apps The SmrAI Engine Suite

Comprehensive AI Writing & Forensic Tools Directory

A transparent, deep-dive into each specialized neural engine powering SmrAI. Explore the exact algorithmic architecture, acoustic vocoder filters, and linguistic models running across our 10 free tools.

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01. AI Humanizer Studio Pro

Engine: Syntactic Burstiness & Perplexity Dispersion v4.8

Converts synthetic token patterns produced by ChatGPT, Claude, and Gemini into genuine, natural human cadence. Rather than naive synonym swapping (which triggers academic red flags), SmrAI reconstructs sentence clause structures, injects rhythmic sentence-length variation, and restores natural vocabulary distribution.

CORE METRIC Dynamic Burstiness Injection
QUALITY BENCHMARK Turnitin v3, GPTZero, Winston
CITATION INTEGRITY 100% Retained & Protected
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Engine Biomarkers
• Uniform token entropy: Broken
• Mean clause length: Restructured
• Formulaic transitions: Purged
• Lexical richness: +48.2%
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02. Multi-Modal AI Detector Studio

Engine: Multi-Model Syntactic Signature Classifier

Audits textual prose for machine-generated probability. Uses an ensemble of Transformer classifiers tuned against GPT-4o, Claude 3.5 Sonnet, Gemini 1.5 Pro, and DeepSeek R1 to highlight suspect sentences, compute whole-document authenticity scores, and output downloadable audit certificates.

DETECTION ACCURACY Calibrated F1 Benchmark
FALSE POSITIVE RATE < 0.05% Calibrated
CERTIFICATION Signed Legal Audit Hash
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Covered Architectures
• GPT-4o / ChatGPT 4.5
• Claude 3.5 Sonnet / Opus
• Gemini 1.5 Pro / Flash
• DeepSeek R1 / V3
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03. Voice & Audio Deepfake Detector

Engine: 5-Layer Acoustic Forensic Pipeline v7.1

Detects cloned voices and AI voice synthesis across MP3, WAV, and live microphone input. Inspects 5 discrete physical forensic layers: Mel-Spectrogram 16kHz cutoffs, Pitch Jitter (F0 micro-tremors), Amplitude Shimmer, Vocoder Harmonic Phase Jumps, and Biometric Vocal Tract resonance.

DSP SAMPLING 48 kHz Dual-Path Decoded
SPECTRAL COLORMAPS Inferno, Viridis, Cyber
PROVENANCE C2PA Metadata Verified
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Acoustic Presets
• ElevenLabs Clone (16kHz cut)
• Real Studio Mic (SM7B raw)
• OpenAI GPT-4o Voice
• Suno Generative Audio Track
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04. Image Deepfake & Diffusion Detector

Engine: Wavelet & Error Level Analysis (ELA)

Identifies photorealistic AI generated images from Midjourney v6, Stable Diffusion 3.5, DALL-E 3, and Flux. Detects latent compression artifacts, Discrete Cosine Transform (DCT) frequency discrepancies, and parses C2PA Content Credentials manifests.

ANALYSIS MODES ELA + Frequency Heatmaps
METADATA AUDIT EXIF & C2PA Cryptographic
IMAGE SIZES Up to 50MB Ultra-HD
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Vision Biomarkers
• VAE pixel grid residuals
• Color covariance anomalies
• Asymmetric iris & reflections
• Micro-edge blurring
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05. Forensic Essay & Academic Studio

Engine: Scholarly Argumentation & Citation Integrity

Designed specifically for undergraduate, graduate, and post-doctoral researchers. Enhances academic thesis rigor, verifies bibliographic references in APA 7, MLA 9, and Chicago styles, and guarantees zero false-positive detection triggers on university LMS platforms.

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Academic Features
• CrossRef DOI validation
• Citation bracket preservation
• Thesis structural coherence
• Peer-review readability