Our services
AI systems for realbusiness workflows
We build the operating layer, automations, and expert support companies need to turn AI into measurable business value.
Understand before you automate
Better AI starts with a clear picture of your business.
We map the people, information, systems and decisions behind your work. Together, we identify where time is lost, what needs to connect, and which automation is worth building first.
Build your business ontology
Built for your workflows
Less repetitive work. More time for what matters.
Enquiries, documents, follow-ups and internal handoffs: we connect the steps that slow your team down. Each workflow follows your business rules, with clear review points and a practical way to measure the improvement.
Discuss your project
From a working idea to daily use
Build AI that fits the way you work.
We develop and integrate focused AI tools around your existing systems. From document assistants to workflow applications, we define the scope, connect the right information, and work with your team through testing and handover.
Discuss your project
Clarity before spend
Know what to build. And why it matters.
Start with the problem, the people doing the work, and the cost of leaving it as it is. We turn that understanding into a clear proposal: priorities, scope, system choices and the results to track together.
Discuss your project
CONNECTED OPERATIONS
Your business, connected
The foundation · built together
Map your company.
Give AI context.
Your company is more than a set of files.
We sit with your team and map how work really happens: who knows what, which systems hold the answers, and how decisions are made. Your expertise becomes the starting point.
Make the whole business understandable.
An ontology connects your customers, products, people and processes—not just their documents. We give the same things a shared meaning across your ERP, CRM and everyday tools.
See what a decision will affect.
A late delivery is also a customer promise, a stock decision and someone’s responsibility. The company map helps people and AI follow those connections, find the right context and ask better questions.
One foundation. Many useful automations.
Connect AI to the right knowledge and permitted actions. Support, sales, operations and hiring can work from the same business context—with your rules, approvals and a traceable record.

BUILT FOR YOUR BUSINESS
Hiringworkspace
YOUR HIRING PROCESS
Senior Software Engineer
Relevant skills. Visible evidence.Example role-fit assessment
✓ Python / FastAPIExperience building production APIs
✓ PostgreSQLDatabase design and optimization
A useful question to exploreHow much of the system did they own?
Go beyond the CV
“Walk us through a production incident you resolved.”Tests ownership, diagnosis and judgement
“What would you change as this system scales?”Connects their experience to your next challenge
A starting point for a better conversation
Less administration. Better conversations.
More time for
the right people
Built around your hiring process
Automate
your hiring.
Great candidates. Too much sorting.
Reading every CV and copying profiles steals time from hiring. We connect LinkedIn applicants and resumes to your vacancies, so your team starts with everything in one place.
Let AI do the first read.
We tune AI to the role you are filling: compare relevant experience, surface the evidence and flag what needs a closer look. Your team reviews a useful shortlist instead of a pile of files.
Walk into every interview prepared.
Turn each candidate’s background into smart interview questions. Bring salary research and your budget into the same brief, so the conversation starts deeper and decisions move faster.
Spend your hiring budget on hiring.
Connect interviews, feedback and offers in one flow. We build the coordination around your team, freeing time for the people who could move your business forward.

BUILT FOR YOUR BUSINESS
Contentoperations
YOUR MARKETING PROCESS
From expertise to discovery
Your expertise.
Working harder for you.
Find the gaps. Create useful answers. Keep improving.
Good expertise.
Hard to find.
Illustrative audit score
↗Questions your website does not answer
↗Pages that need clearer structure
↗Content that has gone out of date
VIDEO · 00:30Make your expertise
worth watching.
The questions your customers are asking
A useful reason to hear from you
Social posts & short clips
Adapted to each channel↗Research → Write → Produce → Review, with one consistent message
Your next useful article.
Already on your website.
A clear headline. Helpful answers. A reason to get in touch.
Read the article ↗Review rules and publishing permissions, defined with you
37↗81/100
for being found
Built around your growth
Automate
your marketing.
Your expertise should bring you business.
An outdated website and a content backlog cost you opportunities. We find the gaps in search visibility, AI discovery and the questions your customers need answered.
One good idea. More ways to reach people.
We connect research, writing and production in your brand voice: videos, newsletters, blog articles, social posts and short clips. Turn your expertise into a coordinated campaign, with less repetitive work.
From approved content to the right channels.
Connect your website, newsletter and publishing channels. Schedule approved content, update pages and reuse the right assets under your review rules. Fewer handoffs. A more consistent presence.
Build it once. Keep it working.
Monitor search performance, AI visibility and enquiries. Refresh the pages that need attention and feed what works into the next article. A repeatable growth process, built for your business.
CONNECTED OPERATIONS
Your always-on concierge
Hospitality · a concierge that knows your hotel
Know your guests.
Handle the rest.
A busy reception should not mean a lost booking.
Guests ask questions when your team is serving someone else—or asleep. We build a voice and chat concierge that understands the request and keeps the conversation moving.
Answers from your business, not a generic script.
Connect the concierge to your company map: available rooms, rate plans, cancellation rules and services. It can answer with the right context and bring a person in when needed.
Do the useful next step.
After the guest confirms, the AI can create the reservation, arrange an airport pickup or request housekeeping through the connected systems and permissions you choose.
More hospitality. Less repetitive administration.
Reception receives the booking, special requests and conversation together. Your people spend less time repeating information and more time making the stay feel personal.
CONNECTED OPERATIONS
From order to delivery

Logistics · warehouse & business systems
Keep goods moving.
Not spreadsheets.
Your stock should have one story.
We connect orders, inventory, warehouse locations and customer commitments. Your ERP, warehouse system and CRM become a shared operating picture instead of separate spreadsheets.
Find the problem before the customer does.
AI can flag shortages, mismatched records and orders at risk. Because it understands the relationships, the alert can include the affected delivery and the person who can resolve it.
Turn an exception into a workable plan.
Prepare a stock transfer, revised pick list or alternative dispatch plan. We build in your allocation rules and approvals so the next step reaches the right team.
Fewer status calls. Less avoidable rework.
Feed confirmed actions back into the ERP and CRM. Warehouse staff, sales and customer service can see the same progress, without manually chasing one another for updates.
CONNECTED OPERATIONS
Every opportunity, connected
Every enquiry.
A clear next step.
“We need 40 units this month. Can you confirm specifications and delivery?”
Know the customer.
Know the fit.
Link the request to past conversations, product facts and availability.
A relevant offer.
Ready for review.
A-204 · 40 units · planned delivery this month
The right follow-up.
At the right time.
Conversation history, a prepared reply and the next task, together.
Sales · from first enquiry to follow-through
Spend time selling.
Not chasing.
A good lead should not sit in an inbox.
Bring website enquiries, emails and account records into your sales workflow. We create the opportunity with its context and route it to the right owner.
Prepare the conversation before it starts.
Use the company map to connect the request with product knowledge, stock, account history and buying requirements. Your team can focus on the customer instead of gathering the same facts again.
Make a relevant offer, with the details in place.
Prepare proposals, product comparisons and quote drafts from your approved information. Pricing, margins and exceptional terms follow the review rules you set.
Keep momentum after the first reply.
Set the next task, prepare a follow-up and keep the CRM current. Less administrative chasing gives your salespeople more time to build relationships and move worthwhile opportunities forward.
CONNECTED OPERATIONS
See. Understand. Resolve.


CAM 01 · Parts
CAM 02 · Loading bayIndustry · visual inspection & site awareness
See the detail.
Act on it.
Make your quality knowledge repeatable.
We work with your quality team to define defects, collect examples and test the camera setup on your parts. The goal is a useful inspection workflow grounded in your production conditions.
Bring the suspicious detail to the right person.
Computer vision can flag surface anomalies, missing components or assembly issues for review. Keep the image, location and part reference together so your team can investigate quickly.
Give site teams better awareness.
Use cameras to flag defined events such as a blocked route, an object in a restricted zone or an unusual machine state. Relevant clips and locations help the responsible team respond.
An alert matters when it leads somewhere.
Connect a reviewed finding to its part, batch, supplier and work order in your company map. Prepare a quality task or maintenance request, record the outcome and learn from the exceptions.