Skip to content
Rivac AI Labs
Testing & Quality Assurance

Test Results Analyzer

Plenty of teams run thousands of automated tests and still can't say with confidence what their coverage actually protects, because raw pass/fail output and a coverage percentage don't tell you where the real risk sits. This service turns test-suite output into an actual quality signal: triaging flaky tests, mapping coverage against business risk instead of line count, and surfacing what the numbers are hiding. It's for engineering leads who suspect their test suite is more theater than safety net. The result is a dashboard and a gap report that tell you exactly where to invest testing effort next, not just how many tests passed.

This is a capability we deliver for you as a service, not a role we’re hiring for.

How We’d Approach This

A clear, staged plan, not a black box

These are the service-specific steps inside our six-step process.

  1. 1

    Pull existing test-suite output and coverage reports to find where signal is being buried or ignored.

  2. 2

    Run automated analysis across the last several build cycles to surface genuinely flaky tests and true coverage gaps.

  3. 3

    Review the findings with the dev team to prioritize which gaps actually carry business risk.

  4. 4

    Wire ongoing analysis and reporting into CI so every build produces a readable, trusted quality signal.

What You Get

Deliverables from this engagement

  • Test coverage gap report prioritized by business risk, not raw percentage
  • Flaky-test inventory with root-cause notes
  • Automated test-results dashboard tied into CI
  • Documented quality-signal thresholds for pass/fail decisions
  • Trend report tracking coverage and pass rate over time

Six Ways We Could Architect This

Different engagement, different build, pick the shape that fits

There’s more than one way to deliver on this service. Browse a few of the ways we’d structure the work, depending on your speed, budget, and integration needs.

Read all 6 architectures as text

Lean Fast-Start Architecture

Test Output Ingestion

  • CI Pipeline Run
  • JUnit XML Export
  • Coverage LCOV Export

Local Processing

  • Parsing Script
  • Flaky Test Detector
  • Coverage to Risk Mapper

Output Layer

  • Risk Weighted Coverage Table
  • Quality Dashboard Sheet
  • Gap Report Draft

Delivery

  • Engineering Lead Review
  • Prioritized Test Investment List
  • Shared with Team

Cloud-Native / Managed Services Architecture

Managed CI Runners

  • GitHub Actions Workflow
  • Test Result Artifacts
  • Coverage Report Artifacts

Managed Test Analytics

  • Hosted Test Reporting Service
  • Historical Trend Database
  • Flaky Test Scoring Engine

Risk Mapping Layer

  • Business Risk Tagging Service
  • Coverage vs Risk Data Warehouse

Delivery Layer

  • Managed BI Dashboard
  • Automated Gap Report Export
  • Stakeholder Notification Service
  • Engineering Leadership Portal

Event-Driven & Automation-First Architecture

Triggers

  • Test Suite Run Completes
  • CI Webhook Fired
  • Nightly Full Regression Run
  • Scheduled Trigger

Automation Layer

  • Auto Parse Test Results
  • Auto Flaky Test Classifier
  • Auto Coverage Diff Calculator

Review Gate

  • Coverage Regression Detected
  • Auto Flag Build for Review
  • Auto Update Quality Dashboard

Delivery

  • Slack Notification to Team
  • Auto Generated Weekly Gap Digest
  • Published Risk Report

Enterprise-Grade & Compliance-Ready Architecture

Governance Layer

  • Test Quality Standards Policy
  • Coverage Threshold Policy
  • Access Control for Test Data

Secure Ingestion

  • Access Controlled CI Artifact Store
  • Role Based Analyst Access
  • Versioned Test History Database

Auditable Analysis

  • Coverage to Risk Mapping
  • Independent QA Review Checkpoint
  • Flaky Test Remediation Log

Compliance Delivery

  • Redundant Multi Region Backup
  • Audit Trail Export
  • Signed Off Gap Report
  • Retention Schedule for Test Data

AI-Augmented, Human-in-the-Loop Architecture

Data Ingestion

  • Raw Test Run History
  • Codebase Risk Signals

AI Analysis Layer

  • AI Flaky Test Classifier
  • AI Coverage to Business Risk Mapper
  • Draft Gap Report

Human in the Loop

  • QA Lead Review Session
  • Risk Priorities Actually Correct
  • Flag Corrections to AI Model
  • Human Approved Gap Report

Delivery

  • Published Quality Dashboard
  • Prioritized Remediation Backlog
  • Handoff to Engineering Leads

Integration-Heavy / Ecosystem-Connected Architecture

Client Systems

  • Client CI CD Pipeline
  • Source Code Repository
  • Jira Issue Tracker

Analysis Core

  • Test Results Analysis Engine
  • Coverage Risk Model
  • Gap Report and Dashboard

Two Way Sync Layer

  • Jira Ticket Auto Creation
  • Slack Channel Sync
  • Engineering Backlog Tool
  • Team Communication Platform

Shared Governance

  • Joint Review with Engineering Leads
  • Published Quality Report

More in Testing & Quality Assurance

  • Performance Benchmarker

    Speed and load testing for performance tuning and capacity validation.

  • API Tester

    API validation and integration testing across endpoints.

  • Tool Evaluator

    Independent technology assessment and tool-selection recommendations.

  • Workflow Optimizer

    Process analysis that finds efficiency gains and automation opportunities.

Ready to get started?

Tell us what you’re trying to get done and we’ll help you find the highest-leverage place to start, scoped small enough to prove itself before you commit to anything bigger.

Talk to us about Test Results Analyzer

Most engagements like this start as a $500–$2,500 pilot, see full pricing.

Questions? Book a free call