Intent-Based Testing: From Business Requirement to Reviewed Automation

Author: Ashwin Kondapalli, Founder & CTO, LoopIQ | Updated: September 30, 2026

Intent-based testing starts from a business requirement, generates a review-only package, requires human approval before records exist, then runs only approved assets as release evidence. Generation does not skip review; passing tests do not authorize a release.

What is intent-based testing?

Deriving cases and automation from a named requirement, then requiring human review before drafts become durable records. Generated tests need human review. LoopIQ release certification is internal governance for audit review—not regulatory certification.

Why do suites drift from the requirement?

Intent loss: suites without work links, unreviewed scripts, evidence stuck in CI. Restore: name intent → review-only package → approve and create → approve assets → run → attach evidence. See release readiness checklist.

How this works in LoopIQ

Test Automation: select work item, generate, review Package history (Approve and create), Approve asset, run, and use evidence in the Release Compliance Dossier. Docs: Use Test Automation. Atlassian sync is supported (product notes). Pricing $4.99/user/month.

FAQ: quick answers

Skip human review? No—approve package and assets before execution.

Do passing tests authorize release? No—they inform readiness under policy.

Regulatory certification? No—release certification is internal governance only.

See a requirement become reviewed tests and execution evidence

Book a demo: https://meet.brevo.com/ashwin-kondapalli · Companion: Test Results to Release Evidence · Continuous Compliance