Software testing for complex systems

Analyze code, run repeatable tests across complex environments, and collect runtime evidence in one platform.

Why software testing matters

A complex system fails in ways a single test run does not explain. The fault appears on one device, in one configuration, and is gone on the next run.

Midair connects static analysis, distributed testing and runtime monitoring for systems where failures are difficult to reproduce and expensive to investigate. That covers embedded devices, network hardware, high-load services and security-critical software.

What is software testing?

Software testing checks that a system does what it is specified to do, under the conditions it will meet in the field.

For a single application the check is mostly functional: give the program an input, compare the output against the specification. A complex system is harder. The code runs on hardware you do not fully control, across several nodes, under timing and memory limits. A defect can depend on the device, the load or the order of events, so one passing test run proves less than it appears to.

Testing such a system answers three separate questions. What can the code do before it runs? How does it behave across many controlled runs? What happens once it is in production?

What is embedded systems testing?

Embedded systems testing checks software that runs on a physical device and controls it. The code has to be correct on the target hardware, with real timing, real memory limits and real operating conditions.

Embedded software testing is the same practice under another name. Both test firmware and embedded applications against the hardware, buses and environments they ship into.

Hardware is under test

The target device is part of the system being tested. A host-machine run does not replace it.

Timing decides correctness

Interrupts and real-time deadlines can make correct code fail.

Budgets are hard limits

Memory, power and CPU time have fixed ceilings. Going over them is a defect.

Little visibility in the field

A deployed device often has no console, log collector or debugger attached.

Late fixes are expensive

A defect found after release can be costly to fix, and some cannot be fixed remotely.

Environment is a test input

Temperature, power quality and signal loss change how the device behaves.

For devices and firmware, see embedded systems testing. For routers, switches and connected infrastructure, see network hardware testing.

Challenges in testing complex systems

Failures become harder to explain when results depend on hardware, configuration, timing and interactions between several parts of the system.

Limited visibility

Lack of insight into system behaviour under real-world conditions

Hidden defects

Bugs that hide across dependencies and integration layers

Hard to reproduce

Difficulty recreating real-world failure conditions in test environments

High cost of late failures

Defects discovered in production are exponentially more expensive to fix

Midair

How Midair tests complex systems

Three components, one connected workflow.

Visao

Before execution

Static analysis reads the source and finds code-level issues before the software runs: unsafe memory use, integer overflow and violations of your own project rules.

TS Factory

During testing

Runs repeatable tests across devices, nodes and complex environments, and records the exact environment behind each run.

Delta

At runtime

Collects logs, system events and resource data while the software is running, so real behaviour can be compared against the test results.

Midair connects the three stages

A finding from static code analysis, the test run that reached that code, and the runtime evidence from the run stay linked.

Code findings, test runs and runtime evidence do not live in three separate tools. A failure can be read together with the code and the environment that produced it.

Static analysis, distributed testing and runtime monitoring connected in Midair

Use cases

Midair is built for systems where a defect is hard to reproduce and costly to miss.

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Embedded systems testing

Firmware, microcontrollers and real-time operating environments

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Network hardware

Routers, switches and the software that moves traffic through them

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High-performance systems

Services under sustained load, where a defect appears only at scale

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Complex distributed environments

Multi-node systems where a result depends on timing and the order of events

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Security-critical software

Software where security failures have serious operational consequences and need reproducible evidence

What Midair covers

Five capabilities, used together or one at a time.

Static code analysis

Find defects, unsafe patterns and rule violations in the source before the software runs.

Distributed and repeatable testing

Run the same test set across many devices and nodes in parallel, and get the same answer back each time.

Runtime monitoring

Collect logs, system events and resource data from the running system, tied to the run that produced them.

Real-device and complex-environment testing

Run tests against real hardware, network environments and existing hardware-in-the-loop setups.

CI/CD integration

Runs inside your existing pipelines, so every change is checked before it merges.

Start your pilot

Pick a plan and start a Midair pilot on the system you need to validate.