// SYSTEM_STATUS: ONLINE

End the paperwork avalanche in commercial lending.

We design DevSecOps-hardened LangGraph swarms that bypass OCR, extract strict JSON, and mathematically prevent LLM financial hallucinations. Deterministic AI for Tier-1 banks and mid-market lenders.

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// Outcomes from deployed engagements

~70%
reduction in manual document review time for credit underwriting workflows
0
arithmetic errors in DSCR calculations — enforced at the architecture layer, not the prompt layer
9+
years engineering HPC frameworks at AMD Research — now applied to enterprise AI
// CASE_STUDY: MID_MARKET_LENDER_UK

From 3-day turnaround to same-day decisions

A UK mid-market lender processing 200+ commercial loan applications monthly deployed our hub-and-spoke vision pipeline. PII sanitisation, deterministic maths, and HITL breakpoints eliminated their OCR vendor entirely.

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Engineered for Fiduciary Compliance

Three non-negotiable layers. Each solves a real failure mode we've seen in production financial AI systems.

Shift-Left Security Gateway

Raw PDFs never touch the model without sanitisation. Our dual-layer ingress firewall uses deterministic Regex and semantic scoring to strip PII before routing to the Anthropic API.

src/security/pii_sanitiser.py
Core differentiator

The MCP Maths Server

LLMs are semantic engines, not calculators. We physically ban agents from calculating DSCR. Variables are routed via MCP to a deterministic, auditable Python server — every figure is traceable and reproducible in court.

mcp_servers/finance_math/

Hub-and-Spoke Vision

We bypass fragile OCR pipelines. Claude Sonnet Vision natively reads messy balance sheets and is strictly forced via Pydantic to output database-ready JSON.

src/agents/spokes/extractor.py
Ifat Noreen — Principal Agentic AI Architect
// ABOUT THE FOUNDER

Built by a Practitioner.

I am Ifat Noreen, Principal Agentic AI Architect and Founder of ShiftAi Systems Ltd. With 9+ years engineering high-performance computing (HPC) frameworks alongside AMD Research, I bring deep computational rigour into secure enterprise AI deployments.

We don't sell chatbot wrappers. We embed within your risk and engineering teams to map data lineage, deploy Human-in-the-Loop (HITL) execution breakpoints, and automate CI/CD pipeline evaluations — leaving you with systems your compliance team can actually sign off on.

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// READY_TO_DEPLOY

Start with a Blueprint Workshop

A focused 2-hour session to map your current document workflow, identify the highest-risk hallucination points, and scope a deterministic replacement architecture.

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