an optional "I want to work while studying" toggle that biases the result toward countries with friendly student-work visas.
- Loading — the match-reasoning engine generates your match, runs the realism rules, swaps any Reach winner for a Target alternative.
- Match — your one Best Fit, two alternatives, all stats labeled honestly.
- Checklist — five next-step items tailored to your school, field, and grade level.
How we read your transcript
Our document-understanding engine is given strict rules. If the image is blurry, truncated, or in a language it can't reliably read, it labels the result unreadable and we hard-stop the flow with a friendly error. If only part is legible, it says so and we ask for a better scan instead of inventing GPA. We never want to give advice on a guess.
On a clear transcript the engine extracts your grade level, country of school, curriculum type (US, IB, A-Levels, CBSE, ICSE, +2, AP, State Board, Other), GPA on a 4.0 scale, your strongest three to five subjects, your course rigor, and your trajectory — improving, stable, or declining. That bundle becomes the input to the matching engine.
How we generate the match
- Every recommended school is categorized as Reach, Target, or Safety based on your GPA versus the school's average and the school's admit rate. A "declining" trajectory worsens the category by half a tier; "improving" softens it.
- The winner cannot be a Reach. We swap automatically if the engine returns one. If all three are Reaches, we retry once with a stricter directive demanding at least one Target and one Safety.
- Fit-score caps: a Reach can never score above 70%, a Target above 95%, a Safety up to 100%. This prevents a Reach from looking like a Target on screen.
- Cost realism: the engine is told to estimate net annual cost after typical aid, not sticker price, and to keep it at or below your stated budget.
- Geography: matched faithfully to your selection. Work + study biases the result toward US/UK/Canada/Australia/Germany/Ireland/NZ/Netherlands and surfaces the actual visa allowance for that country on the match card.
Why the checklist arrives a beat after the match
The 5-item application or build-plan checklist is generated lazily by a separate background call that fires the moment your match arrives. By the time you tap "View full details," the checklist is already in memory. The result is a slimmer match call (faster + cheaper) and a checklist tailored specifically to your grade level — a 9th grader sees a multi-year build plan, a 12th grader sees apply-now deadlines.
Caching, so the second user pays nothing
Identical match requests within seven days are served from a database cache and skip the AI engine entirely — your second click of the same field+budget combo returns in under 200ms instead of 10+ seconds. Field tiles are cached for 30 days by your strongest subjects and grade level. Checklists are cached for 30 days by school + field + grade level. Drill-down Q&A answers are cached for 30 days per school.
What we do not do
- We do not track you. There are no analytics cookies, no third-party scripts, no fingerprinting.
- We do not retain your raw transcript longer than 90 days.
- We do not train AI models on your data — and we do not export your records to any other party.
- We do not sell college placements. No school can pay to be in your match.
Read the full privacy policy for retention windows and the cookie disclosure.
Ready to try it
The whole flow takes under sixty seconds and there's nothing to sign up for. Drop your transcript.