AI Agents · Integrations · Automation

We build what your stack can't.

AI is only as good as the data it can reach. We connect both.

Context-aware AI agents, system integrations, and automation that do real work for your teams. Senior engineers embedded with yours, shipping inside your stack from day one.

AI Agents
Context-aware agents that act on your data, with human oversight built in.
System Integration
Bridge the systems that already run your business. APIs, ETL, real-time sync.
Automation
High-frequency workflows handled by software so your team doesn't have to.
User Adoption
Activation engineered into the build, so what you ship actually gets used.
The Engineering Posture

The leap isn't more tools. It's connecting them.

01

We start with the work, not the tech.
What's the team doing manually that software should be doing? Build from there.

02

We connect what's already there.
Most enterprises don't need another tool. They need the ones they have to talk to each other.

03

We ship adoption alongside the build.
Engineering and Change Activation move together. The hand- off is where outcomes leak.
Industries we serve
Building for these teams. And more.
Wherever there's complex data and teams who need fast, reliable answers — we build the AI agents, integrations, and automation that make the work move.
Health

Labs, hospitals, and digital health platforms. Patient intake, triage, ER wait times, and clinician workflow automation.

Finance

Digital banking, lending, and financial tooling. Compliance workflows, data sync, and intelligent operations across systems.

Education

Universities, colleges, and learning platforms. Student data systems, enrollment automation, and faculty support tooling.

Legal

Firms and legal software providers. Case intake, attorney assignment, billing, and AI-enhanced document workflows.

Events

Conferences and experience-driven organizations. Scheduling, attendee personalization, and operational automation.

What we've built
Real work. Real outcomes.
Six recent builds across integrations, AI agents, and automation. Different industries — same operating posture.
01
Sales-to-Finance Sync
Problem

Quote-to-cash data lived in three systems. Reconciliation was a five-day manual close every month.

What we did

Built a real-time integration layer between Salesforce, NetSuite, and the billing system. Event- driven, idempotent, with a reconciliation dashboard for finance.

Problem

Monthly close cut from 5 days to under 1. Reconciliation errors dropped to near-zero.

02
Problem

ER intake forms produced 40+ fields per patient. Nurses were transcribing into the EHR while patients waited.

What we did

Deployed a context-aware agent that ingests the intake form, populates the EHR, flags risk indicators, and routes to the right care team. Human-in-the-loop on every action.

Problem

Triage time down 38% Nurses handle 2× more patients per shift.

03
Problem

Inbound case requests sat in a shared inbox. Wrong attorneys got assigned. Conflict checks happened too late.

What we did

Built an intake agent that classifies case type, runs conflict checks against the firm's database, and assigns to the right attorney within minutes of receipt.

Problem

Time-to-attorney down from 4 days to 22 minutes Conflict misses eliminated.

04
Enrollment Automation
Problem

Application-to-enrollment had 14 manual handoffs between admissions, financial aid, and registrar.

What we did

Custom agent that captures, structures, and routes meeting outcomes into the CRM and project tools. Knows the difference between a decision, an action item, and a side note.

Problem

Time-to-enrollment cut by 61%. Staff reallocated to student-facing work.

05
Problem

Customer-facing teams spent the back half of every meeting writing notes instead of listening.

What we did

Built a real-time integration layer between Salesforce, NetSuite, and the billing system. Event- driven, idempotent, with a reconciliation dashboard for finance.

Problem

~6 hours/week reclaimed per team member. CRM data quality up sharply.

06
Problem

Conference of 8,000 attendees, generic schedules, low session attendance, no follow-through after the event.

What we did

Built personalization across registration, schedule, and post-event nurture. Each attendee gets a tailored agenda; sponsors get qualified leads delivered weekly.

Problem

Session attendance up 42% Sponsor renewal rate up 2.3%

Start a build

Tell us what you're trying to do.

Not what you want to buy. What you want to be true.

Most engagements start with a 30-minute call and a sharp problem statement. By the end, you'll know whether we can help, what it would cost, and how fast we can move.

30 min
First call
2 weeks
To a working POC
$4T AUM
Live in production