BulletPROOF

Meet the BulletPROOF Engine

Full-article verification with per‑claim transparency. Built to reveal what’s true, what’s uncertain, and what needs another look—without waiting for a human fact‑check to be published.

Pre‑Beta Notice: BulletPROOF is not in public beta yet. No integrations are live yet (browser/CMS/APIs are in design). This page explains the engine vision, feature design, and how tiers will map once launched.
High-level pipeline
Ingest Extract Claims Corroborate & Stance BiasLens™ Proof Score MultiProof™
  • Ingestion & normalization
  • NLP claim extraction
  • Retrieval & stance analysis
  • Bias & rhetoric signals
  • Transparent Proof Score
  • Multi-model consensus (MultiProof™)

What The Engine Does

Full‑Article First

We don’t just rate the publisher or a single viral claim. The engine scans the entire article, extracts verifiable statements, checks them against diverse sources, and explains the verdicts.

  • Per‑claim stance (supports / contradicts / uncertain)
  • Confidence bands and conflict maps
  • Side‑by‑side evidence & alternate phrasings

Explainable Scoring

A Proof Score summarizes evidence strength with reasons you can read, audit, and export—never a black box.

  • Evidence lists, contradictions, and gaps
  • Configurable weighting (recency, redundancy, credibility)
  • Report exports for classroom or newsroom review

All Features (Design Spec)

🧠 Core Verification Engines

MultiProof™

Purpose: Multi‑model verification system

Function: Runs multiple AI models on the same claim/article; compares verdicts; computes consensus or divergence.

Outputs: Proof score, variance index, model confidence, conflict map.

Higher tiers: Ensemble reasoning (reasoning path fusion, contradiction scoring).

Analogy: multiple fact‑checkers debate, then reconcile into one score.

BetterAngle™

Purpose: Source cross‑comparison & perspective balancing

Function: Tests framing/phrasings; suggests alternate or stronger sources.

Outputs: Neutral rewrite, source substitution map, ideological skew adjustment.

Higher tiers: Cross‑lingual comparison; narrative inversion.

PersonaProof™

Purpose: Persona‑based bias testing

Function: Simulates how different reader personas interpret the piece.

Outputs: Persona alignment charts, semantic variance report.

Higher tiers: Audience simulation (AI readers) for engagement prediction.

Certify™

Purpose: Verified publishing & proof‑of‑truth badge

Function: Adds cryptographic/API certification to verified content; attaches trust metadata.

Outputs: Verification badges, integrity token, proof export.

Higher tiers: CMS pipeline auto‑certification.

🛰️ Contextual & Intelligence Layers

BiasLens™

Purpose: Detect ideological/demographic/linguistic bias

Function: Classifier for sentiment, word choice, framing.

Outputs: Bias severity (1–10), bias type, lean (L/R/I).

Higher tiers: Sentiment overlay; corpus benchmarking.

SourceSphere™

Purpose: Map sources and citation networks

Function: Graph of sources, references, reuse patterns.

Outputs: Nodes, edges, credibility overlay, reuse detection.

Higher tiers: Cross‑network intelligence/echo loops.

StoryGuard™

Purpose: Story evolution monitoring

Function: Tracks updates/retractions; flags silent edits.

Outputs: Alerts, change diffs, trust continuity index.

Higher tiers: Linked source update alerts.

TruthTrail™

Purpose: Version & revision lineage

Function: Immutable version histories for pieces.

Outputs: Timestamped diffs, lineage chain, change analytics.

Higher tiers: TruthVault™ integration.

SignalGuard™

Purpose: Media authenticity & metadata integrity

Function: Extracts/validates metadata; flags manipulation.

Outputs: Forensic trace, integrity score.

Higher tiers: Live/social verification.

🧩 Data, Reporting & Export Layers

ProofStack™

Purpose: Verification reports & exports

Function: PDF/CSV/JSON audit bundles.

Outputs: Full audit trail; citations, verdicts, diffs.

Higher tiers: API + cloud export to IntegrityCloud™.

IntegrityCloud™

Purpose: Secure cluster for proofs/models

Function: Encrypted storage and ops; access logs.

Outputs: Cluster analytics, access control, SLA metrics.

Sovereign: Federated mesh via IntegrityGrid™.

ProofStack™ Enterprise Data Cloud

Purpose: Enterprise repository & APIs

Function: Stores/indexes proofs & trust metrics at scale.

Use: AI training, audit, compliance.

🏛️ Legal, Governance & Compliance Suite

TraceLock™

Purpose: Chain‑of‑custody & forensic traceability

Function: Immutable event IDs and tamper logs.

Outputs: Trace IDs, verification signatures.

Pro/Suite: Forensic metadata; hash‑chain linking.

LegalHold™

Purpose: Evidence preservation

Function: Freezes content & verification records.

Outputs: Notices, retention schedules, access logs.

Enterprise/Sovereign: Jurisdictional automation.

GovProof™

Purpose: Regulator‑ready reports

Function: Certified PDF/JSON bundles w/ trace metadata.

Pro/Sovereign: Multi‑agency dashboards and audit APIs.

PolicyLink™

Purpose: Internal compliance automation

Function: Policy‑as‑code enforcement on drafts/published pieces.

Outputs: Compliance triggers, policy heatmap.

Sovereign: Jurisdictional AI compliance routing.

🔒 Security, Provenance & Infrastructure

Private Model Zones™

Purpose: Dedicated model environments

Function: Isolated verification AI per organization.

Outputs: Secure results, detailed access logs.

Enterprise/Sovereign: On‑premise containerization.

IntegrityGrid™

Purpose: Global verification backbone

Function: Connects IntegrityClouds, TraceLock, ProofStack across orgs.

Outputs: Consensus trust ratings, federated governance.

TruthVault™

Purpose: Immutable archive for evidence

Function: Permanently stores proofs and hashes.

Outputs: Certificates, content hashes, timestamps.

Sovereign: Inter‑agency evidence storage.

VisionKey™

Purpose: AI oversight & visual forensics

Function: Detects manipulation/synthetic media; anomaly maps.

Outputs: Authenticity scores; region‑based anomalies.

🌐 Global Intelligence & Analysis

EchoLens™

Purpose: Echo‑chamber & repetition detection

Function: Tracks claim propagation across outlets/time.

Outputs: Echo maps; repetition indices; network viz.

NarrativeNet™

Purpose: Misinformation web detection

Function: Graph AI links stories, entities, propaganda clusters.

Outputs: Influence maps, propagation chains.

DeepIndex™

Purpose: Pattern recognition & similarity

Function: Scans archives for repeated narratives/claim reuse.

Outputs: Repetition scores, claim linkage networks.

OmniCheck™

Purpose: Global fact‑sync engine

Function: Cross‑checks claims against databases & models.

Outputs: Claim validation score, sync timestamp, consensus index.

🏷️ Branding & Trust Identity

SignalMark™

Purpose: Digital signature for verified content

Function: Cryptographic tags/watermarks on published content.

Outputs: Signal IDs; validation links.

ClarityMark™

Purpose: Verified newsroom/journalist identity badge

Function: Public badge indicating verified use of BulletPROOF.

Outputs: Badge metadata; verification timestamp; transparency URL.

Feature Matrix (Scope by Audience)

Category Consumers Journalists Newsrooms Enterprise
Core Verification✅ Basic to Full✅ Full✅ Full + Network✅ Global
Legal & Compliance⚙️ Add‑ons⚙️ Team policies✅ LegalHold, GovProof, TraceLock
Collaboration✅ Individual✅ Shared workspaces✅ Cross‑org mesh
SecurityBasicAdvanced (PMZ)PMZ + IntegrityCloudIntegrityGrid + TruthVault
IntelligenceLimitedFull suiteFull newsroom analyticsGlobal federated AI

Note: This matrix reflects intended scope at launch stages. Features are under active development; availability will roll out over time.

FAQs

Is BulletPROOF live?

Not yet. We are pre‑beta. No integrations are currently live (browser, CMS, or APIs). This page documents the design and planned capabilities.

Will there be a browser extension or API?

Yes—post‑beta. Extensions and APIs will arrive after core verification quality clears testing. We’ll publish technical docs and SDKs when ready.

How is the Proof Score computed?

It aggregates per‑claim evidence strength, contradiction signals, redundancy/recency, and (at higher tiers) MultiProof™ consensus. Every score includes an explanation and links to evidence.

Can I audit or export the underlying evidence?

Yes—via ProofStack™ exports (PDF/CSV/JSON) once enabled. Enterprise tiers add IntegrityCloud™ hosting and audit APIs.

Built for Clarity. Designed for Accountability.

We’re polishing the core engine before integrations. If you want updates when beta opens, join the list.

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