CLIEncoders

Initializing engineering systems

CLIEncoders
MVP & Product Engineering — Hardware to Cloud

From idea to launch-ready MVP — in weeks, not months

Have a product to prove? One engineering team takes you from concept to a working MVP — electronics, firmware, apps, AI, and cloud — on a fixed scope and a budget you approve up front.

IdeaElectronicsFirmwareCloudApplicationDeployment

02 / Solutions We Engineer

From a single device to an entire ecosystem

We don't sell services — we engineer outcomes. Whatever your idea touches, one team carries it from first prototype to market.

01

Connected Products

Smart Devices

Connected products with embedded intelligence, wireless connectivity, and companion apps.

  • Custom PCB & enclosure
  • BLE / Wi-Fi / LoRa
  • OTA firmware updates
Discuss this solution
02

Web Applications

Enterprise Platforms

Data-rich web platforms, operator dashboards, and internal tooling built to scale.

  • Role-based access
  • Live data pipelines
  • Analytics & reporting
Discuss this solution
03

Android & iOS

Mobile Experiences

Polished mobile apps that control devices, visualize data, and delight end users.

  • Native & cross-platform
  • Device pairing & control
  • Push & offline sync
Discuss this solution
04

AI Integration

Intelligent Systems

Chatbots, LLM copilots, vision, and predictive intelligence woven directly into your product.

  • LLM chatbots & RAG
  • AI agents & automation
  • Vision & predictive analytics
Discuss this solution
05

Prototype to Production

Product Engineering

Full lifecycle engineering — from first prototype through certified, manufacturable product.

  • Rapid prototyping
  • DFM & certification
  • Volume manufacturing
Discuss this solution

03 / AI & Agents

AI & agent development that ships inside real products

Not demos and not hype — agents that take actions, assistants that cite their sources, and models trained on your data with the evaluation to back the claim.

01

Agentic AI

AI Agent Development

Agents that don't just answer — they act. Multi-step workflows that read a request, call your systems, take the action, and escalate to a human when confidence drops.

  • Tool & API calling
  • MCP server integration
  • Human-in-the-loop escalation
Read more
02

Conversational AI

AI Chatbot Development

Support and sales assistants that answer from your own content, cite where the answer came from, and hand over cleanly when a person is needed.

  • Web, WhatsApp & in-app
  • Answers with citations
  • Helpdesk handoff
Read more
03

Speech in, speech out

Voice AI & Speech Systems

Voice agents that answer the phone, transcribe what was said, and act on it — speech recognition, synthesis and telephony wired into one pipeline you control.

  • Speech-to-text with Whisper
  • Natural text-to-speech
  • Call & IVR automation
Read more
04

Chat with your data

RAG & Knowledge Assistants

Turn manuals, contracts and tickets into something answerable. Ingestion, chunking, embeddings and retrieval tuned so answers come with sources instead of guesses.

  • Document ingestion pipeline
  • Hybrid search & re-ranking
  • Grounded, sourced answers
Read more
05

Your data never leaves

Private & On-Premise AI

Open-weight models running on your own hardware or private cloud — so regulated, confidential and air-gapped workloads get AI without shipping a single record to a third-party API.

  • Self-hosted open-weight models
  • Air-gapped & VPC deployment
  • GPU sizing & cost modelling
Read more
06

Your data, your model

AI Model Training & Fine-Tuning

Custom models trained on your own data — fine-tuned language models, classifiers and detectors — shipped with an evaluation set that proves the accuracy claim.

  • Dataset curation & labelling
  • Fine-tuning & evaluation
  • Deployment & monitoring
Read more
07

Images, audio, video

Generative Media & Creative AI

Production image and audio pipelines — brand-consistent visual generation, style-trained adapters and batch rendering, wired into your tooling rather than run by hand in a web UI.

  • Image pipelines & LoRA training
  • Brand-consistent output
  • Batch & API-driven rendering
Read more
08

Machines that see

Computer Vision Development

Detection, inspection, counting and OCR — running on-device or at the edge, where the camera already is, so decisions don't wait on a round trip to the cloud.

  • Object & defect detection
  • OCR & document capture
  • On-device / edge inference
Read more
09

Forecasting & anomalies

Predictive Analytics & Forecasting

Models that flag the anomaly before it becomes downtime, and forecasts you can plan against — always with the evidence behind the number.

  • Anomaly detection
  • Demand & failure forecasting
  • Evidence-backed insights
Read more

05 / Selected Work

Products we've engineered end to end

Filter by domain, open any card for the full story — and where a build is live, step straight into the working product.

Embedded & IoT05

Hardware, firmware, and the platforms that put device data to work.

GridSense — Realtime Operations Console — A live operations dashboard streaming simulated device telemetry.Realtime DashboardsLive demo

GridSense — Realtime Operations Console

An operations console for a connected equipment fleet — device status, sensor charts, and an alert feed all update live, exactly how telemetry lands on a real monitoring platform.

  • Streaming sensor charts
  • Device status grid
  • Live alert feed
Next.js·TypeScript·SVG charts·Tailwind
Smart Energy Management System — Metering and analytics that cut energy waste.Energy & Utilities

Smart Energy Management System

Smart energy meters feeding a power-analytics engine and a mobile dashboard, giving facilities teams a live view of consumption and cost.

  • Energy meters
  • Power analytics
  • Mobile dashboard
STM32·Modbus·Django·Flutter
Connected Asset Tracking System — Know where every asset is, in real time.Logistics & Mobility

Connected Asset Tracking System

GPS-enabled IoT trackers report location and condition to a fleet dashboard, with geofencing and route history for logistics teams.

  • GPS tracking
  • IoT telemetry
  • Fleet dashboard
ESP32·GPS·MQTT·React
Smart Agriculture Platform — Precision farming from soil to dashboard.Agriculture

Smart Agriculture Platform

Soil-moisture and climate sensors drive automated irrigation control, with an analytics dashboard that optimizes water use and yield.

  • Soil sensors
  • Irrigation control
  • Analytics dashboard
ESP32·LoRa·FastAPI·React
Medical Device Monitoring — Connected medical hardware with a patient dashboard.Healthcare & Medical

Medical Device Monitoring

Custom embedded hardware streams vitals securely to the cloud, surfacing them on a clinician-facing patient-monitoring dashboard.

  • Embedded hardware
  • Cloud integration
  • Patient dashboard
STM32·BLE·AWS·React

Mobile Apps07

Flutter companions for hardware, data, and AI — built to pair with our platforms.

Habitat — Smart Home Command Center — Whole-home command center: rooms, scenes, rules and live energy over an MQTT-style transportSmart Home Control

Habitat — Smart Home Command Center

Habitat treats the house as one system rather than a drawer of vendor apps. Room cards breathe with the live colour of their lamps, a hand-painted thermostat dial clicks through half-degree detents, and rules fire off the device stream, across a swappable transport boundary.

  • Haptic thermostat dial
  • Breathing room cards
  • Scrubbable energy graph
Flutter + Riverpod·go_router·sembast·CustomPainter
ColdTrace — Cold-Chain Monitoring — Live reefer and cold-room telemetry with owned alarms and audit-ready compliance reportsCold-Chain Telemetry

ColdTrace — Cold-Chain Monitoring

ColdTrace monitors six refrigeration units at 1 Hz: a custom-painted gauge cluster, a scrolling 10-minute strip chart, and pure-Dart detectors that explain compressor drift in plain language. Excursions log themselves and export as a HACCP-style PDF audit report.

  • 10-min scrolling strip chart
  • Three pure-Dart detectors
  • HACCP-style PDF export
Flutter + Bloc·sqflite·CustomPainter·pdf/printing
Cargova — Last-Mile Courier Operations — Dispatcher console for last-mile parcel ops: live map, SLA countdowns, approved reassignmentsLast-Mile Dispatch

Cargova — Last-Mile Courier Operations

Cargova is a dispatch console for a nine-courier last-mile fleet: couriers gliding on a live map, parcels grouped by SLA state with mm:ss countdowns, geofence breaches and signature proof of delivery. The exception engine drafts reassignments and waits for approval.

  • SLA countdown board
  • Approved reassignments
  • Exception event feed
Flutter·flutter_bloc·flutter_map + OSM tiles·CustomPainter overlays
ChargeScout — EV Charging & Battery Companion — Live EV battery state, tariff-aware charge planning, and per-session cost historyEV Energy & Charging

ChargeScout — EV Charging & Battery Companion

An EV companion that ties the car's live state to the tariff clock: a custom-painted state-of-charge gauge with cold-battery range correction, a charging session whose cost ticks at the actual tariff, and a planner that fills off-peak windows and shows the saving.

  • 240° SoC dial with notch
  • Off-peak charge planner
  • Per-second cost ticker
Flutter·GetX·Hive·Syncfusion Charts
Verdant — Greenhouse & Hydroponics Controller — Six-zone greenhouse control — climate, dosing, light plans, and offline leaf diagnosisHydroponics & Climate

Verdant — Greenhouse & Hydroponics Controller

Verdant runs a six-zone greenhouse: live probe streams with setpoint alerts, stage-based nutrient recipes with a consumption ledger, and photoperiod plans with sunrise ramps. Crop Doctor ships the offline leaf-diagnosis pipeline with the classifier model pluggable.

  • Animated climate heat map
  • Offline leaf-diagnosis flow
  • Sunrise/sunset ramps
Flutter·Riverpod 3·sembast·tflite_flutter
Pulse — Medical Wearable Companion — Cardiac wearable companion: live ECG-style vitals, night hypnogram, evidence-first trendsMedical Wearable

Pulse — Medical Wearable Companion

Pulse pairs with a chest-strap heart-rate and pulse-oximeter wearable over a BLE-semantics transport. Live vitals stream into hand-painted charts, the night view renders a hypnogram from device-supplied stage spans, and every trend links back to the readings behind it.

  • Night hypnogram lanes
  • Evidence-linked trends
  • Guided breathing timer
Flutter·Provider (MVVM)·go_router·sembast
Meridian — Personal Finance Intelligence — Personal finance cockpit: learning categorizer, evidence-backed insights, what-if forecastPersonal Finance

Meridian — Personal Finance Intelligence

Meridian explains money instead of listing it. On-device categorisation learns from every correction, five detectors surface duplicate charges, price creep and fee spikes with the exact transactions as evidence, and a draggable handle rescales the 90-day forecast.

  • Draggable what-if forecast
  • Evidence-linked insights
  • On-device receipt OCR
Flutter + MobX·sqflite + go_router·fl_chart + CustomPainter·ML Kit text recognition

Web Platforms03

Websites, dashboards, and storefronts — each one opens as a working build.

Voltify — Energy Analytics Platform — A consumer energy dashboard with usage, costs, and AI advice.SaaS PlatformLive demo

Voltify — Energy Analytics Platform

A SaaS-style energy platform: switchable usage charts, per-device breakdowns, cost projections, and AI-generated saving recommendations — the web twin of a smart-meter product.

  • Switchable usage charts
  • Device breakdown
  • AI saving insights
Next.js·TypeScript·SVG charts·Tailwind
Vertex Dynamics — Corporate Website — A polished multi-section site for a precision manufacturer.Corporate WebLive demo

Vertex Dynamics — Corporate Website

A corporate brand website for a fictional manufacturing firm — hero, capabilities, stats, process, and a request-a-quote flow. Shows the classic 'company website' engagement done properly.

  • Multi-section brand site
  • Stats & process story
  • Quote CTA flow
Next.js·TypeScript·Tailwind·Framer Motion
Circuitry — Components Storefront — An electronics store with working cart and checkout flow.E-CommerceLive demo

Circuitry — Components Storefront

An e-commerce storefront for dev boards and components — category filtering, a working cart drawer with quantities and totals, and a demo checkout. The full buying journey, end to end.

  • Filterable catalog
  • Working cart drawer
  • Demo checkout
Next.js·TypeScript·Tailwind·Framer Motion

AI Systems05

Chatbots, assistants, and vision — AI engineered into real products.

Auralis — AI Support Assistant — A SaaS site for an AI support product — with a working assistant.Conversational AILive demo

Auralis — AI Support Assistant

A complete product website for an AI customer-support assistant. The chat widget in the corner actually works — it answers questions about the product and hands off to a human when asked.

  • Working chat widget
  • SaaS landing & pricing
  • Human handoff flow
Next.js·TypeScript·Tailwind·Framer Motion
FieldMate — AI Copilot for Field Service — Offline field-service copilot: voice questions, streamed answers cited to the manualField Service AI

FieldMate — AI Copilot for Field Service

A technician photographs a model plate to resolve the asset, then asks about a fault code by voice. Answers stream in composed only from the bundled manual corpus, every sentence carrying a citation chip that opens the exact section. Retrieval, OCR, and voice run on-device.

  • Cited answers, no guessing
  • Plate OCR to asset record
  • Offline BM25 retrieval
Flutter·Riverpod·sqflite·ML Kit OCR
Inspecta — Visual Defect Inspection — Per-unit PASS / FAIL / UNCERTAIN verdicts with a cropped evidence log and shift PDFsVisual Inspection

Inspecta — Visual Defect Inspection

A phone becomes an inspection station: every unit passing the lens leaves a PASS, FAIL or UNCERTAIN verdict and a cropped evidence photo behind it. The detector sits behind one interface — the build ships a deterministic sample detector until a defect model is bundled.

  • Verdict flash at frame rate
  • Pareto to evidence photos
  • Per-class threshold tuning
Flutter + Riverpod v3·tflite_flutter (isolate)·ML Kit object tracking·sqflite + fl_chart
Kinetic — On-Device AI Form Coach — On-device pose coaching: skeleton overlay, angle-rule form cues, and graded rep countingMovement Coaching

Kinetic — On-Device AI Form Coach

Kinetic turns a phone camera into a form coach: ML Kit pose landmarks feed a joint-angle rule engine that flags knee valgus, hip sag and torso lean via voice, haptics and a color-coded skeleton. Reps count on a hysteresis state machine, graded on depth, tempo and alignment.

  • Real-time skeleton overlay
  • Angle-rule form cue engine
  • Frames never leave device
Flutter·Cubit (flutter_bloc)·ML Kit Pose Detection·Hive
AI-Based Safety Monitoring — Computer vision that keeps worksites safe.Intelligent Systems

AI-Based Safety Monitoring

Edge cameras run PPE-detection models and stream analytics to a control center, generating instant alerts on safety violations.

  • PPE detection
  • Camera analytics
  • Alert generation
Raspberry Pi·Computer Vision·FastAPI·Next.js

06 / Engineering Process

How an idea becomes a deployed product

A disciplined pipeline that turns a concept into a shipped MVP — the current flows down the spine and energizes each stage as it arrives.

  1. 1

    STEP 01

    Discover

    We map your goals, constraints, and the problem worth solving.

  2. 2

    STEP 02

    Architect

    System architecture across hardware, firmware, cloud, and apps.

  3. 3

    STEP 03

    Engineer

    Electronics, PCB, and embedded engineering brought to life.

  4. 4

    STEP 04

    Develop

    Software platforms, dashboards, and mobile experiences built out.

  5. 5

    STEP 05

    Integrate

    Hardware, cloud, and applications connected into one system.

  6. 6

    STEP 06

    Deploy

    Tested, certified, and shipped to production at scale.

  7. 7

    STEP 07

    Support

    Monitoring, OTA updates, and ongoing engineering support.

07 / Technologies

The toolchain behind the builds

A deliberately broad toolchain — from silicon and schematics to cloud infrastructure — so we pick the right tool for each layer.

Embedded

7 tools

  • STM32
  • ESP32
  • RP2040
  • Raspberry Pi
  • Arduino
  • FreeRTOS
  • Zephyr

Electronics

11 tools

  • Altium
  • KiCad
  • EasyEDA
  • LTspice
  • SolidWorks
  • AutoCAD
  • Power electronics
  • Battery & BMS
  • RF & antenna design
  • Sensor interfacing
  • Test jigs & bring-up

Protocols

9 tools

  • BLE
  • Wi-Fi
  • LoRaWAN
  • MQTT
  • CAN bus
  • Modbus
  • RS-485
  • BACnet
  • WebSockets

Software

14 tools

  • TypeScript
  • Python
  • C / C++
  • Rust
  • Go
  • Node.js
  • React
  • Next.js
  • NestJS
  • FastAPI
  • Django
  • Laravel
  • .NET
  • GraphQL

Data & Storage

6 tools

  • PostgreSQL
  • TimescaleDB
  • MongoDB
  • Redis
  • Supabase
  • Elasticsearch

Mobile

6 tools

  • Flutter
  • React Native
  • Android
  • iOS
  • Kotlin
  • Swift

AI & LLMs

21 tools

  • Claude
  • GPT
  • Gemini
  • DeepSeek
  • Qwen
  • Ollama
  • vLLM
  • llama.cpp
  • LM Studio
  • Open WebUI
  • LocalAI
  • Text Generation WebUI
  • LangChain
  • LangGraph
  • LlamaIndex
  • MCP
  • n8n
  • pgvector
  • Qdrant
  • Pinecone
  • Chroma

ML & Vision

12 tools

  • PyTorch
  • Hugging Face
  • scikit-learn
  • OpenCV
  • YOLO
  • TensorFlow Lite
  • TensorRT
  • MLflow
  • Whisper
  • Stable Diffusion
  • Flux
  • ComfyUI

Cloud & DevOps

8 tools

  • AWS
  • Azure
  • Vercel
  • Cloudflare
  • Docker
  • Linux
  • Nginx
  • GitHub Actions

08 / About Us

Engineers who ship complete products

CLIEncoders is an engineering solutions and product development company. We bring electronics, embedded systems, software, and cloud under one roof — so a single team is accountable from the first sketch to the deployed product.

Most teams hand your product across vendors — one for hardware, another for firmware, a third for the app. The seams are where projects fail and timelines slip. We close those seams by owning the whole stack — which is exactly why our MVPs ship in weeks instead of quarters.

6+

Engineering disciplines

End-to-end

Concept to deployment

HW → Cloud

One accountable team

Production

Built to ship, not demo

09 / Contact

Let's engineer your next product

Tell us what you want to build. You'll get a discovery call and a clear read on scope, budget, and timeline — usually within 48 hours, no obligation.

What happens next

  1. Contact Form
  2. Discovery Call
  3. Proposal
  4. Project

Opens your email app with the message ready — you press send.