Forensic Stack: XAI v4.0

Glass Box
Inference.

We replace traditional black-box scores with a high-fidelity reasoning engine. Understand the science of traceable signals.

Beyond
Probabilities.

Standard AI models produce a score—a singular number between 0 and 1. In high-stakes lending, a score without context is a liability. It's not enough to know *if* a loan is risky; you must know *why*.

Clarifid's architecture is built on the Reasoning Path—a step-by-step breakdown of how the model arrived at its conclusion. Each step is an auditable assertion that can be verified and explained to regulators.

Layer 01

Signal Normalization

Raw data from thousands of sources is normalized into a standard forensic format, removing noise and bias indicators.

Layer 02

Assertion Engine

The model executes thousands of parallel 'reasoning scripts'—logical proof paths that attempt to validate applicant claims against global linkage graphs.

Layer 03

TRP Protocol

The TRP (Traceable Reasoning Path) protocol translates deep neural inferences into human-readable reason codes and natural language justifications.

Architecture

Sidecar
Intelligence.

Unlike traditional fraud APIs that introduce latency and data persistence risks, Clarifid deploys as an Edge Sidecar. Your applicant PII never leaves your infrastructure; the model comes to your data.

gRPC Communication

Zero-latency, binary-encoded data transfer between your lending core and Clarifid.

Hardware Enclaves

Inference runs in secure, encrypted hardware enclaves (SGX/TEE) at the edge.

Zero-Knowledge Proofs

Validating identity signals without ever deciphering the raw underlying PII.

Forensic Protocol Visualizer

01. Initialization

Sidecar handshake via secure gRPC. Applicant PII is hashed locally.

02. Inference Loop

Parallel reasoning paths attempt to prove/disprove ID stability assertions.

03. Reasoning Output

Return TRP-report with actionable reason codes (TR_104, TR_901).

Protocol Health
Operational_Active
XAI_SIDE_CORE_V4

300ms

P99 LATENCY

Predictable, sub-second global edge inference.

2k+

SIGNALS

Traceable signals processed per application.

0.0

PII PERSISTENCE

Mathematically guaranteed zero data storage.

Edge Native.

Deployed as a serverless sidecar. Intelligence happens exactly where your application lives.

mTLS Encryption
Hardware Enclaves
Signal Hashing
Sub-second Decisioning

Next Step.

See how we adapt to Mortgage, Auto, and Personal lending.