Explainable, Calibrated Outcomes vs. Binary Verdicts
A categorical “100% Real” verdict overstates what digital forensics can mathematically prove. Clean media simply indicates an absence of synthetic diffusion signatures, face-swap warp boundaries, or spectral phase anomalies. Sealed Rose employs calibrated probabilistic outcomes:
No strong synthetic-media or face-swap signals detected across sampled frames. Optical camera noise and EXIF structures align with physical capture.
Insufficient resolution, extreme compression blur, or ambiguous feature boundaries. Neither confirmed synthetic nor certified authentic.
Elevated spatial diffusion artifacts, latent Fourier spectral anomalies, or neural facial warping detected with calibrated certainty score.
Benchmark Corpus, Class Balance & Test Environments
The platform’s 99.4% benchmark accuracy metric represents holistic evaluation across standardized academic benchmarks alongside proprietary contemporary generative media test sets:
| Benchmark / Dataset | Evaluation Scope | Sample Size | Accuracy |
|---|---|---|---|
| FaceForensics++ (c23 / c40) | Deepfakes, Face2Face, FaceSwap, NeuralTextures | 8,400 clips | 99.5% |
| DFDC (Deepfake Detection Challenge) | Multi-actor, variable lighting, real-world compression | 10,200 clips | 98.9% |
| Celeb-DF v2 | High-visual-quality celebrity face-swaps | 3,200 clips | 99.4% |
| Diffusion Synthesis Suite 2026 | Flux.1, Midjourney v6, SDXL, Sora, Wan 2.1, Kling 1.5 | 5,000 images/vids | 99.7% |
Class Balance: Testing maintains a strict 50% authentic (raw camera files, validated optical archives) and 50% synthetic/manipulated split to eliminate prevalence skew.
False Positives, False Negatives & Latency Profiles
0.58%
Real optical photos or authentic videos misidentified as AI. Most frequently caused by aggressive beauty filters or heavy HDR post-processing.
1.18%
Synthetic media escaping detection. Primarily observed on low-resolution files subjected to multi-generation re-encoding (e.g., 5th-generation WhatsApp forwards).
<450 ms
Average single-frame image inference. Multi-frame video decomposition completes in 1.8–3.4s across 10–45 sampled frames.
Forensic Limitations & Unsupported Use Cases
Transparency regarding model limits is critical for investigators, journalists, and legal counsel:
Low-Resolution Media (<256×256 px)
When pixel dimensions fall below 256px, high-frequency spatial Fourier artifacts and latent diffusion residuals are severely attenuated. The scanner triggers an “Inconclusive” verdict rather than providing an ungrounded binary claim.
Multi-Generation Social Compression
Videos downloaded and re-uploaded across multiple platforms (e.g., TikTok → Instagram → WhatsApp → Reddit) undergo destructive lossy quantization (macroblocking), masking subtle generative boundary artifacts.
Heavy Face Occlusion (<15% Bounding Box)
Deepfake face-swap models require sufficient unobstructed facial landmarks. If a subject’s face occupies under 15% of the frame or is obscured by masks or extreme lighting, landmark mesh tracking becomes unviable.
Non-Photorealistic Stylized Art
Hand-drawn illustrations, vector art, 3D animated renders, and anime styles exhibit intentional artificial line geometries and flat color spaces that can confuse natural optical sensors.
Multi-Tier Data Retention Architecture
Sealed Rose strictly maintains separate technical boundaries between volatile computational memory, temporary queues, cryptographic telemetry, and statutory records:
Raw Verification Media (RAM Ephemeral)
User uploads exist exclusively in volatile RAM during active neural inference. Raw bytes are freed immediately upon response transmission and are never persisted to disk.
Asynchronous Pipeline Scratch Buffers
Temporary stream chunks generated during cloud video resolution or recovery retry pipelines are held in encrypted transient buffers and automatically purged within 24 to 48 hours.
One-Way SHA-256 Hashes & Quota Counters
Irreversible cryptographic SHA-256 hashes and timestamp counters are logged in our PostgreSQL database to enforce 24-hour daily free quotas and support verifiable audit certificates.
Stripe Invoices & Financial Ledgers
Transaction IDs, payment timestamps, and credit minting events are preserved for 7 years to satisfy federal/state corporate tax and AML statutory audit requirements.
Operated by Kinetic Helix LLC
Sealed Rose is a registered brand operated by Kinetic Helix LLC, a limited liability company organized under the laws of the State of Florida, United States.