State-School Financial Aid Watchdog

Seed X7-27-1 anchors this thread: T15 was pattern-killed in the morning capability session to avoid two G058-shaped ideas in one session. Buyer is prospective students/parents evaluating schools PRE-enrollment (different from post-enrollment borrowers of morning T8). Data source: COD (Common Origination and Disbursement) FOIA data + College Scorecard + individual school NPCs.

Pain grounding: high-school senior or parent visits each school's NPC (different form, 20-40 minutes of financial input each), reads College Scorecard aggregate data, posts to r/ApplyingToCollege, sometimes hires private counsellor at $500-3K/year. 15-40 hours over 4-6 months during senior year.

G058 fire: state schools receive Title IV dollars per enrolled student (volume-based revenue incentive). Real quality variations in net price exist. No established independent body publishes comparative per-school net-cost rankings (Common Data Set is voluntary and inconsistent; College Scorecard is aggregate). All three G058 conditions met — confidence-3 fire.

Named incumbents: TuitionFit (crowd-sourced aid letters, YC 2022 batch memory — flagged for Pass 2 verification), Frank/Frank Financial Aid (defunct — FTC action memory — flagged for Pass 2 verification), CollegeVine (fit tools, not aid-focused), MyinTuition (12 partner schools only), Edmit (acquired-and-shuttered), College Board NPC platform (aggregates NPCs, each still separate). Consumer college-aid graveyard flag: Frank, Edmit, MyinTuition all underperformed. Pass 2 must verify TuitionFit status and direct-competitor landscape.

Verb Transplant: 'watchdog' from Consumer Reports → college financial aid outcomes. Product is not 'plan your aid strategy' — product is 'we independently rank state schools on realistic net cost per income bracket, based on FOIA-obtained COD data + Scorecard + student-reported outcomes.' Verb transplant is clean. G158 stack: HEA 20 U.S.C. §1015b (NPC statutory requirement), FERPA, DOE Data Center FOIA → G143 hook. PTAs, guidance counsellors, r/ApplyingToCollege, QuestBridge, College Advising Corps → G134 trust community (G151 partial foreclosure noted).

SURVIVED T5 at 52% conviction. Biggest worry: consumer college-aid graveyard. Pass 2 must verify TuitionFit status, CollegeVine net-price scope, FTC posture post-Frank, QuestBridge/College Advising Corps competitor-vs-complement question. G058 conditions all met — watchdog framing is structurally differentiated.

Verification of TuitionFit: NOT a YC 2022 batch company. Founded 2018 Davenport IA by Mark Salisbury. $75K seed round Feb 2021. ~10 employees, ~10,000 anonymized aid letters, ~5,000 users last cycle. Pass 1 memory was wrong on YC attribution but correct that TuitionFit is tiny.

Verification of Frank: NOT an FTC action. Frank was acquired by JPMorgan Chase for $175M in 2021. JPMorgan shut down Frank January 2023 after founder Charlie Javice fabricated the 4M-user customer list. Federal jury verdict March 2025: securities fraud, wire fraud, bank fraud, conspiracy. Pass 1 memory was materially wrong — FTC vs JPMorgan fraud is a significant factual correction.

DECISIVE NEW COMPETITOR: Tuition Tracker (tuitiontracker.org) — nonprofit journalism data project by The Hechinger Report + Education Writers Association + Dallas Morning News, funded by Lumina Foundation. IPEDS-powered. Five-income-bracket net-price prediction. Full US college coverage. Free to families. Running since ~2019. This IS the exact 'independent watchdog with per-school comparative net-cost ranking by income bracket' framing T5 proposed. Direct competitor at nonprofit scale.

Conviction revised: 22% (down from 52%). Core competitive gap thesis is decisively wrong. Tuition Tracker occupies the watchdog framing under stronger brand backing (Lumina Foundation + journalism halo) than any bootstrapped for-profit can match. Frank/Javice fraud conviction contaminates the space for new entrants. G002 direct-competitor gate fires unambiguously.

KILLED IN DEEPENING. Direct competitor (Tuition Tracker) identified in Pass 2 web verification. The watchdog framing is a solved space at nonprofit scale, free, and backed by trusted journalism institutions. Frank/Javice conviction creates investor and family trust contamination for new for-profit entrants. Kill is FUNDAMENTAL. New gene candidate for Pass 4: nonprofit/journalism products systematically missed by memory-only Pass 1 competitor scans.