Adept
Engineering Proof
Case StudiesHealthcare · Fintech · Industrial Robotics · Enterprise SaaS

Proven in Mission-Critical Production

Real-world case studies detailing how Adept eliminated hallucinations, blocked prompt injections, and enforced mathematical invariants in high-stakes environments.

Interactive Story Map· Tactile Architecture Flow

Mission-Critical Intervention Trajectory

Traverse how Adept injects mathematical determinism across heterogeneous stacks—from regulated healthcare LLMs to sub-5ms aerospace edge TPUs.

Phase 01 · Verified ProofMedical Technology & Oncology Diagnostics
99.98%

Sub-Millisecond Hallucination Gating and Automated Validation for Clinical Oncology Diagnostic LLM

FDA Software as a Medical Device (SaMD) Validation & Real-Time Hallucination Interception
Critical Risk Surface

The client deployed a foundation multimodal model to synthesize radiologic images, genomic biomarkers, and oncological clinical histories into structured diagnostic briefs.

Adept Deterministic Intervention

Constructed a synthetic multimodal test suite of 45,000 clinically validated oncology vignettes spanning 11 thoracic staging permutations.

99.98%
Factual Alignment
0.00%
Critical Diagnostic Hallucinations
Phase 02 · Verified ProofInstitutional Fintech & Digital Asset Settlement
$4.2B+

Deterministic State-Space Verification and Tool-Calling Boundary Enforcement for Autonomous Settlement Agents

Multi-Agent State Machine Verification & Transaction Boundary Hardening
Critical Risk Surface

The client engineered an autonomous agent mesh capable of dynamically negotiating FX rates, verifying liquidity pools, and triggering atomic smart contracts.

Adept Deterministic Intervention

Architected a formal finite-state machine (FSM) wrapper around agent tool-calling interfaces, mathematically guaranteeing that unverified state transitions cannot execute.

$4.2B+
Monthly Settlement Volume Secured
100%
Invariant Boundary Enforcement
Phase 03 · Verified ProofIndustrial Robotics & Advanced Aerospace Manufacturing
99.999%

Zero-Trust Edge Inference Hardening and Adversarial Sensor Red-Teaming in Precision Assembly Lines

Edge Computer Vision Hardening, Sensor Injection Defense & Real-Time Defect Classification
Critical Risk Surface

Automated robotic arms relied on edge neural networks to inspect micron-tolerance titanium turbine assemblies at 120 parts per minute.

Adept Deterministic Intervention

Conducted exhaustive adversarial red-teaming across the visual and sensor telemetry spectrum, uncovering 19 critical failure modes in edge classification.

99.999%
Micro-Defect Detection Accuracy
4.2ms
Edge Guardrail Latency
Phase 04 · Verified ProofEnterprise B2B SaaS & Knowledge Management
100%

Full-Spectrum QA Modernization and Real-Time Prompt Injection Defense for Enterprise Knowledge Automation

End-to-End Testing Modernization, RAG Hardening & CI/CD Guardrail Integration
Critical Risk Surface

The client’s Retrieval-Augmented Generation (RAG) system allowed internal corporate documents to be indexed and queried across confidential enterprise tiers.

Adept Deterministic Intervention

Deployed Adept Kawas real-time RAG boundary firewall to sanitize documents at indexing time and intercept indirect prompt payloads.

100%
Indirect Injection Interception
92%
CI/CD QA Acceleration
Full formal verification records available under confidential NDA.
FDA 510(k) Ready·ISO 13485·SOC 2 Type II
Comprehensive Dossiers

Detailed Architectural Evaluations

Medical Technology & Oncology DiagnosticsCase 01

Sub-Millisecond Hallucination Gating and Automated Validation for Clinical Oncology Diagnostic LLM

99.98%
Primary Verified Impact

A fast-growing computational pathology firm integrated multimodal LLMs to assist radiologists in staging complex thoracic tumors. Prior to Adept engagement, probabilistic variance in model inference posed non-deterministic clinical risks that blocked FDA premarket notification (510(k)). Adept deployed the Mayar test harness and engineered deterministic hallucination boundary gates.

99.98%
Factual Alignment
Measured against board-certified oncology reference standards across 45,000 evaluation vectors.
0.00%
Critical Diagnostic Hallucinations
Zero unverified clinical assertions bypassed the Mayar real-time inference interceptor.
68%
Reduction in Validation Cycle Time
Automated test suite cut pre-release clinical validation turnaround from 6 weeks to 4 business days.
Adept transformed our AI validation from an existential clinical bottleneck into our strongest regulatory asset. Their precision harness gave our medical board unshakeable confidence in model determinism.Chief Medical & Technology Officer, Vanguard Thoracic Diagnostics
Institutional Fintech & Digital Asset SettlementCase 02

Deterministic State-Space Verification and Tool-Calling Boundary Enforcement for Autonomous Settlement Agents

$4.2B+
Primary Verified Impact

A tier-1 institutional escrow platform deployed autonomous multi-agent systems to orchestrate cross-border liquidity settlements. Adept was brought in to eliminate race conditions, prevent malicious parameter injection during tool invocation, and enforce formal invariant guarantees across high-value ledger operations.

$4.2B+
Monthly Settlement Volume Secured
Processed through Adept-verified agent tool boundaries without a single unauthorized execution.
100%
Invariant Boundary Enforcement
Zero invalid state transitions or unauthorized parameter payloads reached settlement smart contracts.
14ms
Mean Proxy Inspection Overhead
Full real-time Kawas semantic inspection and cryptographic verification completed in sub-15ms.
When autonomous agents touch multi-billion dollar ledgers, probabilistic reasoning is not enough. Adept gave us mathematical certainty and concrete perimeter defense without slowing our execution speed.Head of Core Engineering, Aethelgard Capital & Settlement Mesh
Industrial Robotics & Advanced Aerospace ManufacturingCase 03

Zero-Trust Edge Inference Hardening and Adversarial Sensor Red-Teaming in Precision Assembly Lines

99.999%
Primary Verified Impact

A precision aerospace manufacturer operating high-speed robotic assembly cells experienced intermittent edge-inference classification anomalies caused by environmental lighting changes and adversarial visual noise. Adept conducted comprehensive red-teaming and engineered a zero-trust edge validation pipeline.

99.999%
Micro-Defect Detection Accuracy
Zero escaping structural anomalies across 1.8 million manufactured titanium components.
4.2ms
Edge Guardrail Latency
Complete adversarial filtering and anomaly inspection executing strictly within local compute budgets.
91%
Reduction in False Rejections
Stabilized model tolerance against ambient lighting shifts, preventing unnecessary production line halts.
Adept solved an edge inference reliability problem that three different computer vision vendors told us was impossible under our cycle times. Their engineering rigor is unmatched.Vice President of Advanced Manufacturing, Orbital AeroDynamics
Enterprise B2B SaaS & Knowledge ManagementCase 04

Full-Spectrum QA Modernization and Real-Time Prompt Injection Defense for Enterprise Knowledge Automation

100%
Primary Verified Impact

A global enterprise SaaS provider serving 200,000 corporate users with an AI-powered knowledge platform faced increasing customer escalations around prompt injection vulnerabilities and non-deterministic search quality. Adept performed a comprehensive three-pillar transformation.

100%
Indirect Injection Interception
Successfully neutralized all 850 adversarial injection payloads across customer red-team audits.
92%
CI/CD QA Acceleration
Full regression validation reduced from 9 days of manual testing to 45 minutes of automated execution.
0
Cross-Tenant Data Breaches
Zero unauthorized cross-tenant data leaks recorded post-deployment across 200k active seats.
Adept is the only partner we found who understands that AI security and AI QA are two sides of the same coin. They gave us the armor and the velocity we needed to dominate our market.Chief Technology Officer, Synapse Enterprise Workspace