FORWARD-DEPLOYED AI ENGINEERING

AI systems built around the way your business works.

We find the repetitive, slow and disconnected parts of your workflow and build practical AI solutions around them.

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AI • Automation • Integrations • Custom Systems
Production Workflow Architecture
Step 03 of 05

Accurate Understanding — Problem Solving

Workflow in-situ

The system understands the customer's request, verifies what needs to happen, and formulates the right answer without making things up.

Typical Engineering Stack

Accurate Understanding • Intent Verification • Fact Checking

Deterministic guardrails prevent unchecked model output
Explore complete FDE methodology

The Workflow Problem

Your business doesn't need more AI tools.

It needs the right AI working inside the systems and workflows your team already uses.

01

TOO MUCH MANUAL WORK

Your team spends valuable time repeating the same tasks every day.

02

INFORMATION IS EVERYWHERE

Important information is spread across documents, websites, WhatsApp, spreadsheets and different software.

03

TOOLS DON'T WORK TOGETHER

Your team may have useful software and AI tools, but they are not connected to the actual workflow.

Why standard AI pilots fail
01.AI Demo
Looks impressive in isolation
02.No Integration
Disconnected from databases & CRMs
03.No Workflow Fit
Staff forced into another standalone login
04.No Adoption
Frontline teams abandon the tool
05.Pilot Stalls
Zero operational return on investment

That's where Cubic AI works.

We don't build isolated demos. We build systems that fit inside live operations.

See How We Work→

How We Work

We don't start with the technology. We start with the problem.

A simple, collaborative five-step process to solve operational friction without disrupting your business.

01/

UNDERSTAND

We learn how your team works today.

We listen to the people doing the work and map how tasks actually get done.

02/

FIND

We identify where time, information or opportunities are being lost.

We pinpoint where work stalls, data is trapped, or hours are needlessly wasted.

03/

BUILD

We create the smallest useful solution around the real problem.

We test a working solution quickly against real business inputs to prove its value.

04/

CONNECT

We integrate it with the tools and systems your team already uses.

We embed it into your existing software and messaging so staff need no extra login.

05/

IMPROVE

We measure what changed and continue improving the workflow.

We track real business outcomes, handle edge cases, and keep refining the system.

This is our forward-deployed approach.

Instead of asking your business to adapt to another generic AI tool, we adapt the solution to your workflow.

Explore How We Work

What We Do

We turn business problems into working systems.

We choose the technology based on what the workflow actually needs. Flip any card below to view implementation details and technology.

Forward-Deployed Engineering

Not another AI tool. A system built around your workflow.

Selected reference implementations engineered to solve actual operational bottlenecks. Clearly labeled with verified deployment stages.

Healthcare
Prototype / Demo

Hospital AI Assistant

Problem

Patient enquiries are fragmented across website, WhatsApp, and phone calls, leaving receptionists overwhelmed and after-hours questions unanswered.

Solution

24/7 patient assistant that answers questions from hospital knowledge, books appointments directly into your system, and alerts staff for complex cases.

In-situ architectureView spec
SMEs & Operations
Prototype / Pilot

B2B Document & Lead Engine

Problem

Employees spend valuable hours manually copying data from incoming customer quotes and invoices into spreadsheets and CRM software.

Solution

Automated document processing that extracts and verifies records in seconds, updates customer pipelines, and alerts sales teams instantly.

In-situ architectureView spec
Manufacturing
Prototype / Demo

Inventory & Field Parts Agent

Problem

Technicians and warehouse workers leave their work areas to manually check paper logs and complicated software for spare parts availability.

Solution

Mobile parts assistant that lets technicians check stock and trigger reorders in plain language directly from the warehouse floor.

In-situ architectureView spec

Have a workflow worth rethinking?

Tell us what is slow, repetitive, disconnected or difficult to scale. We'll help you determine whether the answer is AI, automation, software—or something simpler.

View Our Approach