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★ 60.0 / 100 • Rank #15 Originality: Existing Solution, New Market Judge: Research Further AI Essential Medium Trusted Digital Government 30-Hour Build Plan

DeepFakeBuster: NPC-ready face-misuse checker

#Deepfake Defense #Privacy #Computer Vision #DPA
Executive Elevator Pitch

"DeepFakeBuster checks if a viral photo or video misuses a real person's face — then explains the Aug 2026 NPC rule and drafts a takedown + NPC complaint in Tagalog. Built after PNP vowed to file charges and Meta agreed to fast-track removals."

Suggested Stack: Next.js, deepfake detector (FaceForensics + lip-sync check), LLM explainer, NPC draft generator.
Strict Judge Evaluation — 0–100 (Innovation 25 / Fit 25 / AI 20 / Feasibility 15 / Impact 15) Methodology & rankings →
Innovation & Creativity
55
Problem–Solution Fit
70
AI Application & Value
60
Feasibility & Potential
45
Impact & Scalability
65

Weighted total ★ 60.0/100 — ranked #15 of 56. Concept-stage assessment only: no prototype has been built or tested. Scores are comparative, not official PLDT marks.

Problem Statement

Since Aug 2026, NPC says AI face-swaps are personal-data processing — posting them without lawful basis can violate Sec. 25 DPA. PNP hunts sharers; students share “funny” edits of classmates and officials that become cyberlibel cases. Victims don’t know how to demand takedown or file with NPC.

Proposed Solution

Upload or paste link: DeepFakeBuster scores manipulation (face-swap artifacts, lip-sync mismatch, metadata), explains in Taglish (“Mukhang AI-swapped, 87% — mukha ni X, hindi niya ito ginawa”), and drafts a platform takedown + NPC complaint with evidence checklist. Schools get a one-page “share = liable” poster. Never identifies unknown people — only verifies user-provided claims.

Target Market

  • Primary users: Students, SK, teachers, LGU PIOs, junior reporters.
  • B2G: PNP-ACG triage, school guidance offices, COMELEC vs fake endorsements.

How AI Is Used

  • Manipulation detector: Ensemble on face artifacts + audio-visual sync; essential because eyes can’t catch modern swaps.
  • Explainer + drafter: LLM writes NPC-ready Tagalog complaints citing the Aug 11 2026 notice.

PLDT / Smart / ePLDT / Rokid Angle

  • Smart: Feeds confirmed fakes into network scam/deepfake blocking; links to huliscam.
  • ePLDT: In-country evidence vault for NPC filings.
  • PLDT Enterprise: Brand-protection upsell to banks facing CEO deepfakes.

Demo Scenario (3 minutes for judges)

  1. Upload mock swapped video (consenting actor): score 87% manipulated with heatmap.
  2. Taglish explainer + NPC Sec. 25 citation appears.
  3. Takedown + NPC draft generates in one click.
  4. Show real video for contrast: “No manipulation found.”
  5. Close: “Mukha mo, karapatan mo.”

30-Hour Build Plan

Hours Task Role
0–3 Gather open deepfake samples + NPC notice All
3–12 Detector + thresholds AI lead
3–10 Upload + report flow Backend
10–20 Explainer + draft UI Frontend
20–26 Red-team with tricky edits All
26–30 Pitch, disclosure PM / Pitch

Suggested stack: Next.js, deepfake detector, LLM explainer, NPC draft generator. Public data / APIs: FaceForensics++, NPC Aug 2026 notice (public), CICC advisories.

Risks & Privacy Notes

  • Face privacy: Processes only user-uploaded media with consent; auto-deletes in 7 days. Demo uses consenting actors/synthetic faces only — no real person’s likeness into AI tools without consent, per NPC rule.
  • No doxxing: Never names unknown persons; false-data warnings included.
  • IP: Open models with licenses; team prompts owned.

AI Use Disclosure (draft)

Uses deepfake detection plus LLM explanations/drafts. Coding assistants helped with UI. All demo verdicts human-verified; NPC citations checked against the actual notice.

Rubric Scoring

Criterion Weight Score (1–5) Why
Innovation & creativity 25% 5 NPC-aligned takedown drafter is first locally
Problem–solution fit 25% 5 PNP cases + school shares exploding
AI application & value 20% 4 Detection + legal drafting need AI
Feasibility 15% 4 Open detectors demoable
Impact & scalability 15% 4 Nationwide via Smart + schools
Weighted total 4.50

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