AI BUILT FOR
OPERATIONAL
PROBLEMS.
We build AI systems that solve practical business problems — the kind that slow teams down, create admin bottlenecks, lose revenue, or stop good leads from being handled properly. These case studies show what that looks like in practice.
CUSTOM AI, BUILT AROUND HOW THE BUSINESS ACTUALLY WORKS.
Every business has processes that look manageable on paper but break down in real life.
A team leaves site and forgets to log a change.
A lead comes in, but no one qualifies it properly.
An onboarding process eats up hours of admin that should never have been manual.
Our work sits in that gap.
We design AI systems that fit into the way teams already operate — through WhatsApp, chat, CRM, shared records, and structured workflows — so important information gets captured, routed, and acted on without relying on memory, manual chasing, or duplicated admin.
KABILO
Using AI and WhatsApp to capture project changes in real time, update shared records, and keep pricing, scheduling, and deadlines aligned.
Kabilo had a common operational problem that becomes expensive over time. When the team returned from site, they still needed to update the job specification with anything that had changed during the day — extra requested work, small scope changes, project adjustments, timeline implications, or details that affected pricing and scheduling.
In reality, people were busy, tired, moving to the next task, or simply forgot. The process depended too heavily on people remembering to do admin after the work was already done.
- Project changes were not always logged properly or on time
- Pricing could become outdated — work done but not reflected in the record
- The team schedule was no longer fully aligned with what had happened on site
- Project deadlines could drift without the central record being updated
- Important details lived in someone's memory instead of inside the workflow
We built an AI chatbot workflow through WhatsApp that allowed the team to record site updates in real time. Instead of relying on someone to remember everything later, team members could simply send the update through WhatsApp as part of the normal flow of work.
FINSTRIDE
Guiding clients through onboarding in a structured and consistent way, reducing manual admin, and giving the team more time to focus on higher-value work.
Finstride, a financial management company, had a process that was valuable but time-consuming: onboarding new clients. The onboarding stage required a lot of repetitive communication — explaining next steps, collecting key information, asking the same qualification questions.
The more time spent manually guiding clients through the same early-stage process, the less time the team had available for deeper, more valuable work elsewhere in the business.
- Explaining the same next steps to every new client, every time
- Collecting key information through manual back-and-forth
- Asking the same qualification questions repeatedly
- Chasing documents or details that hadn't been provided
- Guiding clients through the process inconsistently depending on who handled it
We built an AI chatbot designed to guide clients through the onboarding process. The chatbot acted as a structured first layer, helping clients move through the key stages clearly, while reducing the amount of repetitive work required from the Finstride team.
DIFFERENT BUSINESSES.
SAME PATTERN.
These two projects solved very different problems, but the underlying pattern was the same.
In one case, the issue was operational updates being missed after site work. In the other, it was too much team time being consumed by repetitive onboarding.
In both cases, the opportunity was to remove friction from a workflow that mattered.
That is where custom AI works best:
- When something important is happening repeatedly and inconsistently
- When information is getting lost, delayed, or handled differently each time
- When skilled people are spending too much time on work that should already be systemised
WE START WITH THE
BOTTLENECK, NOT THE BUZZWORD.
We do not start with "where can we add AI?" We start with "where is the workflow breaking down?" Then we design around that.
That might mean capturing updates through WhatsApp, qualifying leads into a CRM, guiding customers through a process, or syncing information across internal tools so the next step always happens.
The goal is simple: build something the team will actually use, and that creates measurable operational improvement from day one.
IF THERE'S A WORKFLOW
CAUSING DRAG,
THAT'S USUALLY THE
PLACE TO START.
Bring us the process that people keep chasing, forgetting, duplicating, or patching together manually. We will map the bottleneck, identify what should be automated, and design a system that fits the way your business already works.