FireFlink Autonomous QA

The Entire QA Lifecycle. Connected by Intelligent AI Agents.

Autonomous AI Agents that learn your application, plan and write your tests, run them, and investigate failures. Your team approves every handoff.

How it fits together

Multi Agents. One Connected Testing Journey.

Each agent builds on the approved output of the one before it.

  1. 01

    Discovery Agent

    Maps your application.

  2. 02

    Test Plan Agent

    Shapes the test plan.

  3. 03

    Test Creation Agent

    Writes the test cases.

  4. 04

    Execution Agent

    Runs approved tests.

  5. 05

    Investigation Agent

    Explains what failed.

application under test APPLICATION MAP Application Login Orders Payments Reports
  1. Explore
  2. Organise
  3. Review
Discovery AgentSTAGE 1 / 5

Give Your QA Team a Complete Understanding of the Application.

The Discovery Agent explores your application and organises its modules, features and user flows into a structured map your team can review.

What it does

  • Identifies modules, submodules and features
  • Traces navigation and key user journeys
  • Flags gaps that need clarification
  • Presents the map for review

Why it matters

  • Less manual exploration
  • A consistent starting point
  • Fewer overlooked areas

OutputApplication map of modules, features, flows and open questions.

You review: Approve and Continue
TESTING CATEGORIES Functional Negative Integration Regression DISCOVERED MODULES Login Orders Payments Reports Test plan Draft Scope Payments flowsHigh Negative casesMed IntegrationsMed !Open questions COVERAGE Approve and Continue
  1. Analyse
  2. Structure
  3. Approve
Test Plan AgentSTAGE 2 / 5

Build a Smarter Testing Strategy Before Execution Begins.

The Test Plan Agent combines the application map with your requirements and proposes what to test, what comes first, and why.

What it does

  • Defines scope, objectives and priority flows
  • Organises positive and negative coverage
  • Notes dependencies between modules
  • Highlights gaps and unclear requirements

Why it matters

  • Less planning effort
  • Consistent plans each release
  • Priorities that are easy to agree on

OutputTest plan with scope, objectives, priorities and coverage.

You review: Approve and Continue
Approved planPayments module Positive Negative Boundary TEST CASE Pay with a saved card Positive 1Sign in as a registered user 2Add an item and open checkout 3Select the saved card 4Confirm payment Expected: order is confirmed TEST SUITE · PAYMENTS Pay with a saved card Reject an expired card Pay the maximum allowed amount
  1. Expand
  2. Write
  3. Review
Test Creation AgentSTAGE 3 / 5

Create Comprehensive Test Coverage Without Starting from Scratch.

The Test Creation Agent drafts scenarios and detailed test cases from the approved plan, so engineers review coverage instead of writing every step.

What it does

  • Generates positive, negative and alternate flows
  • Covers boundary and exception cases
  • Writes steps and expected results
  • Organises cases by module, traceable to the plan

Why it matters

  • Faster test creation
  • Broader, consistent coverage
  • More time for review

OutputA reviewed test suite with steps and expected results.

Generated cases are drafts. Your team approves them before they run.

You review: Approve and Execute
APPROVED QUEUE TC-01 TC-02 TC-03 TC-04 RunningTC-03 RESULTS TC-01Passed TC-02Passed TC-03Failed TC-04Blocked Run Payments4 approved TC-03 failed Evidence captured Log Screenshot To investigation →
  1. Prepare
  2. Run
  3. Report
Execution AgentSTAGE 4 / 5

Move from Test Preparation to Intelligent Test Execution.

The Execution Agent runs approved tests, tracks progress and records every outcome with evidence.

What it does

  • Prepares and runs approved tests in your environments
  • Tracks progress as tests complete
  • Records passed, failed and blocked results
  • Captures evidence and passes failures on

Why it matters

  • Less run coordination
  • Clear progress visibility
  • Evidence ready for analysis

OutputResults, statuses, evidence and a run summary.

You review: Approve and Investigate
TC-03 failed Checkout · step 4 SCREENSHOT CLASSIFICATION Product defect Automation Test data Environment Environment ✓ EXECUTION LOG Video Env. data 10:42:01 open /checkout 10:42:03 select saved card 10:42:33 payment API timeout (30s) 10:42:33 step 4 failed 10:42:34 env: staging-02 slow PROBABLE CAUSE · NEEDS REVIEW Test environment timeout, not a product defect Recommended: check staging-02, then re-run Approve and Apply Edit
  1. Gather
  2. Classify
  3. Decide
Investigation AgentSTAGE 5 / 5

Go Beyond Failed Tests. Understand What Actually Happened.

Not every failed test is a product defect. The Investigation Agent reviews each failure and its evidence, then suggests the most probable cause and the next step.

What it does

  • Analyses logs, screenshots and video
  • Separates product defects from automation, data and environment issues
  • Identifies the probable root cause, with evidence
  • Recommends next steps and supports defect reporting

Why it matters

  • Less time in logs
  • Real defects, separated from noise
  • Faster, informed decisions

OutputClassification, probable cause, evidence and recommended action.

Causes are probable, not confirmed. Nothing becomes a defect without your approval.

You review: Approve and Apply
The handoffs

One Connected Journey. Multi Intelligent Agents.

Each stage hands a reviewed output to the next. Nothing moves on until your team approves it.

  1. Discovery

    Understand the application and its flows.

    Hands overApplication map
    Approve and Continue
  2. Planning

    Turn it into a testing strategy.

    Hands overTest plan
    Approve and Continue
  3. Creation

    Generate scenarios and test cases.

    Hands overTest suite
    Approve and Execute
  4. Execution

    Run tests and capture results.

    Hands overResults and evidence
    Approve and Investigate
  5. Investigation

    Explain failures and recommend action.

    Hands overFindings and actions
    Approve and Apply

AI accelerates the work. QA professionals retain visibility and control.Review points, one at every handoff.

Business value

Less Manual Coordination. More Focus on Software Quality.

Faster preparation

Discovery and planning start from a structured draft.

Structured coverage

Plans and cases follow one consistent, traceable format.

Less repetitive writing

Agents draft the test cases. Your team reviews them.

Execution visibility

Progress, outcomes and evidence in one place.

Faster investigation

Start from a probable cause, not a raw log.

Better QA–dev collaboration

Classified failures give developers clear next steps.