AI Pods

Senior engineers / proven framework / AI tools

AI that works in the real economy.

Senior engineering pods that build with AI. We ship the products you sell and the systems you run on, in production in months, not years, and your team owns the code when we're done.

Book a call How AI Pods work

10+ years: Running engineering pods for growing companies
30 days: To a first measurable win, at a fixed price
90 days: To production, after 9 months of vibe coding

What we do

Two ways we put AI to work.

Build a product that makes money, or make the operation you already run faster. Same senior engineers, same framework.

Build what you sell

AI Pods

A senior engineering team running the AI Engineering System. Marketplaces, SaaS platforms, and AI-native products, in production in months.

How AI Pods work Run the business faster

AI enablement

Production AI inside the workflows that slow your people down: estimating, scheduling, documents, and operations. Built on your systems, owned by your team.

How we work

The gap

The mid-market is on its own with AI.

You know AI could make you money or take real cost out. Nobody is showing you how, at a price and pace that fit a company your size.

Consultancies ignore you

The big firms want $500K minimums and send junior analysts who have never been on a job site or a plant floor.

Vendors sell widgets

Platform companies want to sell you their tools. None of them start with your P&L or your workflows.

DIY AI stalls

AI-written code looks great in a demo and breaks in production. Months go by and nothing ships.

Where we go deep

Deep in operations that move real things.

AI Pods build products in any industry. For AI enablement, we go deep in three industries where the workflows are heavy on documents, schedules, and equipment, and light on anyone automating them.

Construction

GCs and specialty contractors

AI that fits your workflows, respects your constraints, and strengthens cost, schedule, and operational performance. Built inside the systems you already run, not bolted on beside them.

Bid document cross-referencing
Sub bid leveling
RFI and submittal triage

Manufacturing

Plants from 100 to 1,000 people

Predictive maintenance
Automated quality inspection
Production scheduling

Logistics

3PLs, carriers, and distributors

Route optimization
Demand forecasting
Exception management

Agriculture, utilities, and other asset-heavy operations

Same method, same pod. If your operation runs on equipment, documents, and schedules, it fits.

Talk to us

Unplanned downtime

Prevent equipment failures to keep operations running and costs down.

Process bottlenecks

Automate the repetitive steps that slow skilled people down.

Quality and compliance

Consistent inspections and documentation, without adding headcount.

Supply chain and inventory

Better forecasts, leaner inventory, more reliable delivery.

Cost overruns

Spot financial risk early enough to change the outcome.

Energy and waste

Cut energy use and waste, and measure it.

Why us

Where Silicon Valley fails, we ship.

Big Tech consultants

Start with their product catalog

Six-figure monthly retainers

Junior consultants who have never been on a job site

Lock you into their ecosystem

Deliver a 200-page strategy deck

OnlyAI

Start with your P&L

A fixed-price first win, then a pod reviewed every sprint

Senior engineers, led by business outcomes

Vendor-neutral systems you own

A working production system in 90 days

How we work

Clarity. Structure. Execution.

We start from business objectives, not technology. Every stage produces something you can see and measure before you commit to the next.

Clarity

Find what actually matters

A focused diagnostic workshop to identify the AI opportunities that move the P&L. You leave with a draft 30/60/90 plan; the final version with KPIs and backlog follows in 3 to 5 business days.

Structure

Evidence before investment

A staged path where every step produces something you can see. Proofs of concept and MVPs built on your real data, with clear checkpoints and go/no-go gates.