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Automotive

Secure AI chatbots for automotive retail preventing unauthorized pricing disclosures, liability issues, and brand reputation risks through guardrails.

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Neuro-Symbolic Architecture & Constraint Systems

Enterprise AI Security • Neuro-Symbolic Architecture

AI agreed to sell a $76,000 Tahoe for $1. No takesies backsies. 💸

$76K → $1

Tahoe sold via injection

Dec 2023

100%

Enterprise Liability for AI Misrepresentations

Moffatt v. Air Canada

Interactive Technical

View details

The Authorized Signatory Problem

Chatbots sold a $76K Tahoe for $1 and hallucinated refund policies. Enterprises face 100% liability for AI misrepresentations per Moffatt ruling.

THE PROMPT INJECTION ATTACK

Prompt injection hijacked Chevy's chatbot to agree to $1 sale. No business logic validated the offer. Enterprises are 100% liable for AI misrepresentations.

NEURO-SYMBOLIC 'SANDWICH' ARCHITECTURE

Neural Ear extracts intent from queries
Symbolic Brain validates business rules deterministically
Neural Voice generates responses from sanitized
Semantic Routing with RBAC policy validation

Neuro-Symbolic AIPrompt Injection DefenseSemantic RoutingNVIDIA NeMo GuardrailsOWASP LLM Top 10NIST AI RMF

Read Interactive Whitepaper →Read Technical Whitepaper →

Continuous Monitoring & Audit Trails

Enterprise AI Security • Neuro-Symbolic Architecture

AI agreed to sell a $76,000 Tahoe for $1. No takesies backsies. 💸

$76K → $1

Tahoe sold via injection

Dec 2023

100%

Enterprise Liability for AI Misrepresentations

Moffatt v. Air Canada

Interactive Technical

View details

The Authorized Signatory Problem

Chatbots sold a $76K Tahoe for $1 and hallucinated refund policies. Enterprises face 100% liability for AI misrepresentations per Moffatt ruling.

THE PROMPT INJECTION ATTACK

Prompt injection hijacked Chevy's chatbot to agree to $1 sale. No business logic validated the offer. Enterprises are 100% liable for AI misrepresentations.

NEURO-SYMBOLIC 'SANDWICH' ARCHITECTURE

Neural Ear extracts intent from queries
Symbolic Brain validates business rules deterministically
Neural Voice generates responses from sanitized
Semantic Routing with RBAC policy validation

Neuro-Symbolic AIPrompt Injection DefenseSemantic RoutingNVIDIA NeMo GuardrailsOWASP LLM Top 10NIST AI RMF

Read Interactive Whitepaper →Read Technical Whitepaper →

Safety Guardrails & Validation Layers

Enterprise AI Security • Neuro-Symbolic Architecture

AI agreed to sell a $76,000 Tahoe for $1. No takesies backsies. 💸

$76K → $1

Tahoe sold via injection

Dec 2023

100%

Enterprise Liability for AI Misrepresentations

Moffatt v. Air Canada

Interactive Technical

View details

The Authorized Signatory Problem

Chatbots sold a $76K Tahoe for $1 and hallucinated refund policies. Enterprises face 100% liability for AI misrepresentations per Moffatt ruling.

THE PROMPT INJECTION ATTACK

Prompt injection hijacked Chevy's chatbot to agree to $1 sale. No business logic validated the offer. Enterprises are 100% liable for AI misrepresentations.

NEURO-SYMBOLIC 'SANDWICH' ARCHITECTURE

Neural Ear extracts intent from queries
Symbolic Brain validates business rules deterministically
Neural Voice generates responses from sanitized
Semantic Routing with RBAC policy validation

Neuro-Symbolic AIPrompt Injection DefenseSemantic RoutingNVIDIA NeMo GuardrailsOWASP LLM Top 10NIST AI RMF

Read Interactive Whitepaper →Read Technical Whitepaper →

Sensor Fusion & Signal Intelligence

Autonomous Vehicles • Safety-Critical AI • Formal Verification

Uber's self-driving AI reclassified a pedestrian 6 times in 5.6 seconds — resetting her trajectory each time. It realized it needed to brake 1.3 seconds before impact. Physics said no. 🚗

$8.5M

Uber ATG settlement after fatal pedestrian crash caused by perception failure

NHTSA Investigation Report

40+

Active NHTSA investigations into Tesla FSD across 2.9M vehicles

NHTSA PE25-012

Interactive Technical

View details

From Stochastic Models to Deterministic Assurance

Autonomous vehicle AI systems reclassify objects mid-trajectory, resetting predictions each cycle. Without formal verification, probabilistic models create fatal blind spots in safety-critical decisions.

STOCHASTIC MODELS KILL SAFETY

Autonomous vehicles built on probabilistic AI suffer from classification oscillation, post-impact blindness, and sensor saturation. The gap between what AI perceives and what it should logically conclude has caused fatal incidents across Uber, Cruise, Tesla, and Waymo deployments.

DETERMINISTIC ASSURANCE ENGINEERING

Bird's-eye-view occupancy networks that track volume, not labels, eliminating classification oscillation
Formal verification with mathematical proofs ensuring safety-critical decisions meet deterministic thresholds
Sensor fusion combining LiDAR, radar, and vision with spatiotemporal consistency across occlusions
Assurance Gate architecture that transitions to minimal risk condition based on proof, not probability

Formal VerificationOccupancy NetworksSensor FusionBEVFormerPhysics-Constrained AI

Read Interactive Whitepaper →Read Technical Whitepaper →

Computer Vision & Perception Engineering

Autonomous Vehicles • Safety-Critical AI • Formal Verification

Uber's self-driving AI reclassified a pedestrian 6 times in 5.6 seconds — resetting her trajectory each time. It realized it needed to brake 1.3 seconds before impact. Physics said no. 🚗

$8.5M

Uber ATG settlement after fatal pedestrian crash caused by perception failure

NHTSA Investigation Report

40+

Active NHTSA investigations into Tesla FSD across 2.9M vehicles

NHTSA PE25-012

Interactive Technical

View details

From Stochastic Models to Deterministic Assurance

STOCHASTIC MODELS KILL SAFETY

DETERMINISTIC ASSURANCE ENGINEERING

Bird's-eye-view occupancy networks that track volume, not labels, eliminating classification oscillation
Formal verification with mathematical proofs ensuring safety-critical decisions meet deterministic thresholds
Sensor fusion combining LiDAR, radar, and vision with spatiotemporal consistency across occlusions
Assurance Gate architecture that transitions to minimal risk condition based on proof, not probability

Formal VerificationOccupancy NetworksSensor FusionBEVFormerPhysics-Constrained AI

Read Interactive Whitepaper →Read Technical Whitepaper →

Formal Verification & Proof Automation

Autonomous Vehicles • Safety-Critical AI • Formal Verification

Uber's self-driving AI reclassified a pedestrian 6 times in 5.6 seconds — resetting her trajectory each time. It realized it needed to brake 1.3 seconds before impact. Physics said no. 🚗

$8.5M

Uber ATG settlement after fatal pedestrian crash caused by perception failure

NHTSA Investigation Report

40+

Active NHTSA investigations into Tesla FSD across 2.9M vehicles

NHTSA PE25-012

Interactive Technical

View details

From Stochastic Models to Deterministic Assurance

STOCHASTIC MODELS KILL SAFETY

DETERMINISTIC ASSURANCE ENGINEERING

Bird's-eye-view occupancy networks that track volume, not labels, eliminating classification oscillation
Formal verification with mathematical proofs ensuring safety-critical decisions meet deterministic thresholds
Sensor fusion combining LiDAR, radar, and vision with spatiotemporal consistency across occlusions
Assurance Gate architecture that transitions to minimal risk condition based on proof, not probability

Formal VerificationOccupancy NetworksSensor FusionBEVFormerPhysics-Constrained AI

Read Interactive Whitepaper →Read Technical Whitepaper →

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Veriprajna Deep Tech Consultancy specializes in building safety-critical AI systems for healthcare, finance, and regulatory domains. Our architectures are validated against established protocols with comprehensive compliance documentation.