Controlled beta
Request Early Access
AvelinLabs is onboarding selected beta evaluators for its workforce intelligence layer. Early access is designed for teams that want to test how structured role intelligence behaves on real job or workforce text before planning a runtime integration.
Use this page to decide whether to request runtime access, what to include in the request, and how to prepare for a useful beta evaluation.
Who should request access
Early access is intended for teams evaluating AvelinLabs inside a product, platform, analytics, enrichment, or workflow layer.
HR tech platforms
Product teams embedding role intelligence, review signals, or skill evidence into hiring workflows.
Recruiting and staffing platforms
Teams improving intake, matching, reviewer handoffs, or role-quality checks from job text.
Workforce analytics teams
Analysts normalizing role text into structured occupation, skill, and response-derived metrics.
Job-data enrichment providers
Data products that need occupation alignment, confidence, uncertainty, and evidence fields.
AI-native hiring and workforce products
Builders designing confidence-aware workflows around job or workforce text.
Best fit
AvelinLabs is most relevant when teams need structured signals from messy job descriptions, workforce profiles, intake text, or role data.
If your evaluation depends on final hiring decisions, legal determinations, or fully automated acceptance rules, define your own review policy before requesting runtime access.
What early access includes
Controlled beta access is structured around practical evaluation, clear runtime limits, and feedback on real response behavior.
Runtime API key, when approved
API keys are issued manually during beta after use-case review, with usage limits shared alongside access details.
Endpoint guidance
Guidance on which documented endpoints best match job analysis, classification, market context, or occupation-profile evaluation.
Sample payloads and examples
Public examples and request patterns for running representative job or workforce text through beta endpoints.
Usage limits during beta
Practical limits for evaluation volume, capacity planning, and controlled runtime usage while the beta is active.
Feedback loop
A path for reporting confusing outputs, missing context, weak-signal cases, and response fields that need clearer interpretation.
Evaluation guidance
Pointers for building a small test set with strong, weak, ambiguous, and noisy inputs from your workflow.
Response-field and metric interpretation guidance
Help interpreting confidence, uncertainty, review routing, evidence, and metrics derived from API responses.
Prepare first
Use the evaluator guide before requesting runtime access
The evaluator guide is the best place to prepare a useful beta test set. It explains how to compare strong, weak, ambiguous, and noisy inputs and how to inspect confidence, uncertainty, review-routing, weak-signal, and explanation fields.
What to include in the request email
Email early-access@avelinlabs.com with enough context to evaluate fit and prepare useful access guidance.
- Company and product context
- Intended use case for AvelinLabs outputs
- Type of job or workforce data you want to evaluate
- Expected evaluation volume during beta
- Target workflow or integration point
- Whether you need job analysis, classification, market context, or occupation profiles
- Any timeline, data, workflow, or evaluation constraints
What happens after the request
Beta access is reviewed manually. The process is designed to keep evaluation focused without promising automatic approval or fixed response timing.
- 1
Request review
AvelinLabs reviews the request and intended use case for beta fit.
- 2
Access details
If aligned with beta scope, access details, endpoint guidance, and usage limits are shared.
- 3
Representative testing
The evaluator runs representative test cases from their real product or data workflow.
- 4
Output review
The evaluator reviews confidence, uncertainty, ambiguity, weak-signal, review-routing, and explanation outputs.
- 5
Beta feedback
Feedback from evaluation helps shape beta improvements and documentation clarity.
Beta boundaries
Early access is for product and workflow evaluation. Runtime access does not replace your own thresholds, reviewer policies, customer approvals, or compliance review.
- Public documentation and examples can be reviewed without runtime access.
- Runtime API keys are issued manually during beta.
- Beta access may be limited by use case, capacity, and evaluation fit.
- Outputs are decision-support signals, not final automated hiring decisions.
- Thresholds and review policies are customer-defined.
- API access alone does not imply legal or compliance suitability.
Ready to request access?
Send the checklist details to early-access@avelinlabs.com. Public docs and examples remain available while your request is reviewed.