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Request a review

Project 05 · credential pilot

Prove you can test a real web workflow—not just answer questions.

A hands-on credential concept for professionals who use AI and browser automation to find defects, build repeatable checks, protect data, and produce evidence another person can review.

Try the readiness check ↓See the proposed assessment →

Development preview. Enrollment is not open and no credential fee is being collected.

CSLMDEMONSTRATION

Applied AI UI Testing Practitioner

Sample Holder

Test scope and risk

UI execution

Responsible AI use

Repeatability

Evidence and reporting

Safety and judgment

NOT AN EARNED CREDENTIALVERSION 1.0

Current status

The standard is open for review. The credential is not yet for sale.

CSLM is validating employer value, assessment quality, reviewer governance, and Florida regulatory classification before accepting enrollment or payment.

The difference

Evidence before status.

A completion badge can show that someone watched lessons. The proposed CSLM credential is designed to show that a candidate tested a controlled workflow, validated AI output, reran a browser check, and reported the result honestly.

Course-only badge

Attendance and recall

Required provider course
Mostly content completion
Permanent badge
Minimal work evidence

CSLM pilot design

Observed work sample

Exam-only path
Controlled browser lab
Human rubric review
Versioned, expiring proof

Public competency standard

Six things an applied UI tester must demonstrate.

The final standard will be published before enrollment so candidates and employers can judge exactly what the credential represents.

Scope risk

Turn a short requirement into a test charter, identify the important business risks, and prioritize coverage.

Control browser state

Execute positive and negative journeys with known accounts, controlled data, reliable waits, and clean recovery.

Use AI responsibly

Ask for useful assistance, validate every recommendation, and reject unsafe, irrelevant, or unproven output.

Build repeatable evidence

Create and rerun one stable browser check with exact assertions, screenshots, video, logs, or trace evidence.

Report honestly

Write a reproducible defect and clearly separate passed, failed, blocked, and unproven coverage.

Protect the boundary

Recognize production, privacy, credential, payment, messaging, deletion, and permission risks—and stop before an unauthorized side effect.

Proposed assessment

Know, scope, execute, defend, then verify.

A candidate would need a passing total, a minimum result in every domain, and no critical failure involving fabricated evidence, exposed data, impersonation, or an unauthorized external side effect.

01 · Knowledge

Sixty-question checkpoint

Complete a proposed 120-minute assessment combining judgment questions, linked real-world case files, and artifact analysis.

02 · Scope

Randomized sandbox

Receive a fictional ticket, acceptance criteria, controlled credentials, test-data rules, and a scenario seed.

03 · Execute

Ninety-minute browser lab

Run the happy path and edge cases, use AI assistance, correct one weak recommendation, and build one repeatable check.

04 · Defend

Evidence and live review

Submit a test charter, defect report, run evidence, and summary, then reproduce one result in a short monitored review.

05 · Verify

Versioned credential

A passing candidate would receive a time-limited record showing the assessment version, assurance level, and current status.

60-question blueprint

The real checkpoint tests connected decisions—not five isolated answers.

The public tryout stays intentionally short. The planned credential exam combines breadth, realistic cases, and evidence interpretation before a candidate reaches the practical lab.

20stand-alone judgment questions

24questions across four linked case files

16artifact-analysis questions

120minutes proposed

Question allocation

Test scope and business risk10

UI execution and state control12

Responsible AI assistance10

Repeatability and automation10

Evidence and reporting10

Safety and judgment8

Complex scenario examples

One situation changes as new evidence arrives.

Each case produces several related questions. Candidates must update their conclusion when the environment, state, evidence, or business risk changes.

Case file 01 · subscription renewal

The card changed. The next renewal still references the previous transaction.

A tester receives a fictional ticket, a sandbox subscription, two processor responses, an order history, and incomplete requirements.

Identify the highest-risk state transition.
Decide what the visible UI does and does not prove.
Choose the safe next test after an ambiguous response.
Separate the defect from missing evidence in the report.

Case file 02 · checkout recovery

A discount changes after quantity edits, then the payment simulation declines.

The candidate must verify totals, recover using approved test data, and respond when a generated test unexpectedly resolves to a production URL.

Calculate the expected total independently.
Assess the AI-generated recovery steps.
Stop before an unauthorized external side effect.
Define which downstream order states remain unproven.

Case file 03 · CRM lead routing

Duplicate leads trigger the wrong owner and a real customer notification.

New evidence reveals role permissions, shared test accounts, and an AI suggestion to delete duplicate records in bulk.

Protect customer communication and shared data.
Choose isolated test accounts and reversible cleanup.
Challenge an unsafe AI recommendation.
Write a reproducible, impact-focused defect.

These are public format examples, not live exam questions. Production items would use fictional systems, randomized details, reviewed answer keys, and version-controlled retirement rules.

Public verification design

Readable by a person. Checkable by a system.

A unique link should prove the issuer record without overstating what one assessment can establish.

Demonstration credential status

Preview record · not an issued credential

Holder: Sample Holder
Credential: CSLM Applied AI UI Testing Practitioner
Credential ID: DEMO-CSLM-AIUIT-0001
Assessment: Version 1.0 · 60-question checkpoint, practical browser lab, and live defense
Assurance: Planned monitored assessment with identity check
Validity: Planned 24-month term
Issuer: CSLM LLC

A real record would show Active, Expired, Revoked, or Superseded. Public identity, score band, and evidence details would require the holder's permission.

See the work behind the standard

A real browser-testing demonstration already exists.

Review a recorded ecommerce journey with screenshots, video, exact assertions, and explicit proven-versus-unproven boundaries. That evidence model informs this credential design.

View the UI testing demonstration →

vokhid-autoPASS

Storefront and product ✓
Coupon and zero total ✓
Order confirmation ✓
Download delivered ✓

Example evidence from an existing CSLM demonstration. It is not a certification attempt.

Trust boundary

Say exactly what was tested—and nothing more.

The proposed credential would be a private professional credential issued by CSLM LLC. It would not be a government license, academic degree, authorization to practice a regulated occupation, employment guarantee, or independently accredited qualification.

Enrollment and payment will remain closed until the assessment, policies, reviewer governance, and Florida jurisdiction classification are complete.

Common questions

Credential pilot FAQ

Is the five-question tryout the real credential exam?

No. The public tryout is a short, unproctored introduction that awards no credential. The planned knowledge checkpoint contains 60 scored questions, including linked case files and artifact analysis, followed by a separate practical browser lab and live evidence review.

Can I buy or earn this credential today?

No. CSLM is validating the assessment and obtaining a written Florida jurisdiction determination before opening enrollment or collecting credential fees. This page lets visitors preview the standard and register interest through CSLM's existing inquiry process.

Is this a government license, degree, or accredited qualification?

No. The proposed credential is a private, assessment-based professional credential issued by CSLM LLC. It would not authorize a regulated occupation, provide academic credit, or imply government or independent accreditation.

Would I have to purchase a CSLM course first?

No. The planned assessment is designed to be available without completing a required CSLM course. Candidates could prepare using any lawful resources. Optional preparation material may be offered separately later.

Can a candidate use AI during the assessment?

Yes. Responsible AI use would be part of the assessment. Candidates would disclose the tools used and be scored on how they validate outputs, protect information, preserve accountability, and correct weak recommendations.

Why would the credential expire?

Browser tools, AI capabilities, security risks, and accepted practices change. A visible assessment version and planned 24-month validity provide a more honest statement of current evaluated skill than a permanent credential.

What would a verification page prove?

It would prove that CSLM issued the identified credential and currently records it as active. The record would state the tested domains, assessment version, issue and expiration dates, and identity-assurance level. It would not guarantee employment or performance in every environment.

Founding pilot

Help define proof employers will actually use.

Tell CSLM whether you would take the assessment, sponsor a team, or review the competency standard. This is an interest request—not enrollment, payment, or issuance of a credential.