Zero
manual scripting required — tests authored autonomously from natural language
Enterprise QA & Test Engineering / Product
Eclaire: Gen AI Agentic Test Automation Platform
How Anthra AI designed and built Eclaire — a Gen AI agentic platform that autonomously authors, executes, and self-heals test cases, eliminating manual QA scripting and brittle regression cycles.
Gen AI Agentic Test Automation — Zero Scripting. Self-Healing. Continuous Quality.
At a glance
Self-healing
test engine that auto-updates on UI and API changes
↓ Dramatically
regression cycle time — enabling continuous quality gates in CI/CD
The challenge
Constraint 01
QA teams were drowning in manual test authoring, brittle scripts, and slow regression cycles. As product complexity grew, test coverage lagged behind release velocity — creating quality risk at every sprint.
Constraint 02
Traditional automation tools required deep scripting expertise and constant maintenance, making scalable QA a bottleneck rather than an enabler. Every UI change broke existing test suites, triggering expensive maintenance spirals.
Constraint 03
Engineering and QA teams needed a fundamentally different approach — one that could understand application behaviour, generate test coverage autonomously, and adapt to product changes without human intervention at every step.
The approach
Decision 01
We designed Eclaire as a fully agentic platform — one that understands application behaviour through natural language specifications and live UI traversal, generating complete test suites without any manual scripting required.
Decision 02
The agentic test authoring engine reads natural language requirements and explores the live application interface to construct contextually accurate test cases — covering functional flows, edge cases, and API interactions autonomously.
Decision 03
We built a self-healing test engine at the core of Eclaire — continuously monitoring UI and API changes and automatically updating affected test cases, eliminating the maintenance burden that kills traditional automation programmes.
Decision 04
Eclaire was integrated natively into CI/CD pipelines via Kafka-driven event triggers and Kubernetes-orchestrated execution on GCP — enabling continuous quality gates at every commit without adding friction to release velocity.
The outcome
Eclaire eliminated the need for manual test scripting entirely — QA teams could now achieve broad test coverage directly from natural language requirements and live UI exploration, with no scripting expertise required.
The self-healing engine absorbed UI and API changes automatically, ending the maintenance spiral that had historically consumed the majority of QA engineering time in traditional automation programmes.
Regression cycles that previously took hours or days were dramatically compressed — enabling continuous quality gates within CI/CD pipelines and allowing engineering teams to ship at sprint velocity without quality risk.
Zero
manual scripting — full test suites generated from natural language
Self-healing
auto-adaptation to UI and API changes without human intervention
↓ Cycle time
regression runs compressed to enable continuous CI/CD quality gates
Tech stack used
GoKafkaMongoDBPlaywrightReactTypeScriptTailwind CSSTanStack RouterTanStack QueryMicroservicesRedisKubernetesGCPGeminiGroq
Lessons
Agentic test automation succeeds when the system owns the full loop — authoring, execution, and healing — not just one phase. Partial AI assistance still leaves maintenance burden with humans. Full autonomy is what unlocks QA as an engineering multiplier.
FAQ
How does Eclaire author test cases without manual scripting?
Eclaire's agentic engine reads natural language requirements and explores the live application UI to construct contextually accurate test cases autonomously — no step definitions, no script templates, no human authoring required.
How does the self-healing engine know what changed?
Eclaire continuously monitors UI structure and API contracts. When a change is detected, the engine identifies affected test cases, re-evaluates the relevant flows, and updates the test logic automatically — without requiring a human to triage or rewrite.
How does Eclaire integrate with existing CI/CD pipelines?
Eclaire integrates via Kafka-driven event triggers and Kubernetes-orchestrated execution on GCP — slotting into existing pipelines as a continuous quality gate without requiring teams to change their release or deployment workflows.
Make QA a multiplier, not a bottleneck
Eclaire autonomously authors, executes, and self-heals your test suite — so your team ships at sprint velocity without quality risk.
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