AI agents for every kind of floor.
Healthcare, manufacturing, food, hardware, construction, aesthetic clinics and more. Each has its own vocabulary and its own hiding places for wasted hours. We build agents with guaranteed value addition and manual work elimination, and hardware-connected apps that give you real-time data and dashboards.

Healthcare
Clinicians spend a third of their day on documentation and follow-up. Our agents take intake, report drafting, discharge summaries, appointment reminders and claims follow-up off their desks, and hand back the time to patients.
- Patient intake and triage agents on WhatsApp
- Report and discharge summary drafting for clinician sign-off
- Insurance and claims follow-up with status dashboards
- Equipment telemetry: cold storage, oxygen and UPS monitoring with alerts

Manufacturing
The plant already produces the data; it just lives in registers and the supervisor's head. We connect sensors and controllers to dashboards, automate shift reports and quality logs, and raise maintenance before the breakdown.
- Microcontroller and PLC integration for live machine data
- Predictive maintenance from vibration, temperature and current
- Shift and OEE reports that write themselves
- Energy monitoring and cost allocation by line

Food & Beverage
Compliance is a paper trail and reconciliation is a monthly argument. We capture batch, temperature and vendor data automatically, from the cold room sensor to the invoice, so traceability and audits stop costing evenings.
- Cold-chain and cold-room monitoring with WhatsApp alerts
- Batch traceability and FSSAI-ready records
- Vendor and inventory reconciliation agents
- Production planning against orders and shelf life

Hardware & Electronics
You build the device. We build the app, the cloud and the agent that sit on top of it. Firmware-to-dashboard products with telemetry, remote control, over-the-air updates and customer-facing companion apps.
- ESP32, Arduino, STM32, Raspberry Pi and custom board integration
- MQTT, BLE, Modbus and HTTP telemetry pipelines
- Companion mobile and web apps with live device dashboards
- Fleet monitoring, OTA updates and support agents

Construction
The site and the office run on different clocks. We put attendance, material movement, daily progress and safety checks into the hands of site staff and make them visible in the office the same minute, with agents chasing what's late.
- Site attendance and labour tracking
- Material receipt, consumption and theft-loss tracking
- Daily progress reports generated from site inputs and photos
- Equipment telemetry: fuel, hours and location from on-board controllers

Aesthetic Clinics
Clinics grow on care and referrals, then drown in admin. Our agents handle bookings, reminders, consultation notes, treatment plans, before-and-after records and follow-ups so the front desk and doctors are with clients, not spreadsheets.
- Booking, reminder and no-show recovery agents on WhatsApp
- Consultation notes and treatment plans drafted for doctor sign-off
- Before/after records and consent tracking
- Package, session and inventory tracking with revenue dashboards
Education, hospitality and e-commerce.
Our first four case studies came from schools, assessment centres, hotels and online stores. Same method, same results.
Education · OperationsSchool Operations Suite
Seven scattered tools unified into one login with attendance, admissions, fees and an AI toolkit.
Read the case study
Hospitality · Hotel opsCrystal Group Hotels
Check-in, laundry, HR, salary and inventory unified. Monthly vendor disputes ended.
Read the case study
Book a discovery session
Don't see your industry? That's usually where the biggest hours hide.
Tell us what your team does twice a day by hand. If an agent can take it, we'll put a number on it.