Our Journey: Two founders. One useful idea.

Ai and SonsIndependent AI consulting · Pittsburgh & Michigan

Our Journey · 01 / 04

Luke Encrapera and Aaron Ankiel started Ai and Sons with a shared belief: AI should make business clearer, not more complicated.

Our Journey · 02 / 04

Make AImake sense.

Ai and Sons was founded to demystify artificial intelligence and make its transformative power accessible to businesses of all sizes.

Our Journey · 03 / 04

Business problemfirst.

More than developers, we work as trusted partners—understanding the business problem before building the right AI system around it.

Our Journey · 04 / 04

Two places.One shared line.

From Pittsburgh and Michigan, we bring technical depth, visual polish, and real operational focus to every engagement.

Separate navy and orange routes moving toward one another across an embossed paper landscape.

Our Journey · 01 / 04

Luke Encrapera and Aaron Ankiel started Ai and Sons with a shared belief: AI should make business clearer, not more complicated.

Luke EncraperaPittsburgh, Pennsylvania

Aaron AnkielMichigan

A clear network of navy and orange routes opening across a tactile paper map.

Our Journey · 02 / 04

Make AImake sense.

Ai and Sons was founded to demystify artificial intelligence and make its transformative power accessible to businesses of all sizes.

Navy and orange routes converging into one confident path through a quiet paper confluence.

Our Journey · 03 / 04

Business problemfirst.

More than developers, we work as trusted partners—understanding the business problem before building the right AI system around it.

Editorial cartography connecting a three-river confluence with a Great Lakes horizon.

Our Journey · 04 / 04

Two places.One shared line.

From Pittsburgh and Michigan, we bring technical depth, visual polish, and real operational focus to every engagement.

Illustrated Ai and Sons founders between Pittsburgh and a Great Lakes horizon

Interactive comic

July 10, 2025 — July 10, 2026

Our first year,drawn out.

Two founders, two places, and one year spent turning useful AI ideas into products, stories, and the systems behind them.

Enter Year One

50+

Projects Completed

10+

Years of Experience

100+

AI Models Deployed

30+

Happy Clients

Blue-hour Pittsburgh diorama with the Point, rivers, bridges, stadiums, and skyline

Interactive WebGL

Pittsburgh, Pennsylvania

Built at theconfluence.

A cinematic portrait of the city we call home—three rivers, steel bridges, stadium lights, and ideas in motion.

Explore Pittsburgh

Founder in focus

A founder who staysclose to the work.

Direction, design, and delivery come together under one point of view: build AI around the business, not the other way around.

Founder-led

Founder & principal

Luke Encrapera

Founder & principal

Luke Encrapera

“AI should feel less like a science project and more like a business advantage.”

Luke translates complex business needs into thoughtful AI systems—combining strategic clarity, technical fluency, and a sharp eye for the experience people actually use.

Work with Luke See the work

The operating system

Explore Luke's approach

Start with the business problem.

Luke cuts through the AI noise to identify the constraint, opportunity, or decision that actually matters.

OutcomeClear priorities before a line of code is written.

Industries We Serve

We deliver tailored AI solutions across diverse industries, helping businesses transform their operations and drive innovation.

Healthcare

AI-powered solutions for patient care, diagnostics, and administrative efficiency.

•Diagnostic assistance
•Patient data analysis
•Administrative automation

Finance

Intelligent systems for fraud detection, risk assessment, and automated financial analysis.

•Fraud detection
•Risk analysis
•Automated reporting

Retail & E-commerce

Personalized shopping experiences, inventory optimization, and customer service automation.

•Recommendation engines
•Inventory management
•Chatbots

Manufacturing

Predictive maintenance, quality control, and supply chain optimization through AI.

•Predictive maintenance
•Quality control
•Supply chain optimization

Technology

AI integration for software development, DevOps automation, and technical innovation.

•Code generation
•DevOps automation
•Technical documentation

Professional Services

Automated document processing, client relationship management, and workflow optimization.

•Document automation
•CRM enhancement
•Workflow optimization

How We Build

From Raw Data to Real-World AI

Every solution is assembled around your goals, systems, and constraints—not a fixed vendor stack. Explore how we connect the layers that turn business context into secure, useful AI.

Logical architecture

AI delivery system

Architecture reviewRev 2.0Interactive

Delivery flow

Select a layer to inspect its responsibilities.

Left to right

Selected: Connect

Module inspector / connectFixed geometry

Delivery layer 01

Connect

Bring your systems and knowledge together.

We securely connect APIs, business systems, documents, and databases so useful context can move without disrupting the tools your team already relies on.

Client outcome

A dependable foundation of connected, permission-aware business data.

Example capability

Unify CRM records, support documents, and product data for an AI assistant.

Technology rack

Representative implementation choices

3 tools

REST APIs

GraphQL

Firebase

Delivery layer 02

Understand

Make information searchable and usable.

We clean, structure, retrieve, and enrich information so AI systems receive the right context at the right moment—not just another unfiltered data dump.

Client outcome

Trusted context that is structured for fast retrieval and grounded responses.

Example capability

Turn years of documents into a searchable knowledge layer with traceable sources.

Technology rack

Representative implementation choices

3 tools

PostgreSQL

Firebase

Redis

Delivery layer 03

Reason

Apply the right models and agent workflows.

We select and orchestrate models around the job, combining reasoning, tools, guardrails, and evaluation instead of forcing every problem through one provider.

Client outcome

Reliable AI behavior matched to quality, speed, privacy, and cost requirements.

Example capability

Route complex requests through an agent that can research, decide, and take approved action.

Technology rack

Representative implementation choices

6 tools

OpenAI

Anthropic

Google AI / Gemini

Hugging Face

Genkit

LangChain

Delivery layer 04

Experience

Put intelligence into everyday work.

We shape the intelligence into clear web applications, copilots, and automated workflows that fit how people actually make decisions and complete work.

Client outcome

An intuitive, production-ready experience that teams can adopt quickly.

Example capability

Deliver a role-aware copilot that drafts, summarizes, and advances work from one interface.

Technology rack

Representative implementation choices

4 tools

Next.js

React

TypeScript

Python

Delivery layer 05

Operate

Deploy securely and improve continuously.

We deploy to the environment that fits your organization, then support observability, evaluation, security, and iteration as usage and requirements evolve.

Client outcome

A resilient AI system your organization can monitor, govern, and grow.

Example capability

Ship a containerized service with controlled releases, monitoring, and model-quality checks.

Technology rack

Representative implementation choices

6 tools

Google Cloud

AWS

Azure

Vercel

Docker

GitHub

Cross-cutting lane

Controls & assurance

Security

Governance

Evaluation

Observability

Trusted and Secure

Data Security

Enterprise-grade security and encryption

Privacy Compliant

Designed with GDPR and CCPA awareness

Quality Assured

Rigorous testing and quality control

Industry Trusted

Built for organizations that need confidence

What Our Clients Say

Ai and Sons transformed our workflow with a custom AI solution that integrated directly into our ERP. We saw meaningful efficiency gains and clear ROI.

Director of Operations

Mid-Market Logistics Firm

They helped us identify AI opportunities we had not considered and delivered a centralized retrieval system that fits our technical reality.

Chief Technology Officer

Enterprise Tech Services

Their strategy consulting gave us a clear roadmap for adoption. They understand the gap between hype and real business application.

VP of Digital Transformation

Gives users enhanced notification control and reduces digital communication fatigue.

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