AI ENGINEERING & IMPLEMENTATIONMELBOURNE · BUILT FOR WHAT’S NEXT

Ambition,
engineered.

AI built around the work that matters.
We design, integrate and operate systems for customer operations, complex decisions and new digital products.

Watch a workflow in action
FIG. 01 / THE CONNECTED SYSTEM+ GOOD SYSTEMS CONNECT THE DOTS.
TECHNOLOGIES WE BUILD WITHMODELS / VOICE / DESIGN / CLOUD
01 / THE IDEA+

Your work crosses systems.
Your AI should too.

For established businesses, important work rarely lives in one app. It moves through requests, documents, decisions and handoffs. We connect those steps into a workflow your team can use, review and improve.

02 / INSIDE THE SYSTEM

One conversation.
A whole system behind it.

Follow an enquiry from first question
to a useful next step.

INTERACTIVE EXAMPLE · NOT A LIVE AGENT
SOTASTACK / ORCHESTRATION
REASON + ROUTE
CONTEXT IN. INTENT UNDERSTOOD. ACTION OUT.↗
01 / 04UNDERSTAND

Start with the actual question.

“Can you help us answer customer questions after hours?”

Recognise an enquiry. Identify what matters before choosing what to do.

Illustrative workflow. No customer data, external actions or model calls.

03 / WHAT WE BUILD

Beyond the answer.
Not another tool.

Three possibilities.
Three different ways to work.

01 / CUSTOMER OPERATIONS

A conversation. Then things happen.

Explore the offering ↗
THE SERVICE DESK / ILLUSTRATIVE SCENE
AL
Alex · Carlton officeIncoming service call
↙
“Could we service the ventilation next week? It’s unit V-204 at our Carlton office.”
ON-SCREEN TRANSCRIPT · NO AUDIO
ASSETV-204LOCATIONCarltonPRIORITYRoutine
SERVICE CALENDAR

Make room for the next step.

↗
MONTUEWEDTHUFRI
↗
Proposed service visit

Tuesday · 10:00–12:00 · V-204

Preparing

Ready for the team to review. No visit has been booked.

A call arrives. The useful details are already in the conversation.

Fictional call, policy and calendar. Illustrates coordination, not a live integration.

02 / DOCUMENT INTELLIGENCE

One change. See everything it affects.

Explore the offering ↗
DOCUMENT INTELLIGENCE / ILLUSTRATIVE EXAMPLE

“The specification changed.
What does our team need to update?”

Connect revised requirements to the documents your team works from.

  1. 01Read the revision
  2. 02Find the change
  3. 03Trace the impact
  4. 04Prepare the review
01 / SOURCE DOCUMENTREVISION 02

Maintenance specification

§4.2 · Inspection frequency

The ventilation unit must be inspected
monthly
Comparing the previous approved version with the new revision.
IN THIS REVIEW

Specification v1 + v2

Maintenance plan

Inspection checklist

—
CROSS-DOCUMENT IMPACT

What depends on this clause?

02
Maintenance plan
§2.1 · Inspection schedule
In scope

Check against the revised specification.

03
Inspection checklist
§1 · Recurring checks
In scope

Check against the revised specification.

↗
From changed words to a review plan.

Find the dependencies. Keep the evidence attached.

Start with the revised specification and the documents that depend on it.

Fictional documents and pre-scripted findings. Demonstrates cross-document review, not live analysis or a compliance conclusion.

03 / SHOPPING AGENT

Give it a brief. Get a decision.

Explore the offering ↗
SHOPPING AGENT / ILLUSTRATIVE EXAMPLE

“Find noise-cancelling headphones.
Great for calls. Comfortable all day.”

Under A$350Delivered by FridayAsk me before buying

One brief. Offers from different merchants. An explained recommendation.

  1. 01Understand the brief
  2. 02Compare merchants
  3. 03Explain the trade-off
  4. 04Prepare for approval
SEARCHING TWO SAMPLE MERCHANT CATALOGUES
NA · North AudioSH · Sound House
North Audio
Drift

ANC · everyday calls

A$299
Checking stock and delivery…
Sample catalogue price
Matching your requirements
Sound House
Form

ANC · clear calls + comfort

A$329
Checking stock and delivery…
Sample catalogue price
Matching your requirements
North Audio
Arc

ANC · premium finish

A$399
Checking stock and delivery…
Sample catalogue price
Matching your requirements
S
YOUR SHOPPING AGENT

I’ll compare delivered prices, arrival dates and suitability for calls—not just the lowest price.

You set the goal and the limits. The agent does the comparison.

Fictional products, merchants and offers. Scripted local demonstration; no live merchant connection, order or payment.

04 / FROM EXAMPLE TO YOUR BUSINESS

Your sources.
Your systems. Your rules.

What turns an example into a working system?

Connect your approved information and tools, define permissions, and evaluate representative cases with your team. Evaluate the workflow against your current process before release.

Explore a deeper example

Try the operational workflow demo ↗

Harbor conversation-layer study ↗

Illustrative examples, not customer-results claims.

05 / OUR PRODUCTS

Ideas we’re making real.
Products with a purpose.

Explore our products ↗
SapienOSIn development · hardware pilot
SapienOS environment console showing sensor readings and comfort bandsEnvironment console · pilot capture
BUILDING & INFRASTRUCTURE INTELLIGENCE

SapienOS

Helping buildings tell us what they need. SapienOS brings sensors, local AI and authenticated data together to monitor conditions, flag unusual behaviour and support better-informed building operations.

Environmental sensingEdge AIOpen data

Environment and gas monitoring are in pilot. Structural sensing is in development.

Explore SapienOS
PLURALFRAMESPORTS INTELLIGENCE
In development · product preview
PluralFrame football preview with match probabilities and a contextual news timelineProduct preview · illustrative match data
FOOTBALL INTELLIGENCE

PluralFrame

A clearer view of what moves a match. PluralFrame brings market probabilities, football news and source context into one view—helping fans follow changes, explore the surrounding story and see where each signal comes from.

Match probabilitiesNews contextSource transparency

Explore the interactive product preview. Match data is illustrative, not live coverage.

Explore PluralFrame preview
AN ENGAGEMENT THAT FITS

Your starting point.
A practical way forward.

Find the right opportunity, build a defined solution or improve a system already in use. We agree the scope, integrations and success criteria around what your business needs.

How we work
START WITH THE WORK YOU WANT TO CHANGE.↗
What workcomes next?

Bring one process that needs to work better.
We’ll scope a useful first build.

Discuss your project