AI Architecture & Workflow Design

Intelligent
systems.
Practical wisdom.

We design the right mix of AI automation and human judgment for enterprise operations. Not full automation. Not manual processes. The intelligent middle ground.

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What we do

Six pillars of
intelligent operations.

Every engagement starts with understanding your business. Then we design systems that match — not generic AI, but architecture that fits your specific workflows, risks, and scale.

AI / GenAI Architecture

LLM pipelines, multi-intent classification, RAG systems, document extraction, agentic workflows. Production-grade, not proof-of-concept.

Workflow Automation

We map your processes, classify each step as Automated, AI-Assisted, or Human-in-the-Loop, and build the system that executes them.

Solution Architecture

Enterprise systems design, cloud infrastructure, microservices, event-driven architectures. Scalable from day one.

Consulting & Advisory

AI readiness assessments, technology audits, build-vs-buy analysis, architecture review boards. Strategic clarity before code.

Compliance & HITL Design

Sanctions screening, regulatory workflows, audit trail architecture. AI that knows when to escalate to a human.

Data Pipeline Engineering

ETL/ELT pipelines, data classification, observability, and tracing. From raw data to actionable intelligence.

How we think

Three modes.
One methodology.

The question is never “should we use AI?” It's “which steps should AI handle, and which still need a human?” We classify every workflow step into one of three modes. The right mix is the solution.

01

Fully Automated

No human needed

Email intake & threading
PDF parsing & field extraction
Intent-based routing
Acknowledgment generation
Use when

AI is right 99%+ of the time and the cost of error is low.

02

AI-Assisted

AI decides, human can audit

Multi-intent email classification
Sanctions entity screening
Document anomaly detection
Risk scoring & assessment
Use when

AI is right 90-99% of the time and errors are recoverable.

03

Human-in-the-Loop

AI prepares, human decides

Sanctions hit final approval
High-value transaction review
Regulatory escalation
Exception handling
Use when

Wrong decision costs $1M+ or has legal consequences.

Most AI vendors sell full automation. We sell the right mix. Some steps should not be automated.

Why Phroneez

We don't sell
AI hype.

The market is full of AI consultants who promise everything and deliver a chatbot. We take a fundamentally different approach: understand your business first, then design the architecture that fits — not the other way around.

Phronesis — practical wisdom

Domain-first, not tech-first

We don't start with AI and look for problems. We start with your operations — your workflows, your bottlenecks, your risks — then design the system that fits.

Working code, not slides

Every system we present is running code. Live demos, real data, measurable results. If it doesn't work in production, we don't show it.

Enterprise-grade delivery

Architecture Review Boards, data classification, enterprise governance. We know how to navigate large organizations — not just build prototypes.

Honest about limits

We tell you what AI can't do. We tell you what needs a human. We mark every assumption as hypothetical until Discovery validates it.

Start here

Let's identify your
first target workflow.

No pitch, no pressure. Tell us about an operational pain point, and we'll tell you honestly whether AI can help — and which mode fits.

No spam, no newsletter. Just a direct conversation.