How we helped a 7-café chain go from running blind to fully data-driven — read the real case study →
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Products

Platforms we've built and keep building on.

Alongside client engagements, SystemFriendly Labs maintains a small set of our own products — built to solve problems we kept seeing across industries.

FoodTech

Smart Café Platform

A complete digital ordering and operations platform for cafés, cloud kitchens, and restaurant chains — customer app, web ordering, and a business dashboard, without depending on commission-based food aggregators.

From discovery to delivery
1
Discover Nearby Cafés
Location-based search
2
Browse & Order
Dine-in, takeaway, delivery
3
Secure Checkout
OTP-based, no passwords
4
Live Order Tracking
Confirmed to delivered
5
Owner Dashboard
Menu, pricing, analytics
Overview

A unified platform combining a customer-facing app, web ordering, and a business administration portal, letting cafés manage their entire digital presence — menu, pricing, orders, and operations — from one place.

Problem

Cafés and restaurant chains relying on third-party food aggregators lose direct customer relationships and pay ongoing commission on every order, while building an independent digital presence has traditionally meant stitching together multiple disconnected tools for ordering, menu management, and operations.

Solution

Customers discover nearby cafés through location-based search, browse digital menus, and order for dine-in, takeaway, curbside, or delivery — directly with the business, not through a third-party marketplace. Café owners manage menus, pricing, and promotions from one dashboard, with bulk menu import, dynamic pricing such as happy hours and combo deals, and a real-time order tracking view from confirmation through to completion. OTP-based login keeps things simple for customers and secure for staff.

Results

Built to scale from a single café to a multi-location chain, giving businesses an independent digital presence and direct customer relationships without ongoing marketplace commissions.

Direct online ordering (dine-in, takeaway, delivery)Location-based café discoveryMenu & dynamic pricing managementReal-time order tracking dashboardOTP-based secure loginSales & customer analytics
Order #4821 — Live Status
Confirmed
Preparing
Out for delivery
Delivered
Nearby Cafés
Brew & Bean
0.4 km
The Roast House
0.9 km
Café Milano
1.2 km
Sales Snapshot — Illustrative
146
Orders Today
₹38,200
Revenue
₹262
Avg Order Value
HR Tech

Smart HRMS Platform

A complete HR management system covering the full employee lifecycle — recruitment, attendance, payroll, compliance, and performance — in one integrated platform.

One system, every HR function
1
Recruitment & Onboarding
Job postings to induction
2
Attendance & Leave
Biometric-linked tracking
3
Payroll & Compliance
PF, ESI, PT, TDS automated
4
Performance Management
KRAs, KPIs, appraisals
5
Employee Self-Service
Slips, records, requests
Overview

A unified HR platform that digitises and automates recruitment, onboarding, attendance, leave, payroll, performance management, and statutory compliance, giving HR teams centralised visibility and employees self-service access, all from one system.

Problem

HR functions are often spread across disconnected tools and manual processes — attendance tracked separately from payroll, leave approvals handled over email, compliance filings prepared by hand — creating administrative overhead, delays, and real compliance risk as a business grows.

Solution

The platform integrates with biometric devices, RFID, and access control systems so attendance, leave, and payroll stay synchronised automatically. An intelligent payroll engine handles complex salary structures, statutory deductions (PF, ESI, PT, TDS), and generates salary slips and statutory returns with minimal manual effort. Recruitment, onboarding, and performance management run through the same system, with a self-service portal giving employees direct access to salary slips, leave balances, and records without needing to go through HR for every request.

Results

Built on a scalable, multi-tenant architecture supporting multiple companies, branches, and legal entities from a single deployment, with role-based access control and a complete audit trail across all HR transactions.

Automated payroll & statutory complianceBiometric attendance & leave managementRecruitment & onboarding workflowPerformance management (KRAs, KPIs, OKRs)Employee self-service portalReal-time workforce analytics
Salary Slip — Illustrative
Basic + Allowances₹58,000
PF deduction-₹2,400
ESI deduction-₹610
TDS-₹3,100
Net Pay₹51,890
Attendance — Today
Present
214
On Leave
12
Absent
4
Workforce Snapshot — Illustrative
230
Headcount
6.2%
Attrition (YTD)
9
Open Positions
AgriTech

Smart Agriculture Platform

A cloud-based digital agriculture platform combining IoT sensors, satellite imagery, weather intelligence, and AI into one system — built to scale from a single farm to a national agricultural programme.

How the platform runs, end to end
1
Data Collection
IoT sensors, satellite, weather
2
Automated Validation
Reliable, cleaned field data
3
AI Analysis
Machine learning models
4
Recommendations & Alerts
Irrigation, pest risk, planning
5
Reporting Dashboard
By farm, district, or programme
Overview

A unified platform for monitoring agricultural assets, collecting real-time field data, and generating actionable insights, built for governments, agribusinesses, plantation operators, and large-scale agricultural enterprises.

Problem

Large agricultural operations and programmes typically pull data from disconnected sources — soil sensors, weather stations, satellite imagery, field observations — with no unified way to turn that raw data into consistent, actionable decisions across many locations at once.

Solution

The platform continuously ingests data from soil sensors, weather stations, satellite imagery, and field observations, validating it automatically before storing it in cloud infrastructure built for time-series agricultural data. An analytics engine applies machine learning to generate irrigation, fertilizer, planting, and pest-risk recommendations, with interactive dashboards, automated threshold alerts, and configurable reporting across farms, districts, or regional programmes. A modular architecture lets organisations deploy only the capabilities they need, with standard APIs for integrating with existing ERP, GIS, and lab systems.

Results

Designed to scale from an individual farm to a national agricultural programme, with support for thousands of connected devices and secure, mobile-accessible cloud infrastructure across geographically distributed operations.

Multi-source data integration (IoT, satellite, weather)AI-driven crop & irrigation recommendationsSoil health monitoring & alertsCarbon accounting & MRV reportingModular, API-integrable architecture
Connected Data Sources
Soil sensors
1,284 devices
Weather stations
56 stations
Satellite feed
Updated 2h ago
Drone imagery
12 flights this week
Illustrative example view
Soil Health — Field 14B
Soil moisture42%
Soil pH6.4
Soil temperature31°C
⚠ Alert: soil temperature above optimal range
Built to Scale
1
Single farm
One monitored location
2
Plantation / district
Multiple sites, one dashboard
3
State / national programme
Thousands of connected devices
AgriTech

Drone-as-a-Service for Tea Estates

Precision agriculture for tea estates, delivered as a managed service — aerial crop monitoring and precision spraying without buying drone hardware or building an in-house team.

How the service runs, end to end
1
Aerial Survey
RGB + multispectral imaging
2
Crop Intelligence
NDVI health mapping
3
Spray Planning
AI-optimised mission
4
Precision Spray
GPS-guided drones
5
Digital Report
Dashboard & logs
Overview

A complete precision agriculture service purpose-built for tea estates, combining drone surveying, AI-powered crop analytics, and precision spraying into one subscription. A trained field team handles every stage, from aerial mapping to spray execution to digital reporting.

Problem

Manual spraying across large, often difficult tea estate terrain is slow, inconsistent, and applies chemicals uniformly rather than where the crop actually needs them — while investing in drone hardware, pilot training, and analytics software independently is a significant capital and expertise barrier for most estates.

Solution

Rather than estates buying and maintaining drone equipment themselves, the service is designed to be subscription-based. Multispectral drones survey the plantation and generate vegetation health maps intended to identify stressed zones before symptoms are visible. Spray missions are planned around actual crop condition rather than blanket application, with GPS-guided drones executing precision spraying and every mission logged on a digital dashboard covering coverage, chemical usage, and cost.

Results

Built to replace manual, blanket-application spraying with targeted, GPS-guided precision application — designed to reduce chemical waste and remove direct worker exposure to pesticides during spraying.

Aerial crop health mappingAI-assisted spray planningGPS-guided precision sprayingDigital mission & compliance logsEstate analytics dashboard
Plantation Health Map
Healthy
Moderate stress
High stress
Mission Workflow
Field mapped via drone survey
Stress zones identified
Spray mission planned
GPS-guided execution
Application Approach
Blanket application
Uniform spraying, entire field
Targeted application
Only where stress is detected
Interested in one of these?

Let's see if it fits your operation.

Every product above started as a client engagement. We can adapt any of them, or build something new entirely.