How mabl Supports Verification at Each Stage of Software Development

Updated

mabl supports verification across four stages: Build, Validate, Investigate, and Release. At each stage, specialized testing agents take on a different job — from building coverage as code takes shape, to continuously validating web, mobile, and API experiences, to pinpointing what changed, to summarizing what passed and failed before a release decision. This model suits teams that want independent quality checks running alongside development rather than as a separate gate at the end.

The Four Stages at a Glance

Stage What mabl does What the team gets
Build Builds test coverage and validates changes as software takes shape Earlier feedback while the code is still being written
Validate Agents continuously run independent validation across web, mobile, APIs, and connected customer experiences Ongoing confirmation that the software works as intended
Investigate Agents identify what changed and what needs attention Faster fixes and revalidation by developers and coding agents
Release Shows what passed, what failed, and what still needs attention A clearer basis for the release call

The through-line is that verification moves with development instead of trailing it. mabl describes this as keeping validation moving "so teams get trusted feedback without slowing down the build."

Build: Shift Verification Left

In the Build stage, mabl is used to build coverage and validate changes while the software is still taking shape. The practical value is timing: defects found here are cheaper to fix than ones discovered during a release crunch.

mabl frames this as "shifting left" — putting verification earlier in the lifecycle rather than treating it as a final checkpoint. For a team, that means test creation and change validation happen as part of normal development work, not as a separate phase afterward.

Validate: Continuous Independent Validation

The Validate stage is where mabl's agents run independent validation across web, mobile, APIs, and connected customer experiences. Two words matter here:

  • Independent — the validation is designed to confirm that software works as intended, catching issues that general-purpose coding agents miss. mabl positions its testing harness as purpose-built for this, distinct from agents whose main job is writing code.
  • Continuous — validation runs as software changes, not once before launch.

This is also where mabl's stated scope is broadest: it covers multiple surfaces (web, mobile, APIs) rather than a single channel.

Investigate: Find What Changed and What Needs Attention

When validation surfaces a problem, the Investigate stage is about diagnosis. mabl's agents identify what changed and what needs attention, so developers and coding agents can fix and revalidate faster.

The design intent is to shorten the loop between a failed check and a corrected one. Instead of a team manually tracing a failure back to its cause, the platform points to the change that matters — which is especially useful when coding agents are also part of the fix-and-retest cycle.

Release: See What Passed, Failed, and Still Needs Attention

Before a release decision, mabl surfaces three things: what passed, what failed, and what still needs attention. That framing is deliberate — a simple pass/fail count can hide open items, while this view is meant to show the full picture before the team commits to shipping.

Why the Stages Hold Together: Always Adapting

The stages are connected by test maintenance. mabl states that its agents keep tests current as software changes, reducing maintenance without sacrificing coverage or speed. Without that, coverage built in the Build stage would decay as the product evolves, and the Validate stage would produce noisy or stale results.

A concrete example of the payoff: mabl reports that Barracuda's QA team previously spent six hours manually testing every deployment across seven global regions, and now runs that testing hands-off in under an hour — an 85% reduction in pre-release sanity testing. That is a vendor-published customer result, not an independent benchmark, but it illustrates the intended effect of automating validation across stages.

What to Check Before Adopting

  • Surface coverage — confirm the web, mobile, and API coverage matches your product's actual footprint.
  • Integration with your coding agents — mabl emphasizes working "where you and your agents do," so verify fit with your existing toolchain.
  • Trial and pricing terms — mabl's site links to a pricing page and references a free trial, but specific plan costs and trial conditions are not detailed in the available material; check the pricing page directly.
  • Evaluation context — mabl was named a Challenger in the 2026 Gartner® Magic Quadrant™ for Agentic Software Quality Assurance Platforms. The full report is available through mabl's site if you want the evaluation criteria behind that placement.

For teams already running agent-assisted development, the stage model is the main thing to assess: whether independent verification at Build, Validate, Investigate, and Release matches where your quality gaps actually occur.