AI that earns its keep.

J2J helps teams across the built environment put AI to work on the real friction in projects. We connect the information your team already has, automate repetitive work, and stay until it works.

What we do

Practical AI, built around project work.

Step 1

Find the friction

We sit with project teams to learn where information gets buried, reports repeat, and handoffs slow down. Then we pinpoint where AI can save real hours.

Step 2

Build around your tools

We connect the email, documents, spreadsheets, and project platforms your team already uses. Start with what is useful, without replacing everything at once.

Step 3

Put it to work

We test with the people doing the work, check the results against the agreed scope, and plan the handoff and support your team needs.

Case study · LC Three

A construction consultancy was losing billable hours in plain sight.

LC Three is an owner’s-representation firm for construction projects. A typical day moves across calls, meetings, email, and client work. Their revenue depends on people remembering exactly what they worked on and for how long, but hours were quietly going unrecorded every week.

We built an AI system that reads the day’s calendars and email and drafts a nightly time report for the team. Instead of reconstructing their week from memory, people review suggested entries, correct them, and decide what belongs on their timesheet.

The goal is to surface billable work that would otherwise be missed, without treating an AI suggestion as a finished billing record. Human review stays part of the process.

The work starts with the tools the team already uses, not another system they have to remember to fill in.

Read the full case study ↗
The system
  • Nightly AI reports, every workday
  • Draft time entries for human review
  • Calendar and email activity together
  • Built on the tools they already use
More work, beyond the built environment
Private equity · Exit planning

Who gets what when the company sells?

A venture-backed company was heading into an exit with four series of preferred stock, accrued dividends, and more than 80 shareholders - and no way to answer the one question every investor asks: what do I take home at each price? We built an interactive model that reads the cap table, applies the legal waterfall from the company charter, and lets any investor test any exit scenario in seconds.

  • 80+ investors modeled
  • $25M+ of capital covered
  • In use during a live exit
Food & beverage · Data

Two million sales records, finally in one place.

A bakery business had years of sales history trapped in fourteen incompatible register exports, with product costs living in separate spreadsheets. Margin questions took hours of manual work, so mostly they went unanswered. We built a pipeline that unifies everything into one clean dataset and rebuilds it from scratch in under a minute - and it immediately surfaced a year of quiet cost creep the owners could not see before.

  • 2.1M records unified
  • 99% of products cost-matched
  • Full rebuild in under 60 seconds

How it works

Clear scope. Agreed price.

1

The first call is free

Tell us where a project or process keeps losing time. If AI is not the answer, we say so on that call.

2

We scope a fixed-price project

Implementation has a fixed scope and price agreed before work starts. If we need deeper investigation first, we offer a clearly priced discovery session with a defined outcome.

3

We build it with your team

The people closest to the work see results early and often, on a timeline agreed up front - no long silences and no big reveal at the end.

4

We agree how to support it

We test the agreed deliverable with your team before handoff. Ongoing monitoring, improvements, and support are scoped and priced separately.

Not ready for a build? Standalone advisory work is available at an agreed rate. Your first 30-minute call is free.

Who we are

Two brothers. One standard: it has to actually work.

J2J Connection is Hayden and Tom. We keep it small on purpose: the people you talk to on the first call are the same people who build your system and answer when something needs attention.

Hayden
Hayden

Five years putting AI in front of sales teams.

Tom
Tom

Twelve years building software in Silicon Valley.

Speaking

AI in the Built Environment A talk on practical AI for construction teams, hosted by LC Three in New York, May 2026.

Contact

Tell us where your projects get stuck.

Book a free introductory call, or send a few sentences about the workflow, report, handoff, or pile of project information that keeps costing your team time. We will tell you honestly whether AI can help.

Book a 30-minute callteam@j2j.info

When you get in touch, let us know how you heard about J2J.