Content Analysis

TruthGuard

See Through the Spin

Powered by a 900M-parameter DeBERTa-v3-large model with five simultaneous task heads, TruthGuard classifies 56 span-level manipulation techniques, scores emotional intensity per token, detects 7 emotion classes, and runs 8 stealth propaganda analyzers on every article you read. It also rates content safety across 4 audience tiers — from COPPA-compliant for kids to relaxed for adults — so you can protect your family while seeing through the spin.

Challenges You Face

Invisible Manipulation

Articles that are 100% factually accurate but use selective sourcing, emotional quote stacking, and strategic hedging to push an agenda

Social Media Overwhelm

Can't tell genuine content from manufactured outrage, engagement bait, and coordinated messaging campaigns

Emotional Exploitation

Content designed to trigger fear, anger, or FOMO — detectable via our 7-class emotion classifier running per-token

Child Safety Online

Kids exposed to harmful content, predatory behavior, and age-inappropriate material across platforms

Hidden Bias in News

Stealth propaganda that passes every fact-check: one-sided sourcing, context omission, passive framing

Family Arguments

Loved ones sharing manipulative content — now you can explain exactly what techniques are being used and why

Key Features

56-Technique Span Detection

Every manipulation technique highlighted in-text with confidence scores and severity ratings

Manipulation Density Score

Overall propaganda density and severity calculated from span coverage across the full article

Emotional Arc Analysis

See which of 6 fundamental story shapes an article follows — and where emotional intensity peaks

7-Class Emotion Detection

Per-span emotion classification: anger, fear, joy, sadness, disgust, surprise, or neutral

LLM-Powered Explanations

Plain English explanations of each technique, generated by Ollama, OpenAI, Gemini, or Claude

Stealth Bias Alerts

8 analyzers catch source imbalance, quote stacking, hedging, context omission, and implied narratives

Content Safety Ratings

Automatic G/PG/PG-13/R/X ratings using Detoxify toxicity scoring and NudeNet image analysis

Grooming Detection

4 sub-analyzers (intimacy escalation, secrecy patterns, age probing, stage classification) monitor chat

URL Safety Scanning

Google Safe Browsing API checks for malware, social engineering, unwanted software, and harmful apps

What Others Miss

Stealth manipulation that hides behind objectivity. Heimdall exposes it.

Selection Bias

Measures perspective_ratio of quoted sources — fires when 80%+ of sourced perspectives favor one side (minimum 2 sources). Uses SpaCy NER + attribution verb detection.

Context Omission

Detects statistical claims without baselines, event claims without evidence, truncated quotes, and causal assertions without proof. Severity boosted 1.2x in lead paragraphs.

Strategic Hedging

Matches 40 doubt-planting patterns across 3 severity tiers. Reduces severity 30% when properly attributed. Fires when hedging density exceeds 0.02 markers/char.

Emotional Quote Stacking

Runs VADER sentiment on each extracted quote. Detects when emotional asymmetry exceeds 0.5 — e.g., all passionate quotes from one side, dry statements from the other.

Implied Narrative

Detects rhetorical questions, temporal juxtaposition implying causation, recency effect placement, and strategic anecdote-before-statistics sequencing.

Techniques We Detect

FOMO

Fear of missing out — fake urgency and scarcity pressure

Outrage Bait

Content engineered to trigger anger for engagement and sharing

Engagement Bait

"Like if you agree!" — social pressure tactics for algorithmic amplification

Loaded Language

Emotionally charged words substituted for neutral alternatives to sway perception

Bandwagon

False consensus via "everyone's doing it" framing

Nostalgia Manipulation

Weaponizing idealized past to discredit present or drive action

Pricing

Free

$0/mo
  • 10 analyses/day
  • Basic span detection
  • Top-5 techniques
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Recommended

Personal

$4.99/mo
  • Unlimited analyses
  • All 56 techniques + 8 stealth
  • Emotional arc analysis
  • LLM explanations
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Family

$9.99/mo
  • 5 accounts
  • Content safety ratings
  • Grooming detection
  • URL scanning
  • Parental alerts
Get Started

Your BS Detector, Supercharged

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