Autonomous Enterprise QE Platform

Autonomous Quality Engineering
at Enterprise Scale

VibeTestQ unifies AI-native QA products with 21+ years of engineering mastery — delivering repository-native test automation, 4-tier runtime self-healing, and zero-drift CI/CD for modern enterprise teams.

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21+ Years QE Mastery
200+ Enterprise Engagements
10k+ Engineers Upskilled
847 AI-generated tests today
TAMASH Platform
Live
98.4%
Quality Score
+2.1% this sprint
2,847 Tests Generated
99.1% Pass Rate
34ms Avg. Heal Time
user-login-flow.spec.ts 1.2s
checkout-workflow.spec.ts 2.4s
dashboard-widgets.spec.ts Self-healed
api-integration.spec.ts Running...
Zero failures across last 3 releases

Seamlessly integrates with your existing enterprise engineering & CI/CD toolchain

GitHub Actions
GitLab CI/CD
Jenkins
Azure DevOps
Playwright
Cucumber BDD
Selenium
Atlassian Jira
Claude Code & Cursor
Model Context Protocol (MCP)
TAMASH Enterprise Platform

AI-Native QA Products for Enterprise Teams

A comprehensive suite of intelligent tools that modernize every layer of your quality engineering pipeline.

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AI Agent

TAMASH GenEx Agent

Generator & Executor Agent

  • Autonomous test suite generation
  • Codebase-aware AI intelligence
  • Continuous test evolution
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Test Mgmt

TAMASH QE

Repo Native Test Management

  • Git-native test organization
  • Zero-overhead workflow integration
  • Single source of truth for tests
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Self-Healing

TAMASH Playwright

Self-Healing & Maintenance Agent

  • Auto-resolves broken locators
  • Built-in UI change resilience
  • Eliminates manual maintenance
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Analytics

TAMASH Reporting

Reporting & Dashboard

  • Real-time quality metrics
  • Executive-ready dashboards
  • Defect trend analytics
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Admin

TAMASH Admin Portal

Licensing Admin Portal

  • Centralized license governance
  • Role-based access control
  • Enterprise compliance ready
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Architectural Innovation

The Repository IS the Quality Layer

Traditional test automation forces QA into external databases that drift from developer code. TAMASH unifies test definitions, fixtures, and self-healing directly into Git.

Legacy Enterprise QA

The Disconnected QA Silo

Tests live in isolated SaaS platforms and web databases, completely detached from feature branches.

  • Out-of-Sync Databases: Branching application code leaves tests behind in TestRail/Zephyr.
  • Heavy DevOps Overhead: Running ReportPortal or qTest requires dedicated Kubernetes clusters, Postgres DBs, and $30k+/yr upkeep.
  • 40% Sprint Maintenance Tax: Minor DOM and CSS changes break brittle selectors, stalling release trains.
  • Manual Code Patching: Engineers waste hours manually hunting and editing broken XPaths.
Result: Fragile automation suites that developers distrust and bypass under release pressure.
TAMASH Architecture

100% Repository-Native Parity

The repository is the single source of truth. Every scenario, step, and test fixture lives as plain files in Git.

  • Git Branching Parity: Tests branch, version, and merge alongside feature code in the exact same Pull Request.
  • $0 Server Maintenance: Living test status, trace reports, and metrics live directly in Git CI artifacts.
  • Autonomous 4-Tier Healing: Broken locators heal dynamically at runtime in <35ms with zero false passes.
  • Automated AST Code PRs: apply-heals opens clean Git PRs with semantic Playwright locators (Zero XPath).
Result: Continuous green CI/CD pipelines with zero maintenance drag and total developer confidence.
Runtime Resilience

4-Tier Autonomous Self-Healing Engine

When UI elements change, TAMASH resolves the target locator instantly across 4 cascading tiers before your test pipeline ever fails.

Tier 1

Accessibility Tree

< 1ms Resolution

Matches semantic ARIA tree, roles, accessible names, and label relations. 100% deterministic and free of AI token cost.

getByRole / getByLabel
Tier 2

Multimodal Geometry

~12ms Resolution

Analyzes relative container geometry, bounding box proximity, and screen layout coordinates to re-identify moved elements.

Spatial Proximity Index
Tier 3

Fuzzy Lexical

~20ms Resolution

Levenshtein distance matching that absorbs button copy shifts, text casing adjustments, and placeholder micro-copy changes.

Fuzzy Distance ≥ 0.88
Tier 4

System-One AI

~34ms Resolution

Narrow-scope semantic inference when confidence exceeds 0.80. Safely falls back if ambiguity exists to prevent incorrect clicks.

Confidence Threshold 0.80

The Non-Invasive Assertion Guarantee

TAMASH heals navigational actions (clicks, fills, selections) to keep CI pipelines running, but NEVER alters test expectations or assertions (expect()). This mathematically guarantees zero false passes, preserving total enterprise test integrity.

Developer Experience

Built for Git & Coding Agents

Experience how TAMASH integrates into your terminal, PR checks, and AI coding assistants like Claude Code and Cursor.

AST Code Patching: Pull Request #148 Generated # steps/pages/checkout.page.steps.ts — Permanent clean fix (Zero XPath) export class CheckoutPage { async submitOrder() { - await this.page.locator('div.actions-wrap > button.btn-checkout-v2').click(); + await this.page.getByRole('button', { name: 'Complete Purchase' }).click(); // [tamash-heal] Replaced brittle selector with semantic role locator (Tier 1 ARIA, 28ms) await expect(this.page.getByTestId('order-confirmation')).toBeVisible(); } }
$ npx tamash check --branch feature/payment-intent > Analyzing git diff against main [5 files modified, 142 additions, 38 deletions] [IMPACT] Step catalog mapping identified 3 affected feature files: • features/checkout/payment-flow.feature (Scenarios: @TC-PAY-01, @TC-PAY-04) • features/account/saved-cards.feature (Scenarios: @TC-CARD-12) > Skipping 248 unaffected scenarios (Savings: 42 minutes CI run time) > Running 3 impacted scenarios in real Playwright browser... ✔ 3 passed, 0 failed, 1 self-healed in 14.2s. Ready for PR merge!
.tamash/traceability.json — Living Compliance Graph { "requirement": "JIRA-8941: Stripe Intent Webhook Idempotency", "scenarioId": "@TC-PAY-01", "featureFile": "features/checkout/payment-flow.feature:18", "stepImplementation": "steps/pages/checkout.page.steps.ts:42", "latestRunStatus": "PASSED", "healAudit": { "tier": "Tier 1 ARIA", "latencyMs": 28, "pr": 148 }, "complianceSignature": "ed25519:7a4b89f02c... verified" }
Enterprise Comparison

How TAMASH Stands Apart From Legacy QA Tools

See why modern engineering organizations are replacing legacy test management and heavy test servers with TAMASH.

Capability & Architecture Legacy QA (TestRail, Zephyr, ReportPortal) TAMASH Enterprise Platform
Test Maintenance & Flakiness ✘ Up to 40% of sprint capacity lost keeping brittle tests green ✔ Autonomous 4-Tier Runtime Self-Healing (<35ms, 0 false passes)
Repository & Branch Parity ✘ Disconnected external databases; test definitions constantly drift from feature code ✔ 100% Repository-Native; tests branch and merge with code in the same PR
Permanent Code Patching ✘ Manual selector hunting; or proprietary runtime proxies with vendor lock-in ✔ apply-heals AST engine automatically opens clean Git PRs (Zero XPath)
Reporting & Infrastructure Cost ✘ $30,000–$60,000/yr for dedicated ReportPortal/Zephyr database servers & maintenance ✔ $0 Server Footprint; lightweight dashboards run serverless in CI artifacts
AI Coding Assistant Integration ✘ Zero native integration; closed systems inaccessible to coding agents ✔ Built-in tamash-mcp server empowering Claude Code, Cursor, and IDE agents
Licensing & Air-Gapped Security ✘ Requires continuous internet connectivity and exposes telemetry metadata to cloud ✔ 100% Air-Gapped on-premise operation with Ed25519 cryptographic license keys
Security & Governance

Enterprise-Grade Security Built-In

Engineered for banking, healthcare, and security-critical enterprises with strict data sovereignty mandates.

100% Air-Gapped Ready

Runs entirely inside your private VPC or on-premise infrastructure. Zero external telemetry or outbound code calls required.

Ed25519 Cryptographic Keys

Cryptographically signed offline license validation and concurrency tokens managed via the TAMASH Admin Portal.

Read-Only Agent Guardrails

Autonomous exploration agents operate under strict safety constraints — never executing destructive clicks like Delete, Save, or Logout.

Living SOC2 & ISO Audit Trail

Every test execution, manual checklist signoff, and self-heal is version-controlled with immutable Git commit signatures.

Why VibeTestQ

The QE Company Built for Enterprise

We combine 21+ years of deep QA expertise with AI-native products — giving your teams both the tools and the knowledge to lead in quality engineering.

AI-Native from Day One

Every TAMASH product is built with generative AI at its core — not bolted on as an afterthought. Intelligence that adapts and evolves with your codebase.

21+ Years of QE Mastery

Deep domain expertise built through 200+ enterprise engagements, 500+ classroom trainings, and 50+ keynotes across the global QA engineering community.

Products + Training Partnership

We deliver enterprise tools and expert training together — creating a compounding quality advantage that compounds over time for your entire organization.

21+ Years of Industry Leadership
10k+ QA Professionals Trained
200+ Corporate Engagements
500+ Classroom Trainings
50+ Seminars & Keynotes
Corporate & Open Programs

Upskill Your QA Team with Expert-Led Training

Customized GenAI QA training programs for your enterprise — aligned to your tech stack, timelines, and quality transformation goals. Available as open enrollment or dedicated corporate batches.

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4 Specialized
Curricula
200+ Corporate
Batches
10k+ Professionals
Trained
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