IoT software development services: devices, edge and cloud in one system

SumatoSoft is an IoT software development company. We build the software side of connected products: device integration and firmware updates, edge processing, cloud backends, dashboards and predictive ML. Since 2012 we have delivered 350+ projects under ISO 27001, and we usually show a working MVP within 6 months, with demos every two weeks.

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Our IoT software development services

We design IoT systems that collect device data, process it, and turn it into action across distributed environments. We handle the full scope. That means device integration, edge architecture, predictive models, secure operations, and the apps your people actually use.

Data acquisition and device integration

Data acquisition and device integration

We build the software layer that connects your sensors, industrial equipment, wearables, cameras, gateways, and embedded devices into one controlled system. That layer handles ingestion, protocols, secure transfer, and the communication between each device and the platform. We write device firmware and the device-to-cloud software; custom boards and PCB design are delivered with our hardware partner.

Real-time ETL and edge computing

Real-time ETL and edge computing

High-frequency telemetry should not flood the cloud unchecked. We design edge pipelines that filter, normalize, compress, and process data where it is generated. Only the events that matter move upstream, together with state changes, aggregated summaries, and system signals. That cuts cloud traffic, storage load, and latency.

Predictive ML and agentic automation

Predictive ML and agentic automation

Dashboards show what already happened. AI helps decide what should happen next. We deploy machine learning models for anomaly detection, predictive maintenance, demand forecasting, and system optimization. Those models connect to your business rules, operator workflows, automated actions, and control logic.

IoT dashboards, control apps, and operator interfaces

IoT dashboards, control apps, and operator interfaces

We build web and mobile apps for monitoring and control, alert handling, and fleet visibility, with permissions set by role. Where it fits the use case, we add a natural-language interface on top of live telemetry and historical data, so an operator can simply ask.

Security audit and device trust architecture

Security audit and device trust architecture

We review the security of your whole IoT ecosystem, including devices, gateways, APIs, cloud services, and update pipelines. That review covers device identity and certificate-based authentication, encrypted transport, access control, auditability, and secure firmware delivery.

OTA updates and fleet operations

OTA updates and fleet operations

We build fleet-management tooling that provisions devices and updates them remotely, with rollout control, diagnostics, version tracking, and rollback when an update goes wrong. That keeps large deployments maintainable without constant hands-on work.

Off-the-shelf IoT platform or custom IoT software?

An off-the-shelf platform is faster to start. Custom software fits when you need your own device protocols, full data ownership or no per-device fees. We also build on top of platforms such as AWS IoT Core and Azure IoT Hub when that is the faster path. Not sure which fits your case? Our IoT consulting services compare both for your devices, fleet size and budget.

Parameter Off-the-shelf IoT platform Custom IoT software

Time to first dashboard

Faster: standard devices connect through configuration

Longer: starts with discovery and architecture

Device and protocol support

The devices and protocols the platform supports

Any device or protocol, including legacy and proprietary ones

Per-device and usage fees

Licence or per-device fees grow with the fleet

No per-device licence; you pay for the build and your own cloud

Data ownership

Data sits in the vendor’s environment and formats

Data stays in your cloud or on-premise, in your formats

Workflows and integrations

Configurable within the platform’s options

Built around your workflows, ERP and operator apps

Best fit

Pilots, standard sensors, small fleets

Products you sell, large or mixed fleets, strict compliance

Let’s discuss your IoT project!

Drop us a line and discuss your project within 1 business day with SumatoSoft IoT experts.

IoT solutions for asset-heavy industries

Hardware, protocols, and operating constraints differ by industry, but the underlying system patterns repeat far more often than the industry labels suggest. We build IoT architectures around those repeating patterns, then adapt each one to your devices, workflows, and compliance needs.

Manufacturing

Manufacturing

Logistics and fleet operations

Logistics

Smart buildings and distributed facilities

We create IoT platforms that monitor HVAC, control energy, optimize for occupancy, run building alarms, and track equipment health across many sites. This is where AI earns its place. It cuts waste, spots equipment degrading early, and supports maintenance planning.

Brownfield industrial environments

Brownfield industrial environments

Recent IoT software we developed

Get a free IoT planning session

Get a free IoT app estimation

Estimate your IoT project cost

What category would describe your product?**

What category would describe your product?**

What stage is your current IoT product development at?**

What stage is your current IoT product development at?**

What type of IoT service are you looking for?**

What type of IoT service are you looking for?**

How will you describe your company?**

How will you describe your company?**

Do you have a deadline for your project?**

Do you have a deadline for your project?**

Do you have any budget limits? If yes, please, specify the range.**

Do you have any budget limits? If yes, please, specify the range.**

Define top 3 priorities for choosing a partner to work with

Define top 3 priorities for choosing a partner to work with

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Quick playbook: selecting an IoT development partner [pdf]

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Our IoT development process

Every IoT project starts with a detailed hardware-software integration roadmap. The tight link between hardware and software is what sets IoT work apart from standard development, since the hardware usually keeps evolving while the software is being built.

1
Analysis

We examine and document every side of the project. That covers what you and your users need, the state of your existing software, the market and operating environment, and the costs involved. The goal is to make sure the IoT solution will meet both your business goals and your users’ needs.

2
Architecture

Next we map out the software and hardware components, how they interact, how data flows, and how the IoT network is structured. We choose the communication protocols, the databases, and the cloud or on-premise storage, and we decide how data will be processed and analyzed. The step ends with a full system-architecture document that acts as the technical blueprint for the build.

3
System development

We carefully build and test the software and the way it communicates with the smart devices on the network. We work to proven engineering practices, including version control, continuous integration and delivery (CI/CD), automated testing, regular code reviews, and secure coding standards.

4
Deploy

How we deploy depends on your industry, the number of devices, and other factors. It might mean a phased rollout, a simultaneous launch across several locations, or a partial release to specific device versions.

5
Support 

Our work doesn’t stop at launch. We keep the system healthy over time by updating technologies, shipping new security patches, and monitoring both performance and the overall health of the IoT ecosystem.

How much does IoT software development cost?

Most projects we deliver fall in a $100,000–500,000+ band. A focused pilot for a small or mid-sized business usually lands in the $30k–$80k range for software and delivery, with hardware budget added on top if new sensors or gateways are needed. We usually show a working MVP within 6 months.

 

Project type Indicative range Typical timeline What’s included

Focused pilot (one line, site or device group)

$30k–$80k for software and delivery; hardware extra

8–12 weeks once site access, hardware and source-system details are in place

Device connection, data pipeline, a dashboard and agreed success metrics

IoT MVP or first product release

Within the $75,000–250,000+ band

Within 6 months, with a demo every two weeks

Device integration, cloud backend, web or mobile app, OTA updates

Multi-site or enterprise rollout

Within the $100,000–500,000+ band

Within 6-12 months, with a demo every two weeks

Fleet management, ERP and CRM integration, security review, support

Takeover of an existing IoT product

From $25,000

Starts with a code and architecture audit. Length – from 4 weeks.

Audit, stabilization, then new features

What moves the cost most:

  • Fleet size and how many device types you run
  • Protocols, including legacy and proprietary ones
  • Edge processing and machine learning on devices or gateways
  • Compliance requirements such as HIPAA or GDPR
  • Custom hardware, which we deliver with our hardware partner

See the full breakdown in our IoT development cost guide.

Get a cost range for your project in 1 business day.

Type Technologies Used

Cloud IoT platforms

AWS IoT Core, AWS IoT Device Management, AWS IoT Device Defender, AWS IoT Events, Azure IoT Hub, Azure IoT Central, Azure Digital Twins, ThingSpeak

Data and machine learning

Azure Data Lake, Google Cloud Datastore, Apache Spark MLlib, time-series databases

Industrial protocols and connectivity

OPC UA, Modbus, Bluetooth Low Energy (BLE), MQTT, CoAP, LoRaWAN

Edge ML runtimes

TensorFlow Lite, ONNX, TensorRT

Devices and sensing

Azure Kinect

IoT architecture: from sensors to ERP

We design every layer of the IoT architecture, from sensors and connectivity protocols to edge devices and cloud platforms. We pick the technology stack that fits your industry, connect the network to business tools like your CRM and ERP, and shape the whole IoT ecosystem around your requirements, device capabilities, compatibility needs, budget, and timelines.

AIoT architecture
AIoT architecture

From raw telemetry to controlled IoT systems

We design IoT architectures that filter data at the edge, let models interpret it, and connect the results to system actions and operator workflows.

Controlled data flow

Controlled data flow

Edge pipelines filter out noise, detect anomalies, and send only meaningful events, state changes, and aggregated signals. The result is lower cloud load, faster response, and predictable cost.

Hardware-agnostic architecture

Hardware-agnostic architecture

We keep business logic and AI workflows separate from the device-specific layers, so you can swap sensors, gateways, or legacy machines without breaking the platform. The result is no lock-in, easier scaling, and safer upgrades.

Simulation before deployment

Simulation before deployment

We build digital twins that combine live telemetry with past system behavior, so your teams can model load, maintenance timing, and operational scenarios before they happen. The result is fewer incidents, better planning, and lower risk.

Why enterprises trust SumatoSoft for IoT delivery

Since 2012 we have helped companies gain an edge with current technology, IoT included. Over those years we have built deep experience in IoT and distilled it into a clear set of requirements every IoT build should meet. Today we are a trusted development partner for businesses in 25+ countries, including the US.

Fail-safe OTA guarantee

Fail-safe OTA guarantee

We design over-the-air (OTA) update pipelines with staged rollouts, health checks, and automatic rollback. If a firmware or edge-AI update fails on a remote device, the system restores the last working version on its own, with no technician on site. That protects uptime across large, distributed fleets and lowers maintenance costs.
Security and compliance

Security and compliance

We are certified to ISO/IEC 27001:2022 and ISO 9001:2015. We build IoT systems to meet HIPAA and GDPR requirements where they apply.
Quick time to market

Quick time to market

In 95% of cases we start the day after the contract is signed. We aim for a working minimum viable product (MVP) within 6 months and show you new functionality in a demo every two weeks.
Scalability

Scalability

We follow internal standards for building IoT systems that scale. Those include a microservices architecture, cloud storage and compute that grow on demand, load balancers, careful resource allocation, and technology built to handle high-volume asynchronous data transfer.
Transparency

Transparency

Transparency is a core value, and it is practical, not a slogan. You get detailed time and budget estimates, regular progress reports, prompt notice of any change or issue, and real-time access to our project-management tool. We have nothing to hide.
IoT device management

IoT device management

Our IoT applications make device management simple. You can securely connect and configure new devices, run OTA updates, read clear dashboards, and troubleshoot connection problems with built-in tools.

SumatoSoft IoT delivery in numbers

350+
Developed custom solutions
25+
Countries, including the USA
3+
Years’ Client engagement
70%
Senior engineers
98%
Satisfaction rate

Awards & Recognitions

Clutch, Techreviewer and GoodFirms list SumatoSoft among their top IoT and software development companies.
Clutch 2026 award — Top IoT Company in Boston, awarded to SumatoSoft
Clutch 2026 award — Top IoT Company in Providence, awarded to SumatoSoft
techreviewer.co 2026 — SumatoSoft listed among Top IoT Development Companies
Top software development company in Massachusetts badge from goodfirms.co
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IoT Services 2025
Machine Learning Development 2024
Data analysis development 2024
Data Migration Services 2025
TR top IoT developers 2025
TR top IoT developers 2024

Frequently asked questions

How much does custom IoT software development cost?

Most projects we deliver fall in a $100,000–500,000+ band. A focused pilot for a small or mid-sized business usually lands in the $30k–$80k range for software and delivery, with hardware budget added on top if new sensors or gateways are needed. The main cost drivers are fleet size, protocols, edge machine learning and compliance. Our IoT development cost guide breaks this down further.

How long does it take to build an IoT MVP?

We aim for a working MVP within 6 months and show new functionality in a demo every two weeks. A focused pilot on one line, site or device group typically takes 8–12 weeks when site access, hardware and source-system details are in place. Larger rollouts follow in phases once the pilot has proved its numbers.

Do you design IoT hardware, or only the software and firmware?

We write device firmware and all the software from device to cloud: edge processing, backends, dashboards and mobile apps. Custom boards and PCB design are delivered with our hardware partner. We also integrate off-the-shelf sensors and gateways, and the legacy equipment you already run.

Which IoT platforms do you build on, such as AWS IoT Core or Azure IoT Hub?

We build on AWS IoT (Core, Device Management, Device Defender and Events), Azure IoT Hub, Azure IoT Central and Azure Digital Twins, and we also build fully custom backends. The choice depends on the cloud you already use, your fleet size, your device protocols and per-device costs. We compare the options with you before you commit.

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      Please be informed that when you click the Send button Sumatosoft will process your personal data in accordance with our Privacy notice for the purpose of providing you with appropriate information.

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