VIBEBUILD LABS

There's more intelligence in your business than you think.

It’s in your calls, your WhatsApp threads, and the details nobody wrote down. We turn it into AI that understands what’s happening, remembers what matters, and knows what to do next.

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WHAT HAPPENED × WHAT IT MEANS × WHAT HAPPENS NEXT
INTELLIGENCE SHOULD ACCUMULATE. NOT RESET.
THE USEFUL STUFF

The useful stuff was never just in the database.

It’s in the call where a customer changed their mind. The exception your best employee knew to make. The promise someone made on WhatsApp. The detail everybody somehow knows — but nobody wrote down.

Traditional software records what you tell it to record. We’re interested in everything happening in between.

That’s where the business is already creating intelligence.

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01 / CONVERSATIONSWhat customers and teams are actually saying.
02 / JUDGMENTThe exceptions, decisions and instincts nobody documented.
03 / MOMENTUMWhat is still moving — and what should happen next.
THE PRODUCTS

Two very different products. Same spark.

Don’t lose the intelligence. Know what happened, understand what it means now, and make the next move smarter.

01   Customer Agent02   Oliander
01 / CUSTOMER AGENT

Make every customer feel like the only one.

One AI agent for the customer side of your business — across calls, WhatsApp, bookings, follow-ups, connected systems and human handoffs.

It remembers where the relationship left off, what’s already happened, what you’ve promised and what should happen next.

Built for English, Bahasa Malaysia and the mix your customers actually speak.

The conversation can end. The relationship doesn’t.

Voice · WhatsApp · Multilingual · Fully managed

Meet Customer Agent
Call
Can we move it to Saturday?
Of course. I've moved your appointment to Saturday. Is there anything else I can help with?
WhatsApp2 days later
Do you still offer the same package?
Yes, and I've also applied your loyalty benefit.
02 / OLIANDER

Nothing goes quiet on your watch.

Oliander is being built to reconstruct what’s happening across work already moving through your business — what started, what changed, what was promised, what’s waiting and what’s blocked.

Less work depending on someone remembering to chase it.

In development
Oliander
Follow up with supplierWaiting for quote
In progress
Prepare for board meeting3 items ready
On track
Customer proposalFeedback received
Next step
Team hiring2 candidates to review
This week
KEEP UP WITH THE BUSINESS

AI shouldn’t just know your business.
It should keep up with it.

Knowing your opening hours is easy. Knowing that someone promised the customer something yesterday, the booking changed this morning, and a decision is still pending is a different problem.

Every move should make the next one smarter.

A RETURNING CUSTOMER. A CHANGING SITUATION.
A RETURNING CUSTOMER“Can we move it to Saturday?”
01 / KNOWLEDGESaturday opening hoursWhat the business says it can do.
02 / MEMORYA change was already discussedWhat happened before this message.
03 / SITUATIONA colleague is checking availabilityWhat is still unfolding.
Answering well needs the whole picture.
Illustrative situation
WHAT HAPPENED × WHAT IT MEANS NOW × WHAT HAPPENS NEXTIntelligence should accumulate. Not reset.
UNDERNEATH BOTH

Don’t lose the intelligence.
Carry it forward.

Something happens. VBL observes it. New evidence changes what the system understands. The situation updates. The next move gets better.

Then it happens again. What happens next becomes new evidence instead of disappearing into another disconnected moment.

Observe. Remember. Understand. Act.
THE VBL INTELLIGENCE ENGINE
ONE INTELLIGENCE CORE. MANY POSSIBILITIES.

One foundation.
Two products.

Observe what happened, update the evolving situation and determine the next appropriate step. Each product decides what it is allowed to do with that understanding.

01 / APPLICATIONSWhere intelligence meets the world
Oliander

Operations, obligations, delegation, follow-through.

Customer Agent

Voice, WhatsApp, service, customer relationships.

observe(event)next best step
02 / VBL'S CORE TECHNOLOGYOur intelligence engine

Intelligence Engine

One evolving understanding
01
Observe

A call, a message or a document lands.

02
Update situation model

Understand what changed about an open situation.

03
Take the next step

Answer, book, follow up or escalate within the agreed rules.

Every outcome becomes a new observation.
supported byinternal infrastructure
03 / UNDERLYING TECHNOLOGYThe infrastructure behind the intelligence
AI models

Interpretation and reasoning

Persistent memory

Situation state and history

Retrieval

Relevant evidence and experience

Compute

Processing, scheduling and storage

One foundation. Two products. The engine maintains the understanding; each application decides how to carry out the next step within its rules.

INTELLIGENCE IN ACTION

One promise.
A world that moves.

A customer promise moves across WhatsApp, team messages and supplier email. Watch one situation keep its owner, deadline, exceptions and evidence as the world changes.

Illustrative modeled workflow · Not a live engine inference
ONE SITUATION · SIX EVENTS01 / 06
NEW EVIDENCEMON · WHATSAPP

“Could you quote three units by Friday?”

ONE EVOLVING SITUATION

Quotation #1042

A quote request is opened. Friday is a requested date, not yet a promise.

New requestModel updated ✓
OWNERUnassigned
COMMITMENTFriday · requested
OPEN DEPENDENCYOwner confirmation
WHAT CHANGED

A new obligation is tracked; the request has not been mistaken for an accepted promise.

NEXT AGREED STEP

Ask Sarah to confirm ownership and the Friday date.

WHY THIS STEP

A request becomes a promise only when someone accepts it.

Within scope: draft a follow-up; don’t promise delivery yet.
Watch the situation evolve.
SMARTER, NOT UNCHECKED

The AI gets context.
You keep control.

More understanding should not mean more unchecked authority. Every agent works inside a defined scope, with clear permissions, tested boundaries and a path to your people when they’re needed.

01 / SCOPED AUTHORITY

Clear ownership. Clear limits.

What the agent owns, what it can act on and where it stops.

02 / HUMAN ESCALATION

People stay in the picture.

Cases needing judgment or authority are handed over with context and a clear next step.

03 / DRY RUN FIRST

See how it handles the real world.

Use relevant scenarios and available history to test edge cases, exceptions and handoffs before enabling live actions.

WORKING WITH VBL

We don’t start with a blank AI agent.
We start with your business.

Where does context disappear? What still depends on somebody remembering? Who knows things nobody else knows? What keeps getting chased manually? That’s where we start digging.

01 DISCOVER

Find the intelligence already hiding in the work.

Conversations, handoffs, open work, judgment and the things that tend to disappear between systems.

02 UNDERSTAND

Work out what matters.

Define what the system should understand, remember, take responsibility for and hand back to a person.

03 BUILD & CONNECT

Give the AI what it needs.

Connect the relevant channels, systems, knowledge, memory and actions, then test it against the real situations it will face.

04 KEEP LEARNING

Make the next move better again.

Use real outcomes to improve the system as the business changes — so learning compounds instead of resetting.

You bring the judgment. We make sure the next move can benefit from it.

Make the next move smarter.

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