Agentic Test Generation with Approval at Every Stage
Virtuoso QA turns requirements, designs, live applications or existing suites into executable journeys. Three agents do the work, grounded in your sources and standards. Your team reviews and approves each stage, so nothing enters the suite on trust.
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Agentic Test Generation with Approval at Every Stage
Virtuoso QA turns requirements, designs, live applications or existing suites into executable journeys. Three agents do the work, grounded in your sources and standards. Your team reviews and approves each stage, so nothing enters the suite on trust.
Agentic Test Generation with Approval at Every Stage
Virtuoso QA turns requirements, designs, live applications or existing suites into executable journeys. Three agents do the work, grounded in your sources and standards. Your team reviews and approves each stage, so nothing enters the suite on trust.
Used by the world's leading companies
Used by the world's leading companies
Used by the world's leading companies
Used by the world's leading companies
Why Generating Tests is No Longer the Hard Part
Almost any AI tool turns a prompt into test steps in seconds. Producing tests you can understand, verify and stand behind is a different problem, and it is the one that decides whether generated coverage is worth having.
Prompt in, steps out
A generated test reflects the prompt rather than the requirement, so nobody can say what business rule it exists to prove or whether that rule is still current.
No record of why a step exists
When a step cannot be traced to a source, a reviewer has no basis for accepting or rejecting it beyond whether it looks reasonable.
Nothing survives the first change
Coverage generated without a link to the application or the requirement breaks as soon as either moves, and the repair is another generation to review.
Why Generating Tests is No Longer the Hard Part
Almost any AI tool turns a prompt into test steps in seconds. Producing tests you can understand, verify and stand behind is a different problem, and it is the one that decides whether generated coverage is worth having.
Prompt in, steps out
A generated test reflects the prompt rather than the requirement, so nobody can say what business rule it exists to prove or whether that rule is still current.
No record of why a step exists
When a step cannot be traced to a source, a reviewer has no basis for accepting or rejecting it beyond whether it looks reasonable.
Nothing survives the first change
Coverage generated without a link to the application or the requirement breaks as soon as either moves, and the repair is another generation to review.
Why Generating Tests is No Longer the Hard Part
Almost any AI tool turns a prompt into test steps in seconds. Producing tests you can understand, verify and stand behind is a different problem, and it is the one that decides whether generated coverage is worth having.
Prompt in, steps out
A generated test reflects the prompt rather than the requirement, so nobody can say what business rule it exists to prove or whether that rule is still current.
No record of why a step exists
When a step cannot be traced to a source, a reviewer has no basis for accepting or rejecting it beyond whether it looks reasonable.
Nothing survives the first change
Coverage generated without a link to the application or the requirement breaks as soon as either moves, and the repair is another generation to review.
How Virtuoso QA Runs Agentic Test Generation
Three agents orchestrate the work and specialised agents run the workflows beneath them. Each stage produces something your team reviews before it goes further.
The Analyst understands your documents
Tickets, specifications and process documents become structured, reviewable test requirements, each carrying a citation back to the document behind it.
The Architect designs the journey
An approved requirement is shaped into a full journey structure, with the ordered checkpoints and data scenarios it needs, referencing the library assets you already maintain.
The Autopilot builds and maintains it
The approved structure is built into a runnable test against the live application, with the reasoning visible as it works, so a reviewer can correct an interpretation before it lands.
StepIQ reads the running application
The elements, the states and what each screen actually does are read from the application itself, so generation reflects the system in front of it rather than a description of it.
Your standards are applied during generation
Naming conventions, requirement formats and business rules are written in plain language by your team and applied to everything the agents produce.
Existing suites become the input
Manual packs and existing automation are brought into the same loop as plain English journeys, so prior work becomes a starting point rather than something to replace.
How Virtuoso QA Runs Agentic Test Generation
Three agents orchestrate the work and specialised agents run the workflows beneath them. Each stage produces something your team reviews before it goes further.
The Analyst understands your documents
Tickets, specifications and process documents become structured, reviewable test requirements, each carrying a citation back to the document behind it.
The Architect designs the journey
An approved requirement is shaped into a full journey structure, with the ordered checkpoints and data scenarios it needs, referencing the library assets you already maintain.
The Autopilot builds and maintains it
The approved structure is built into a runnable test against the live application, with the reasoning visible as it works, so a reviewer can correct an interpretation before it lands.
StepIQ reads the running application
The elements, the states and what each screen actually does are read from the application itself, so generation reflects the system in front of it rather than a description of it.
Your standards are applied during generation
Naming conventions, requirement formats and business rules are written in plain language by your team and applied to everything the agents produce.
Existing suites become the input
Manual packs and existing automation are brought into the same loop as plain English journeys, so prior work becomes a starting point rather than something to replace.
How Virtuoso QA Runs Agentic Test Generation
Three agents orchestrate the work and specialised agents run the workflows beneath them. Each stage produces something your team reviews before it goes further.
The Analyst understands your documents
Tickets, specifications and process documents become structured, reviewable test requirements, each carrying a citation back to the document behind it.
The Architect designs the journey
An approved requirement is shaped into a full journey structure, with the ordered checkpoints and data scenarios it needs, referencing the library assets you already maintain.
The Autopilot builds and maintains it
The approved structure is built into a runnable test against the live application, with the reasoning visible as it works, so a reviewer can correct an interpretation before it lands.
StepIQ reads the running application
The elements, the states and what each screen actually does are read from the application itself, so generation reflects the system in front of it rather than a description of it.
Your standards are applied during generation
Naming conventions, requirement formats and business rules are written in plain language by your team and applied to everything the agents produce.
Existing suites become the input
Manual packs and existing automation are brought into the same loop as plain English journeys, so prior work becomes a starting point rather than something to replace.
The Four Sources Virtuoso QA Generates From
Strong generation is not one model call. It is assembling the right context before an agent writes a step, which is why the agents reason over four sources rather than a prompt.
Specifications
What the application is meant to do, taken from your requirements, tickets and designs.
Domain knowledge
The rules that are not visible in the interface, taken from your policies, standards and business logic.
Team knowledge
The conventions your team works to, encoded once in plain language and applied to every generation.
The live application
Real-time understanding of how the system actually behaves, read from the application by StepIQ.
The Four Sources Virtuoso QA Generates From
Strong generation is not one model call. It is assembling the right context before an agent writes a step, which is why the agents reason over four sources rather than a prompt.
Specifications
What the application is meant to do, taken from your requirements, tickets and designs.
Domain knowledge
The rules that are not visible in the interface, taken from your policies, standards and business logic.
Team knowledge
The conventions your team works to, encoded once in plain language and applied to every generation.
The live application
Real-time understanding of how the system actually behaves, read from the application by StepIQ.
The Four Sources Virtuoso QA Generates From
Strong generation is not one model call. It is assembling the right context before an agent writes a step, which is why the agents reason over four sources rather than a prompt.
Specifications
What the application is meant to do, taken from your requirements, tickets and designs.
Domain knowledge
The rules that are not visible in the interface, taken from your policies, standards and business logic.
Team knowledge
The conventions your team works to, encoded once in plain language and applied to every generation.
The live application
Real-time understanding of how the system actually behaves, read from the application by StepIQ.
The Four Sources Virtuoso QA Generates From
Strong generation is not one model call. It is assembling the right context before an agent writes a step, which is why the agents reason over four sources rather than a prompt.
Specifications
What the application is meant to do, taken from your requirements, tickets and designs.
Domain knowledge
The rules that are not visible in the interface, taken from your policies, standards and business logic.
Team knowledge
The conventions your team works to, encoded once in plain language and applied to every generation.
The live application
Real-time understanding of how the system actually behaves, read from the application by StepIQ.
How Virtuoso QA Improves What It Generates From
A generated test can only be as specific as what it was generated from. Ask for a test of the checkout and the agents have little to work with, so the journey opens the page, clicks continue and asserts that something loaded. State that a returning customer pays with a saved card, that the total must match the cart and that a declined card returns to payment, and every step has a rule behind it.
Gaps are flagged before generation
Missing rules, expected outcomes and failure cases are identified while the requirement is being reviewed, not after a journey has been built on the gap.
Every step traces to a stated rule
A generated step exists because something in your documentation said it should, so a reviewer judges it against the source rather than against intuition.
Ambiguity is raised rather than resolved
Where a requirement could mean two things, the agents surface the question instead of choosing, so the decision stays with the person who knows the answer.
Better input compounds
Each clarification your team makes improves everything generated from that source afterwards, so the work is done once rather than repeated per journey.
How Virtuoso QA Improves What It Generates From
A generated test can only be as specific as what it was generated from. Ask for a test of the checkout and the agents have little to work with, so the journey opens the page, clicks continue and asserts that something loaded. State that a returning customer pays with a saved card, that the total must match the cart and that a declined card returns to payment, and every step has a rule behind it.
Gaps are flagged before generation
Missing rules, expected outcomes and failure cases are identified while the requirement is being reviewed, not after a journey has been built on the gap.
Every step traces to a stated rule
A generated step exists because something in your documentation said it should, so a reviewer judges it against the source rather than against intuition.
Ambiguity is raised rather than resolved
Where a requirement could mean two things, the agents surface the question instead of choosing, so the decision stays with the person who knows the answer.
Better input compounds
Each clarification your team makes improves everything generated from that source afterwards, so the work is done once rather than repeated per journey.
How Virtuoso QA Improves What It Generates From
A generated test can only be as specific as what it was generated from. Ask for a test of the checkout and the agents have little to work with, so the journey opens the page, clicks continue and asserts that something loaded. State that a returning customer pays with a saved card, that the total must match the cart and that a declined card returns to payment, and every step has a rule behind it.
Gaps are flagged before generation
Missing rules, expected outcomes and failure cases are identified while the requirement is being reviewed, not after a journey has been built on the gap.
Every step traces to a stated rule
A generated step exists because something in your documentation said it should, so a reviewer judges it against the source rather than against intuition.
Ambiguity is raised rather than resolved
Where a requirement could mean two things, the agents surface the question instead of choosing, so the decision stays with the person who knows the answer.
Better input compounds
Each clarification your team makes improves everything generated from that source afterwards, so the work is done once rather than repeated per journey.
How Virtuoso QA Improves What It Generates From
A generated test can only be as specific as what it was generated from. Ask for a test of the checkout and the agents have little to work with, so the journey opens the page, clicks continue and asserts that something loaded. State that a returning customer pays with a saved card, that the total must match the cart and that a declined card returns to payment, and every step has a rule behind it.
Gaps are flagged before generation
Missing rules, expected outcomes and failure cases are identified while the requirement is being reviewed, not after a journey has been built on the gap.
Every step traces to a stated rule
A generated step exists because something in your documentation said it should, so a reviewer judges it against the source rather than against intuition.
Ambiguity is raised rather than resolved
Where a requirement could mean two things, the agents surface the question instead of choosing, so the decision stays with the person who knows the answer.
Better input compounds
Each clarification your team makes improves everything generated from that source afterwards, so the work is done once rather than repeated per journey.
Bring Your Existing Suites With You
Virtuoso QA takes the suites your team has already built and rebuilds them as plain English journeys inside the same governed loop. The business intent your team spent years encoding is preserved, while the brittle locators and waits behind it are not. Once across, those journeys trace to requirements, draw on shared components and move through the same review workflow as everything else, so migrated coverage is not a second estate to maintain.
Bring Your Existing Suites With You
Virtuoso QA takes the suites your team has already built and rebuilds them as plain English journeys inside the same governed loop. The business intent your team spent years encoding is preserved, while the brittle locators and waits behind it are not. Once across, those journeys trace to requirements, draw on shared components and move through the same review workflow as everything else, so migrated coverage is not a second estate to maintain.
Bring Your Existing Suites With You
Virtuoso QA takes the suites your team has already built and rebuilds them as plain English journeys inside the same governed loop. The business intent your team spent years encoding is preserved, while the brittle locators and waits behind it are not. Once across, those journeys trace to requirements, draw on shared components and move through the same review workflow as everything else, so migrated coverage is not a second estate to maintain.
Bring Your Existing Suites With You
Virtuoso QA takes the suites your team has already built and rebuilds them as plain English journeys inside the same governed loop. The business intent your team spent years encoding is preserved, while the brittle locators and waits behind it are not. Once across, those journeys trace to requirements, draw on shared components and move through the same review workflow as everything else, so migrated coverage is not a second estate to maintain.
What Each Role Gets from Governed Generation
Generation changes what each role is responsible for. Virtuoso QA is built so that the person accountable for a decision is the one who makes it.
Automation engineers
First coverage without rewriting the suites you already own, and repairs arriving as proposals rather than as code to debug. The framework work stops being the job.
QA leaders
Generation backed by context and approval rather than by output volume, so coverage can be measured against requirements instead of counted. Growth in the suite does not become growth in the review queue.
Engineering leaders
A way to verify AI-written software that is itself under review, so the verification layer does not inherit the same problem as the code it checks.
Risk and compliance
Every generated test reviewed, approved and recorded against its source, so what was verified before a release and who accepted it is retrievable rather than reconstructed.
What Each Role Gets from Governed Generation
Generation changes what each role is responsible for. Virtuoso QA is built so that the person accountable for a decision is the one who makes it.
Automation engineers
First coverage without rewriting the suites you already own, and repairs arriving as proposals rather than as code to debug. The framework work stops being the job.
QA leaders
Generation backed by context and approval rather than by output volume, so coverage can be measured against requirements instead of counted. Growth in the suite does not become growth in the review queue.
Engineering leaders
A way to verify AI-written software that is itself under review, so the verification layer does not inherit the same problem as the code it checks.
Risk and compliance
Every generated test reviewed, approved and recorded against its source, so what was verified before a release and who accepted it is retrievable rather than reconstructed.
What Each Role Gets from Governed Generation
Generation changes what each role is responsible for. Virtuoso QA is built so that the person accountable for a decision is the one who makes it.
Automation engineers
First coverage without rewriting the suites you already own, and repairs arriving as proposals rather than as code to debug. The framework work stops being the job.
QA leaders
Generation backed by context and approval rather than by output volume, so coverage can be measured against requirements instead of counted. Growth in the suite does not become growth in the review queue.
Engineering leaders
A way to verify AI-written software that is itself under review, so the verification layer does not inherit the same problem as the code it checks.
Risk and compliance
Every generated test reviewed, approved and recorded against its source, so what was verified before a release and who accepted it is retrievable rather than reconstructed.
What Each Role Gets from Governed Generation
Generation changes what each role is responsible for. Virtuoso QA is built so that the person accountable for a decision is the one who makes it.
Automation engineers
First coverage without rewriting the suites you already own, and repairs arriving as proposals rather than as code to debug. The framework work stops being the job.
QA leaders
Generation backed by context and approval rather than by output volume, so coverage can be measured against requirements instead of counted. Growth in the suite does not become growth in the review queue.
Engineering leaders
A way to verify AI-written software that is itself under review, so the verification layer does not inherit the same problem as the code it checks.
Risk and compliance
Every generated test reviewed, approved and recorded against its source, so what was verified before a release and who accepted it is retrievable rather than reconstructed.
Explore Related Virtuoso QA Solutions
See the full governed loop
Agents propose requirements, journeys and repairs, and your team approves what enters the suite.
Author without maintaining code
Readable journeys that testers, analysts and product owners create and maintain directly.
Explore Related Virtuoso QA Solutions
See the full governed loop
Agents propose requirements, journeys and repairs, and your team approves what enters the suite.
Author without maintaining code
Readable journeys that testers, analysts and product owners create and maintain directly.
Explore Related Virtuoso QA Solutions
See the full governed loop
Agents propose requirements, journeys and repairs, and your team approves what enters the suite.
Author without maintaining code
Readable journeys that testers, analysts and product owners create and maintain directly.
AI-native, proven in production.
10x
Faster execution
9x
Faster authoring
85%
Less maintenance
50%
Lower QA cost
AI-native, proven in production.
10x
Faster execution
9x
Faster authoring
85%
Less maintenance
50%
Lower QA cost
AI-native, proven in production.
10x
Faster execution
9x
Faster authoring
85%
Less maintenance
50%
Lower QA cost
Proven where quality and accountability matter
Recognised by independent analysts, trusted by enterprise teams, and built with the security controls required for critical software.
WAVE STRONG PERFORMER
Proven where quality and accountability matter
Recognised by independent analysts, trusted by enterprise teams, and built with the security controls required for critical software.
WAVE STRONG PERFORMER
Proven where quality and accountability matter
Recognised by independent analysts, trusted by enterprise teams, and built with the security controls required for critical software.
WAVE STRONG PERFORMER
Frequently Asked Questions
How agentic test generation works in Virtuoso QA, from what each agent produces to what your team still approves.
What is agentic test generation?
Can Virtuoso QA migrate our existing suites?
Why does input quality matter so much?
Does the AI need supervision?
How is this different from asking a coding assistant to write tests?
Frequently Asked Questions
How agentic test generation works in Virtuoso QA, from what each agent produces to what your team still approves.
What is agentic test generation?
Can Virtuoso QA migrate our existing suites?
Why does input quality matter so much?
Does the AI need supervision?
How is this different from asking a coding assistant to write tests?
Frequently Asked Questions
How agentic test generation works in Virtuoso QA, from what each agent produces to what your team still approves.
What is agentic test generation?
Can Virtuoso QA migrate our existing suites?
Why does input quality matter so much?
Does the AI need supervision?
How is this different from asking a coding assistant to write tests?
See what your next release looks like with Virtuoso
Book a walkthrough on your applications and your workflows. Bring a requirement, a user journey, or a brittle Selenium script, and watch the loop run on something you recognise.
See what your next release looks like with Virtuoso
Book a walkthrough on your applications and your workflows. Bring a requirement, a user journey, or a brittle Selenium script, and watch the loop run on something you recognise.
See what your next release looks like with Virtuoso
Book a walkthrough on your applications and your workflows. Bring a requirement, a user journey, or a brittle Selenium script, and watch the loop run on something you recognise.
Trust Center
AICPA
SOC
WAVE STRONG PERFORMER
@ Copyright 2026 SpotQA, Creators of Virtuoso QA
Trust Center
AICPA
SOC
WAVE STRONG PERFORMER
@ Copyright 2026 SpotQA, Creators of Virtuoso QA
Trust Center
AICPA
SOC
WAVE STRONG PERFORMER
@ Copyright 2026 SpotQA, Creators of Virtuoso QA