Our services

World-class AI, apps and websites
for clients in Thailand and worldwide

Tell us your problem

500+ projects since 2012
Bangkok company · a clear scope before we start

01 — Our services

AI App Development iOS · Android · Cross-platform

Mobile apps for iOS and Android with Flutter or React Native, from a team that has delivered 500+ projects. We use AI across the whole pipeline (design, code, tests), so you launch in weeks, not months.

Cross-platform

One codebase for iOS and Android: half the cost, the same experience.

UX/UI design

Agency-grade design in Figma, prototyped and user-tested before code.

Backend & API

Scalable cloud backend, admin dashboard, and integrations with your systems.

Store launch & care

App Store / Play Store submission, analytics, and a maintenance plan.

The apps we build, by business

Brands & retailers Customer app “Customers order in chat, transfer the money and send a slip. Staff copy every order into a notebook, and once volume picks up, orders slip through.” What we doAn app where customers pick products, pay and track status themselves. Orders land in your back office the moment they’re placed, and everyone sees the same sales and stock. See the details Shops with regulars Loyalty and membership app “Half the paper stamp cards get lost, nobody knows who the regulars are, and every promotion goes to everyone the same way.” What we doA membership app that recognises customers, adds points automatically at checkout and sends offers based on what each person actually buys, by push or LINE. See the details Appointment businesses Booking and queue app “The phone rings all day with bookings. Front-desk staff drop the customer in front of them to answer it, and people still forget their appointments.” What we doCustomers book, move and cancel in the app. The system reminds them before the slot and offers freed-up slots to the next person without staff lifting a finger. See the details Field crews & couriers Field service and delivery app “Technicians send photos from site into a LINE group. Finding which job belongs to which customer means scrolling back through hundreds of messages.” What we doAn app where staff accept jobs, take photos, collect signatures and close out on site. Everything lands on that customer’s job sheet, and it works even when the signal drops. See the details Management & HR Internal operations app “Requisitions, leave forms and reports still live on paper and in Excel, passed hand to hand. Checking a status means walking over to ask.” What we doOne app for internal work: submit, approve and check status from a phone, connected to the accounting or HR system you already run. See the details Brands with a LINE OA LINE Mini App (LIFF) “You want customers on an app, but nobody wants to install another one. Downloads stay low, and the LINE OA can only answer chat.” What we doA LIFF app that opens inside LINE with nothing to install, for ordering, booking and points, with status updates that reach customers in LINE whether or not they follow your OA yet. See the details Businesses that must know their customer e-KYC and digital ID verification “Customers send a photo of their ID card and a selfie on LINE, and staff eyeball whether it’s the same person. Copies of ID cards pile up in chats and inboxes, and opening an account takes days.” What we doIdentity checks built into your own app or website: the system reads the card, matches the face to the card photo and checks official sources where your business is allowed to. Staff look only at the cases that don’t match, and the account opens in the system you already use. See the details Schools & institutes School management system “Parents ask about timetables, fees and homework in the class LINE group. Teachers answer until late, and the registrar still prints receipts by hand.” What we doA parent app, a teacher app and a registrar back office on one set of data. Parents look things up and pay themselves, teachers take attendance and send notices from a phone, and the registrar stops printing receipts by hand. See the details Tutoring schools & exam bodies Online testing platform “Every exam means printing papers, booking rooms and marking by hand. Results take a week, and the online tool we tried couldn’t stop cheating.” What we doA testing system that gives each candidate a different set from the bank, times it, marks it on submission and watches for cheating through the camera and screen lock. Per-candidate and per-question results reach candidates and teachers the same day. See the details Restaurants & cafés Restaurant POS and ordering “The counter runs one POS, delivery runs three more apps. Closing means adding up four totals, and we still don’t know which dish makes money.” What we doA POS that takes counter, table-QR and delivery-app orders on one screen. The kitchen sees the queue in real time, ingredient stock is deducted per dish sold, and the owner gets profit per dish every day. See the details Hotels & resorts Guest app and hotel booking “Guests queue at the desk to check in and phone for room service. Housekeeping learns which rooms are free from a sheet of paper passed around.” What we doA guest app for direct booking, pre-check-in and requests from the room, plus a staff app where housekeeping and maintenance take jobs on a phone, all connected to the PMS so availability, rates and bills agree everywhere. See the details Condo & estate management Resident app for juristic persons “Common fees are overdue on dozens of units and the office phones each one. Parcels pile up at the guardhouse until someone asks. Repair requests are buried in a LINE group of five hundred residents.” What we doA resident app for visitor pre-registration, parcel notices, common-fee bills paid by PromptPay, repair requests with photos and status, and announcements from the office, connected to the juristic person’s accounting and the gate system. See the details Clinics & hospitals Patient app and appointments “Patients phone to book in the morning until the line jams, wait an hour outside the consulting room, and drive in to collect results.” What we doA patient app that books against real doctor availability, reminds before the visit, checks in from a phone and shows results and treatment history, connected to the HIS and built to PDPA and health-data rules. See the details

02 — Our services

AI Web Development Corporate · E-commerce · Web App

Corporate sites, e-commerce and web applications scoring 90+ on Core Web Vitals, with SEO and AEO designed in from day one. Agency-level design, delivered 3× faster because our team builds with AI.

Corporate websites

Premium brand presence, multilingual, with a CMS your team can run.

E-commerce

Full online stores with payment, shipping, and live stock integration.

Web applications

Internal tools on the web that work on every device, nothing to install.

SEO & AEO built in

Structured to rank on Google and be cited by AI like ChatGPT from launch.

The websites we build, by business

Companies & factories Multilingual corporate website “The site dates from 2018, breaks on phones, and every text change waits for the web guy. Japanese and Chinese customers land on Thai-only pages, and the catalogue is a PDF from 2019 that export sales email by hand every time.” What we doA new site your team edits through a CMS, in five languages, fast on mobile, with a searchable catalogue, quote requests that land in the CRM, and a structure Google and AI assistants can find from launch day. See the details Retail & brands Online store on your own domain “Marketplace sales are fine, but the fees rise every year and we never learn who the customer is. We can’t even send an offer to someone who bought before, and we can’t run our own promotions.” What we doA store on your own domain. Payment, shipping and stock sync with the marketplaces you still sell on, the customer data stays with you, and you send offers to past buyers yourself on LINE and email. See the details Hotels & resorts Booking engine on the hotel’s own site “Guests find us on Google, then book through an OTA because our site can’t take bookings. We pay commission on every night from guests who were already looking for us, and when we did open direct booking we ended up confirming by phone.” What we doA booking page on your site with live availability and rates from the PMS, payment, automatic confirmation in five languages, and AI chat that answers guests about rooms, transfers and policies through the night. See the details Service firms & B2B Customer portal “Customers call every day for job status, invoices and the same documents. The team answers repeat questions instead of doing the work.” What we doA place customers log into to check status, download documents and pay, pulling straight from your back-office systems, with AI chat that answers only from that customer’s own data. See the details Marketing teams & agencies Campaign & landing pages “Ads send people to the homepage. Plenty of visitors, few form fills, and no idea where they drop off.” What we doCampaign pages built to get the form filled and the chat started, wired to analytics and your CRM from day one. The system drafts a new page per campaign in a day, and AI chat talks to the people who are not ready to fill a form. See the details Operations & IT Internal web app “The old system is a program installed on one PC in the office. It can’t be used anywhere else, and the developer can’t be reached anymore.” What we doA web-based system that runs on any device anywhere, with the old data migrated in full, company-account login, a built-in assistant that finds records and drafts reports, plus source code and documentation that belong to you. See the details Owners & marketing teams AI search visibility (GEO & AEO) “I asked ChatGPT for the best aesthetic clinic in Bangkok and we weren’t on the list. When I asked about us by name, it quoted last year’s promotion and a branch we closed in January.” What we doWe put the questions your customers really ask to each assistant, in Thai and English, and record whether you appear, what is said and which sources are cited. Then we fix the site so the facts are clear and machine-readable, set AI crawler access on purpose, and measure visits from AI every month. See the details Clinics & aesthetics Clinic website with online booking “New patients search the clinic’s name and find only review pages. The old site has no doctors, no prices and no booking, so everyone phones to ask.” What we doA clinic site with pages for services, doctors, prices and FAQs, online booking against real doctor schedules, confirmation and reminders on LINE, and AI chat that answers pre-booking questions from information the clinic approved. See the details Schools & universities Admissions site and student portal “Every admissions season the registrar gets hundreds of emails and LINE messages a day. Applications arrive as PDFs to retype, and parents asking where they stand get no answer.” What we doAn admissions site to apply online, upload documents, pay the fee and track status, where the system reads the documents and fills the form, sends approved applications into the student records system with nothing retyped, and a portal for students and parents after enrolment. See the details Real estate Project site with viewing appointments “The project site looks good, loads slowly and nobody can book a viewing. Ad leads go to a shared inbox that sales opens once a day.” What we doFast project pages with floor plans, prices and live availability from the sales system, online viewing appointments, leads into the CRM with the project’s rep alerted at once, and a chat assistant for prices and directions around the clock. See the details Restaurants & cafés Restaurant site with ordering and table booking “Regulars order through the delivery apps, so we pay commission on every order from people who were coming to us anyway. Table bookings come in on LINE, the admin can’t keep up, and tables get double-booked.” What we doThe restaurant’s own site for takeaway orders, table bookings and the menu, with orders going straight to the POS and kitchen, PromptPay payment, LINE OA and the delivery apps you keep using connected, and AI chat that recommends dishes and answers about ingredients. See the details Factories & wholesalers B2B catalogue and quote requests “Dealers send what they want on LINE, sometimes a photo, sometimes typed. Sales opens that dealer’s price in Excel and builds a quote by hand every time. Some specs have changed, and the PDF catalogue is still the old one.” What we doA web catalogue with specs and stock from the ERP, where dealers log in to see their own prices, reorder in a few clicks and request quotes the system drafts for sales to check and send. See the details Tutoring schools & trainers Online course website “Selling through a course platform means giving up a cut. Selling it ourselves means sending video links on LINE one by one, checking slips by hand, and then someone shares the link anyway.” What we doA course site on your own domain where students enrol and pay themselves, videos play inside the system with no link to leak, quizzes mark themselves, certificates are issued on completion, and an AI assistant answers from the lesson content. See the details

03 — Our services

AI Workflow Automation with AI agents + MCP

We map your team’s repetitive processes (documents, email, reports, approvals) and rebuild them as automated workflows run by AI agents and connected to the systems you already use through MCP, so your team gets its time back for the work that matters.

Process audit

We shadow the real work and find the highest-ROI steps to automate.

Document AI

Reads receipts, invoices and contracts, then files them into your system.

Email & report automation

Summarise, classify and draft replies; weekly reports write themselves.

System integration

Connects LINE, Google Sheets, ERP and CRM, so data flows without re-keying.

Workflows we build for each team and each business

Marketing teams Marketing workflow “Every Monday morning the team pulls numbers from Facebook, Google Ads and LINE into Excel. The report is ready by noon, and still nobody can say which campaign paid off.” What we doAn agent gathers every campaign’s results each morning, compares them with the budget and sends a summary to LINE with which campaigns to scale or stop. Monday morning goes to decisions instead of copy-paste. See the details Sales teams Sales and CRM workflow “Leads arrive by LINE, web and email, and each rep keeps their own notes. When the boss asks which deals are close, it takes two days to find out.” What we doAn agent collects leads from every channel, logs them in the CRM, grades them by budget and urgency, assigns them to whoever is free, and flags any deal that has gone quiet for three days. See the details Accounting & finance teams Accounting and finance workflow “Hundreds of supplier invoices arrive by email each month. Accounting keys them in one by one, matches each against its PO, and closes the books late every time.” What we doAn agent reads each invoice, matches it with the PO and goods receipt, posts it when everything agrees, and sends only the mismatches to a person. See the details HR teams Employee onboarding workflow “One new hire means seven emails, accounts on four systems and two weeks of chasing paperwork.” What we doAn agent takes over from the signed contract: opens the accounts, sends the forms, chases what’s missing and tells HR who is ready to start on which day. See the details Purchasing teams Purchase request and approval workflow “Buying one item means a LINE message to the manager, waiting for a signature, then forwarding to accounting. When the manager travels, it sits for a week.” What we doAn agent takes the request, checks it against the department budget, sends it to the right approver on LINE with a short summary to approve from a phone, and logs every step for audit. See the details Customer service teams Customer service workflow “Complaints come in by email and on the page. The team reads each one, opens a ticket by hand and forwards it to the right department.” What we doAn agent reads every message, sets category and urgency, opens the ticket, routes it to the responsible team and drafts a first reply for a person to check before sending. See the details Accounting teams issuing many invoices e-Tax Invoice and e-Receipt workflow “Customers message us on LINE every day asking for a full tax invoice. The team digs the bill out of the POS and keys it in again, one at a time. A wrong tax ID means cancelling and reissuing, and the paper copies have already filled the storeroom.” What we doA system issues electronic tax invoices and receipts from the POS or ERP you already run, sends them to customers by email or LINE, files the data with the Revenue Department in its format, checks for errors before anything goes out, and has an accountant approve every cancellation and credit note. See the details Brands selling on marketplaces Marketplace back-office workflow “Our admin logs into each seller centre and copies the orders into Excel. The last unit sold on Shopee and TikTok at the same time, so we cancelled one order and lost shop points. At month end the money comes in and nobody can say what was taken off it.” What we doAn agent pulls orders from every channel into one queue, deducts the same stock whenever something sells, drafts chat replies from real order data, and matches each platform’s payout against the orders and the bank account every cycle. See the details Factories & manufacturers Purchasing and goods-receipt workflow “POs, delivery notes and invoices arrive from suppliers in every format. Warehouse and accounting match them by hand, and shortages or double payments surface afterwards.” What we doAn agent reads documents in any format, does the three-way match between PO, delivery note and invoice, posts to the ERP when they agree, and alerts at once when quantity or price differs. See the details Accounting & law firms Client document workflow “Each client sends documents by LINE or email. Staff chase, file and name everything by hand, and every filing deadline means working late.” What we doAn agent collects documents from every channel, reads the type, names the file and files it under the right client, chases clients for what is missing on schedule, and sends the supervisor a status of every client before filing day. See the details Hospitals & clinics Insurance claim and records workflow “One insurance claim means collecting documents from five departments, filling each insurer’s own form by hand, and getting it bounced for missing data.” What we doAn agent gathers documents from the hospital system, fills each insurer’s form, checks completeness before sending and follows the claim until it is paid. See the details Logistics & transport Job sheet and billing workflow “Delivery job sheets arrive as photos in LINE. Accounting opens each one to raise an invoice, bills go out late every month and cash comes in later still.” What we doAn agent reads job sheets and proof of delivery, matches them to jobs in the system, raises the invoice, notifies the customer on delivery, and reports unbilled jobs every week. See the details Real estate & juristic offices Repair request and common-fee workflow “Residents report repairs on the juristic LINE. Staff write them on paper and phone a technician, old requests get forgotten, and common fees are chased unit by unit.” What we doAn agent logs repair requests, opens the work order, assigns a free technician, updates the resident at every status change, issues common-fee invoices, reminds before the due date and records payment when the money arrives. See the details Wholesalers & distributors Orders-from-chat workflow “Customers send orders on LINE as long messages, sometimes a photo of a list. Staff read and key them in line by line, and one slip means the wrong goods ship.” What we doAn agent reads order messages and photos, turns them into line items, checks stock, opens the sales order in the system, sends confirmation back in the same chat, and alerts staff only for unclear items or out-of-stock goods. See the details

04 — Our services

AI Agent & Chatbot Answers, sells, and acts for you

AI agents trained on your business that answer customers on LINE OA, web and Facebook, qualify leads, take bookings, and connect to your backend to actually finish the job. Natural Thai, human-reviewed.

LINE OA chatbot

24/7 answers on the channel Thai customers actually use.

Knowledge base (RAG)

Answers from your real documents, with guardrails against hallucination.

Sales & booking flows

Qualifies leads, recommends products, takes bookings into your CRM.

Human handoff + dashboard

Hard cases route to staff instantly; every conversation visible.

Jobs the agent takes over, in each business

Sales teams & page admins Sales chat agent “The page admin can’t keep up when ads are running. Customers ask the price, hear nothing, and by the time we reply they’re gone.” What we doThe agent answers prices, specs and promotions from your real data straight away, suggests the matching product, sends the order link and hands over to a person when the customer wants to negotiate. See the details Customer support teams After-sales support agent “The same questions every day: how to use it, what the warranty covers, where to send it for repair. Support repeats itself and never gets to the hard cases.” What we doThe agent answers from your manuals and warranty terms, opens repair requests and passes complex cases to the team with a summary of what was already said. See the details B2B & project sales teams Lead qualification agent “Sales lose half a day on people who were only curious, while the ones ready to buy wait in the queue.” What we doThe agent handles the first conversation, asks about budget, needs and timing, logs it in the CRM and passes only the ready ones to sales with a call-back time booked. See the details Online shops & wholesalers Order and status tracking agent “Half the incoming messages are ‘where is my order?’. The team opens the courier system, checks each one and types the reply.” What we doThe agent pulls the status from your order and courier systems, replies with the tracking number straight away, and messages the customer itself when the status changes. See the details HR & IT departments HR and IT helpdesk agent “Staff ask HR about leave, benefits and passwords dozens of times a day. The answers are in the handbook that nobody opens.” What we doAn internal agent that answers from company policy and manuals, opens leave requests or IT tickets, and passes anything needing judgement to the right person. See the details Accounts & collections Payment reminder agent “At month end, accounts sit and phone debtors one by one. Some say they’ll transfer tomorrow and go quiet, and by the next due date nobody remembers who promised what.” What we doThe agent sends reminders before and after the due date on LINE or email, answers how much is owed with a PromptPay QR, logs promises to pay and escalates to a person when an account is long overdue. See the details Hotels & resorts Room booking agent on LINE and web “A guest asks the room rate on LINE at 10 pm. Staff reply the next morning. The guest has booked elsewhere.” What we doThe agent checks availability and rates from the PMS, answers in five languages, takes the booking with a payment link and passes group enquiries to sales with the chat history. See the details Restaurants & cafés Ordering and table booking agent “At peak hours nobody can answer the phone for reservations, and takeaway orders on LINE go unanswered.” What we doThe agent takes reservations against real seating, takes takeaway orders from the current menu straight into the POS, and answers about the menu, allergens and parking. See the details Clinics & hospitals Appointment and first-contact agent “Nurses at the counter answer booking calls instead of caring for the patient in front of them. Half the questions are opening hours and which doctors are in.” What we doThe agent books against real doctor schedules, reminds and reschedules, answers about services, prices and preparation, and sends urgent symptoms straight to a nurse. It never diagnoses. See the details Schools & institutes Admissions and parent agent “In admissions season the office answers the same questions about programmes, fees and documents hundreds of times a day, with no time left for the families who are serious.” What we doThe agent answers about programmes, fees, scholarships and documents from the school’s latest information, books campus visits, records enquiries in the admissions system, and answers current parents about timetables and holidays. See the details Real estate Lead qualification and viewing agent “Dozens of ad leads come in each night. Sales call back the next day to find half were just browsing and the other half already talked to the project next door.” What we doThe agent answers about prices, floor plans, promotions and transfer costs at once, asks budget and location, passes only ready buyers to sales with a viewing booked, and alerts sales when a lead goes quiet. See the details Car dealers & service centres Test drive and service booking agent “A customer messages to ask what the 40,000 km service costs and which day is free. The service advisor opens the booking system, checks the slots and calls back. And the cars that are due for service get no reminder at all, so the owners drift off to the garage down the road.” What we doThe agent books test drives and service visits against the slots actually free, quotes standard service prices by model and mileage, reminds owners when maintenance is due and confirms the pickup time when the car is ready. See the details

05 — Our services

AI Transformation Consulting + 90-day roadmap

For organisations that know AI matters but not where to start. We audit your processes, rank use cases by ROI, and deliver a 90-day roadmap, then build the first system with you.

AI readiness audit

Assess your data, systems and team before you spend.

Use-case ranking

The projects that pay back fastest, chosen from your own work.

90-day roadmap

Budget, team and measurable outcomes defined per phase.

Team training

Workshops so your team can run and extend the AI after we leave.

Where to start, by department and by industry

Executives & finance AI roadmap for executives and finance “The management report arrives on the 10th of the following month, the numbers from three systems disagree, and half the meeting goes to arguing which figure is right.” What we doStart by bringing the data into one set, then let AI summarise what changed and why each morning. Executives ask in plain language and everyone gets the same numbers. See the details Sales teams AI roadmap for sales “Customer knowledge lives in each rep’s head. When someone leaves, the customers leave with them, and nobody knows why a deal was lost.” What we doThe first use case is a CRM that AI fills in from email and chat, with a briefing before every customer meeting. The customer knowledge stays with the company. See the details Operations & production AI roadmap for production and operations “We find out a machine is failing when it has failed. The line stops for a day. The sensor data exists; nobody looks at it.” What we doAssess how far the data you have can predict failures, start with the one machine that stops most often, measure the extra hours the line runs, then expand. See the details HR teams AI roadmap for HR “One opening draws 300 applications. HR can read 50 a day, and by the time we interview the good ones they’ve taken another job.” What we doAI screens applications against your criteria, summarises each candidate’s strengths and books interviews, so HR decides from a short list, with a person checking every step. See the details Marketing teams AI roadmap for marketing “Three marketers produce content for five platforms. Every piece starts from a blank page, and there’s no time to measure what works.” What we doA setup where AI drafts content from product data and your brand voice, the team selects and polishes, and the results sit in one view. See the details IT & data AI roadmap for IT and data “Every department wants AI, but the data sits in ten systems, nobody knows which one to trust, and PDPA is a worry.” What we doAudit data and system readiness, set an AI policy that passes PDPA, then pick tools on fit, with no tie to any vendor. See the details Organisations rolling out AI Forward Deployed Engineers (FDE) for AI adoption “We bought ChatGPT and Copilot licences for everyone and ran a training day. Three months later almost nobody uses them, the pilot never left IT, and the consultants’ roadmap is sitting in a drawer.” What we doSenior engineers work inside your company for an agreed period, sit with the teams, ship the first use cases on the systems you already run, measure them against a baseline and train your people until they can carry on without us. See the details Factories & manufacturers AI roadmap for a factory “Management wants an Industry 4.0 plant, but the floor still logs output on paper, and the sensors we bought produce data nobody uses.” What we doAssess how usable your machine, quality and production data really is, rank the use cases by payback, then pilot on one line together and measure before rolling out across the plant. See the details Hospitals & clinic groups AI roadmap for healthcare providers “Every department proposes its own AI project, nobody can say which comes first, and patient data can’t be used outside the system.” What we doAssess data readiness and the limits set by health-data rules, rank the use cases that stay clear of diagnosis, then deliver a 90-day roadmap medical, IT and legal agree on before building the first system together. See the details Banking, insurance & securities AI roadmap for financial institutions “Data and budget are not the problem. Every project stalls on compliance and risk, so nothing ever leaves the lab.” What we doDesign use cases with compliance from day one, set an AI governance framework that says what data a model may use and where a person must check, then pilot with one team on back-office work and measure with evidence compliance accepts. See the details Multi-branch retail AI roadmap for retail “Branch sales sit in the POS, customers in the membership system, stock in the ERP. The three never talk, so nobody knows what to send to which branch.” What we doBring sales, membership and stock data into one picture, rank use cases from stock forecasting to branch-level promotions, then pilot on one product category and measure stockouts and overstock reduced. See the details Logistics companies AI roadmap for transport and warehousing “Routes are planned from one dispatcher’s experience. The day he’s off, everything slips, and customers asking when their goods arrive get a rough guess.” What we doAssess the GPS, job-sheet and actual delivery-time data you already hold, rank use cases from routing and delivery-time prediction to automatic customer updates, then pilot in one zone and measure trips per day and customer queries reduced. See the details Family businesses & SMEs AI roadmap on a limited budget “We know we need AI because competitors have started. We have no IT team, no million-baht budget, and a fear of buying tools nobody uses.” What we doTwo days watching how the team really works, one job that pays back most, a roadmap that starts with the tools you already have, and the first system built together with training so the team runs it themselves. See the details

06 — Our services

Private LLM Company AI, data stays inside

A private language model deployed in your own infrastructure, trained on internal documents, PDPA-compliant. Your team gets ChatGPT-level answers without a single document leaving the company.

On-prem / private cloud

Deployed to match your security policy, not ours.

Internal document search

Ask in plain language, get answers with source citations.

Access control + audit log

Who sees what, defined by role, with every query logged.

PDPA compliance

Designed with personal-data counsel from day one.

Teams and industries whose data can’t leave the building

Legal & contracts Private LLM for contract work “Legal wants AI to read contracts, but every contract holds counterparty data, and pasting it into a public tool breaks policy.” What we doA model on your own servers that reads contracts, flags clauses that differ from your standard and summarises risk, with no contract ever leaving the company. See the details HR teams HR assistant on a Private LLM “Salaries, reviews and employee records are personal data under PDPA, so the team doesn’t dare use AI for HR work at all.” What we doAn HR assistant that answers from policy and employee data, shows only what the asker’s permissions allow, and logs every question for audit. See the details Finance & accounting Private LLM for financial documents “Pre-announcement financials and budget plans can’t leak a single line, yet the team still summarises hundred-page documents by hand.” What we doAI that summarises and answers questions from internal financial documents, running inside the company network with no external API calls. See the details R&D & engineering Private LLM for engineering knowledge “Designs, formulas and source code are the most valuable things the company owns. Send them to someone else’s cloud and who guarantees they won’t be used for training?” What we doA model that searches and answers from your technical documents and code, installed on company systems and tuned with your field’s vocabulary and part numbers. See the details Customer service teams Customer reply assistant on a Private LLM “Medical history, account details or ID numbers appear in every customer conversation. Using a public AI to help reply means sending customer data out every time.” What we doA reply assistant that runs on your systems, reads customer history by permission and drafts answers for staff. Customer data never leaves the company. See the details Executives & the board Private LLM for executives and the board “Board papers, merger plans and unannounced matters. Executives want AI to summarise them, and no tool on the market is trusted enough.” What we doA private assistant for executives on company infrastructure that summarises documents, drafts memos and answers from data restricted to management level. See the details Banks & financial institutions Private LLM for financial institutions “Staff quietly use ChatGPT to summarise customer documents because it’s fast. Compliance finds out, bans it, and everyone goes back to doing it by hand.” What we doA model in the bank’s data centre that summarises, searches and drafts like the public tools, with permissions by org structure and an audit log compliance can inspect for every question. See the details Hospitals Private LLM for health data “Doctors want AI to summarise a patient’s history before the visit, but health data cannot leave the hospital by law.” What we doA model inside hospital systems that summarises the medical record for the doctor before the visit and searches internal treatment guidelines. Doctors see only patients in their care, and every view is logged. See the details Law firms & consultancies Private LLM for clients’ confidential documents “Our work is entirely clients’ confidential documents. To use AI on contracts, we must be able to tell clients exactly where their data goes.” What we doA model on the firm’s servers that searches, compares and drafts from your document library, with data walled per client and a usage log you can show clients. See the details Telecoms & ISPs Private LLM for telecom operators “We have tens of thousands of call-centre conversations a day and network tickets every technician writes differently. We want AI to summarise them, and subscriber data cannot go outside, under our licence and under PDPA.” What we doA model inside the operator’s network that summarises every call into the call centre, searches old network tickets when an incident hits, and drafts replies for agents from subscriber data, by permission and with an audit log. See the details Energy & utilities Private LLM for critical infrastructure “Operating data, maintenance plans and network drawings are critical-infrastructure data that policy keeps inside a closed network, so teams still search manuals in paper binders.” What we doA model installed in the company’s closed network that searches manuals, standards and past incident reports in plain language, citing the source, with permissions per plant or area and usage logged to cybersecurity standards. See the details Insurers Private LLM for claims and underwriting “One claim comes with a medical certificate, receipts and ten pages of treatment notes, and a person reads every one. We want AI to help, and it is customers’ health data, so it cannot go outside.” What we doA model inside the insurer’s systems that reads claim documents and application forms, summarises them on one page with the points that need checking, for claims assessors and underwriters to decide, by permission and with an audit log. See the details

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