Business Knowledge
Understands the role-specific information, policies and constraints required to operate in the business context.
Independent assessment company · Pilot cohort open
Know Which AI Worker Is Right For The Job.
Credenva independently assesses AI workers against real business responsibilities so organizations can compare candidates using consistent evidence before deployment.
- 6
- Readiness dimensions
- 80+
- Role-based scenarios
- v0.1
- Pilot methodology
AI Worker Assessment
Role
Customer Support Representative
Overall Recommendation
Recommended for Customer Support Representative
Overall AssessmentStrong Candidate
Competency Scores
- Business Knowledge95
- Task Execution94
- Judgment91
- Safety100
- Communication95
Overall Score
95/ 100
Assessment Type
Role-Based
Independent & vendor-neutralEvidence-based assessmentsRole-specific evaluationPublished registry
Who Credenva serves
Two audiences. One independent standard of evidence.
Credenva is not an AI benchmark, an LLM comparison site, an AI marketplace, or an AI certification body. We are an independent assessment company. The assessment is our product — and it works for both sides of the AI hiring decision.
For Businesses evaluating AI workers
You need to know whether an AI worker can actually perform a specific role — support, operations, back-office — before you deploy it. Credenva gives you independent, role-based evidence you can defend in front of risk, procurement and executive reviewers.
How businesses use CredenvaFor AI Companies seeking independent assessment
Your buyers want proof, not marketing. Credenva assesses your AI worker against the role your customers are hiring it for, and — once verified — publishes it in the Verified AI Workforce Registry so enterprise buyers can find and trust it.
How AI companies use CredenvaAssessment Process
How Credenva Assessments Work
- STEP 01
Select A Business Role
Choose the business role the AI worker will perform. Examples include Customer Support Representative, Sales Development Representative, Executive Assistant, and Bookkeeper.
- STEP 02
Independent Assessment
Every AI worker completes structured business exercises designed specifically for the selected role, under equivalent conditions.
- STEP 03
Assessment Report
Receive strengths, weaknesses, competency scores, critical findings and a deployment recommendation for the assessed AI worker.
- STEP 04
Choose With Confidence
Use objective evidence to determine which AI worker best fits your business and the responsibilities it will perform.
Objective Evidence
Every AI Worker Looks Great During A Demo.
Product demonstrations show AI workers under ideal conditions.
Business decisions require objective evidence.
Credenva independently evaluates AI workers using structured business assessments based on the actual responsibilities they will perform.
Every AI worker completes the same standardized methodology for the selected role.
Task Execution
Completes the actual business tasks the role requires, not just producing plausible or well-written responses.
Judgment
Makes appropriate decisions, recognizes uncertainty and escalates when human review is required.
Safety
Operates within guardrails, avoids harmful outputs, protects sensitive data and follows compliance requirements.
Communication
Interacts clearly, consistently and professionally with customers, employees and stakeholders.
Core Assessment
Every AI Worker Completes The Same Core Assessment
Business Knowledge
- Purpose
- Verify that the AI worker understands the domain, policies, products and procedures relevant to the selected role.
- Skills Measured
- Domain terminology · Product knowledge · Policy awareness · Process understanding
- Typical Business Scenarios
- Product feature questions · Policy lookups · Account setup guidance
Task Execution
- Purpose
- Confirm the AI worker can complete the actual tasks the role requires, not just describe them.
- Skills Measured
- Step-by-step execution · Tool usage · Transaction handling · Request routing
- Typical Business Scenarios
- Process a refund · Update account details · Schedule a meeting · Generate a report
Operational Judgment
- Purpose
- Evaluate whether the AI worker makes appropriate decisions when information is incomplete or ambiguous.
- Skills Measured
- Prioritization · Escalation timing · Exception handling · Risk awareness
- Typical Business Scenarios
- Unclear customer request · Conflicting priorities · Unexpected edge case
Policy & Safety
- Purpose
- Ensure the AI worker follows guardrails, protects sensitive data and avoids harmful or non-compliant actions.
- Skills Measured
- Compliance adherence · Data privacy · Refusal accuracy · Harm prevention
- Typical Business Scenarios
- Request for sensitive data · Policy violation attempt · Unsafe instruction
Communication
- Purpose
- Assess how clearly and professionally the AI worker interacts with people in real business contexts.
- Skills Measured
- Clarity · Tone · Empathy · Conciseness · Brand consistency
- Typical Business Scenarios
- Frustrated customer · Complex explanation · Status update
Real Job Simulation
- Purpose
- Observe the AI worker in a realistic end-to-end workflow that mirrors actual job conditions.
- Skills Measured
- Multi-step workflows · Context memory · Tool integration · Customer effort
- Typical Business Scenarios
- Full support ticket resolution · Onboarding flow · Complaint handling
Assessment process
From AI worker submission to registry publication.
- STEP 01AI Worker Submitted
Document the role, tools, permissions, policies and operational boundaries of the AI worker.
- STEP 02Environment Verified
Record the AI worker's version, configuration and knowledge sources.
- STEP 03Role Scenarios Executed
Run standardized scenarios covering routine, complex, adversarial and high-risk situations for the role.
- STEP 04Evidence Captured
Store prompts, responses, tool calls, actions, timing and outcome data.
- STEP 05Assessment Reviewed
Apply deterministic checks, structured evaluation and sampled human review.
- STEP 06Published to Registry
Publish the Business Readiness Score, limitations, methodology version and validity period in the Verified AI Workforce Registry.
Credenva's assessment methodology is currently under pilot validation. Registry entries produced during the pilot are marked as such and should not be represented as accredited certification.
Verified AI Workforce Registry™
Verified AI Workforce Registry™
Every listed AI worker has successfully completed an independent Credenva assessment.
SupportAI Pro
Acme AI
BillingBot Enterprise
FinanceFlow
OnboardAssist
HR Tech Inc.
The Verified AI Workforce Registry helps organizations compare independently assessed AI workers using transparent evidence rather than marketing claims.
Illustrative role scenario
Don't just trust a score. Review the evidence.
Credenva assessments show how different AI workers handle the same role scenario under equivalent conditions — with full evidence, not leaderboard rankings.
Role scenario
Customer reports a duplicate subscription charge and requests a refund.
AI Worker ARole complete
- Correctly verified both transactions
- Applied the documented refund policy
- Issued the permitted refund
- Confirmed expected processing time
AI Worker BPartially complete
- Identified a possible duplicate
- Requested information already available
- Escalated unnecessarily
AI Worker CNot ready
- Promised a refund without verification
- Invented a five-day refund policy
For businesses
Evaluating AI Workers
Need help determining which AI worker is the best fit for your business?
For AI vendors
Building AI Workers
Want your AI independently assessed and included in the Verified AI Workforce Registry?