--- source_url: "https://dkdsystems.com/?utm_source=openai" title: "DKD Systems — Boutique QA Consultancy | AI Quality Engineering & Playwright Automation" mirrored_at: 2026-08-28T13:02:21.451Z host: dkdsystems.com cited_in_42a: true mirror_canonical: "https://index.42a.ai/dkdsystems.com/index__q__utm_source_openai" --- > **Original source:** https://dkdsystems.com/?utm_source=openai Ranked #1 globally — BrowserStack Breakpoint 2026Accepting Q3 Engagements ## AI Quality Engineering & Enterprise Playwright Automation. Specializing in LLM Evaluation, Chatbot Testing, and Enterprise-Grade Playwright Automation. DKD Systems builds systems that let SaaS teams ship daily with zero-anxiety releases. 83% faster regressions20x velocity gain99%+ release success across 20+ deployments [Claim Your Free Diagnostic Review](https://calendly.com/dipendra-dkdsystems)[View Proven Results](#case-studies) Available immediately · B2B contracts via DKD Systems · Deel / Remote / Wise accepted ISTQB Certified DeepEval · LLM Testing Impact ## Career Achievements Quantified outcomes across 5+ years of quality engineering in semiconductor, healthcare, and SaaS domains. These numbers represent real engagement outcomes. 📊 Proven Track Record (Across Engagements) 83% regression runtime cut·20x velocity gain·99%+ release success rate The Problem ## The Cost of Poor Quality Every week without proper quality engineering costs your company in bugs, delays, and customer trust. What We Deliver ## Services & Engagements Eight service lines for teams that need enterprise-grade quality engineering — from framework builds to full transformation. Eliminate testing bottlenecks and reduce release cycle time. We assess your current quality infrastructure, identify the root causes of slow delivery, and build a clear roadmap to faster, more confident releases. →Quality infrastructure audit with severity scoring →Release cycle improvement roadmap →Architecture redesign for maintainability →CI/CD quality gate integration →Flaky test elimination strategy Faster ReleasesReduced DefectsCI/CDAutomation Connect over a call for project scope & understanding Most Requested Go from zero automation coverage to 95%+ critical workflow coverage. Auto-waiting eliminates 60% of flaky tests, parallel sharding cuts regression from 4 hours to 45 minutes (83% reduction), and Trace Viewer debugs failures in 2 minutes instead of 2 hours. →Production-grade framework with full coverage →API mocking & integration testing layer →Parallel execution for fast feedback →Visual regression catching UI defects →Automated reporting & team notifications →Full handover documentation & training (up to 15 engineers) 95% Coverage83% FasterCI/CD ReadyVisual Testing ⚡ Playwright Superpowers: Auto-Waiting · Parallel Sharding · Visual Regression · API Mocking · Trace Viewer Connect over a call for project scope & understanding Fractional engagement where we join your team as senior QA architects — attending standups, reviewing PRs, owning test strategy, and mentoring your engineers. 10–20 hours per week. Flexible across US / EU / APAC time zones. →Test strategy ownership & roadmap →Code review & framework evolution →Sprint-aligned delivery with your team →DORA metrics setup & quality dashboards →Engineer mentoring & upskilling Fractional10–20 hrs/wkStrategyMentoring Connect over a call for project scope & understanding Comprehensive API testing frameworks covering REST, GraphQL, and microservices architectures. Contract testing, schema validation, and CI/CD-integrated quality gates for backend reliability. →REST + GraphQL test framework →Contract testing with schema validation →Authentication & authorization flows →Performance benchmarking integration →CI/CD quality gate setup REST AssuredPostmanGraphQLNewman Connect over a call for project scope & understanding 10x your test coverage without hiring. AI-driven test generation, intelligent defect analysis, and self-healing automation that adapts as your product evolves. Delivered 25% coverage gain with zero headcount increase. →Requirement-to-test generation pipeline →Intelligent coverage gap analysis →Self-healing automation integration →AI-powered defect root cause analysis →Team training on AI-assisted workflows 10x Output+25% CoverageSelf-HealingAI Connect over a call for project scope & understanding End-to-end transformation from manual QA to automated quality engineering. Shift-left strategy, testing pyramid implementation, and DORA metrics setup for engineering leadership visibility. →Current-state QA maturity assessment →Shift-left transformation roadmap →Testing pyramid implementation →DORA metrics & quality dashboards →Team training & process documentation Shift-LeftDORAStrategyTransformation Connect over a call for project scope & understanding Load, stress, and spike testing with k6, JMeter, and Gatling. Real-time Grafana dashboards, SLA enforcement, and CI/CD-integrated performance gates that prevent costly production incidents. →Load & stress test scenario design →k6/JMeter/Gatling framework setup →Real-time Grafana dashboards →SLA threshold enforcement →CI/CD performance gate integration k6JMeterGatlingGrafana Connect over a call for project scope & understanding Quality gates, deployment confidence scoring, and release automation that let engineering teams deploy daily with zero-anxiety. Built-in rollback safeguards and release health monitoring. →Quality gate configuration →Release confidence scoring →Automated rollback triggers →Deploy health monitoring →Release cadence optimisation CI/CDGitHub ActionsQuality GatesDORA Connect over a call for project scope & understanding NDA-ready from day one US / EU / APAC time zones Deel · Remote · Wise · Invoice accepted Available immediately Engagement Models ## Investment & Engagement Models Investment-grade quality engineering, priced for the outcomes delivered. Every engagement follows the Zero-Flake Protocol™ and includes milestone-based billing. ### 🔍 Decision Sprint Spend 5 days with us diagnosing your quality stack. If you don't see a clear path to 80%+ faster releases, we refund the fee. If you do, we credit it against your build. Zero risk. $3,500 ↗ Fully creditable toward your Automation Build Timeline: 5 business days Full-stack quality infrastructure audit with severity scoring Flakiness root-cause analysis across your existing suite Prioritised 90-day automation roadmap with ROI projections CI/CD pipeline efficiency assessment 60-minute findings walkthrough with your engineering leadership Ideal for: Series A–B SaaS (20–80 engineers) needing clarity before committing to a full automation build. [Claim Your Free Diagnostic Review](https://calendly.com/dipendra-dkdsystems) 💳 Milestone billing: 30% / 40% / 30% Most Requested ### Automation Build A production-grade automation framework built, integrated into CI/CD, and handed over to your team — not a proof-of-concept that breaks in week two. $12,000–$25,000 ↗ Average client sees 8x–10x ROI within 12 months Timeline: 6–12 weeks End-to-end framework architecture and implementation (Playwright/Cypress) CI/CD integration with parallel execution and quality gates 95%+ critical-path coverage with zero-flakiness guarantee Team training workshop (up to 15 engineers) + full documentation 30-day post-delivery support window for stabilisation Ideal for: Series A–C SaaS (30–150 engineers) shipping weekly or trying to, with less than 50% automated coverage today. [Claim Your Free Diagnostic Review](https://calendly.com/dipendra-dkdsystems) 💳 Milestone billing: 30% / 40% / 30% ### AI/LLM Evaluation Sprint Your AI chatbot or LLM-powered feature is live (or launching soon) and you need confidence that it won't hallucinate, leak data, or go off-brand. $4,500 ↗ Prevents costly AI incidents before they reach users Timeline: 2 weeks DeepEval setup with hallucination rate analysis Multi-turn chatbot test suite (5+ conversation flows) Faithfulness & RAG evaluation pipeline Prompt regression baseline report CI/CD AI quality gates integration Ideal for: Teams shipping AI/chatbot features that need quality confidence before (or after) go-live. [Claim Your Free Diagnostic Review](https://calendly.com/dipendra-dkdsystems) 💳 Milestone billing: 30% / 40% / 30% ### Fractional QA Architect Senior QA leadership embedded in your team — owning strategy, reviewing PRs, mentoring engineers. A full-time Staff SDET costs $18k–$25k/month. You get the same strategic leadership for 70% less. $6,000/mo ↗ Save $12k–$19k/month vs. a full-time hire Timeline: 3-month minimum 10–20 hours/week of embedded QA architecture leadership Sprint-aligned delivery with your engineering cadence DORA metrics setup and release health dashboards Framework evolution and scaling as your product grows Monthly strategy review with engineering leadership Ideal for: Series B–C SaaS (50–200 engineers) that has a framework but no senior QA leader to scale it. [Claim Your Free Diagnostic Review](https://calendly.com/dipendra-dkdsystems) 💳 Milestone billing: 30% / 40% / 30% ### Ongoing AI Quality Retainer Your AI models update frequently and you need continuous regression testing, prompt monitoring, and hallucination reports as your model evolves. $5,000/mo ↗ Prevents model regressions from reaching production Timeline: Monthly Continuous AI regression testing on every model update Prompt version monitoring & drift detection Weekly hallucination & faithfulness reports Toxicity & bias scanning on new training data Priority Slack support for AI quality incidents Ideal for: Companies with production AI that updates models regularly and cannot afford quality regressions. [Claim Your Free Diagnostic Review](https://calendly.com/dipendra-dkdsystems) 💳 Milestone billing: 30% / 40% / 30% ### Included in Every Engagement Mutual NDA from Day One Your codebase, architecture, and business context are protected before any work begins. Async-First Communication Daily progress updates via Slack/Teams/Loom. No timezone friction. Complete Documentation Every decision, architecture choice, and implementation detail documented for your team. Post-Engagement Support 14–30 day support window after delivery for questions, bug fixes, and stabilisation. ### Common Questions #### What are the payment terms? Milestone-based billing: 30% at kickoff, 40% at mid-delivery, 30% at handover. Monthly retainers are invoiced at the start of each month. We accept wire transfer, Wise, Deel, and Remote platform payments. Contracts are a straightforward 2-page SOW with clear deliverables and timelines. #### What happens if scope changes mid-engagement? If the change is minor (under 10% of original scope), we absorb it. For larger changes, we send a brief change order with revised timeline and cost before proceeding. You are never surprised by a bill. If we discover the original scope was wrong during the Diagnose phase, we will tell you before charging for implementation. #### How quickly can work start? Decision Sprints can begin within 3–5 business days of contract signing. Automation Builds typically start within 1–2 weeks depending on current engagement load. We maintain a maximum of 2 concurrent clients to protect delivery quality. #### Is the Decision Sprint refundable? Yes. If after 5 days you don't see a clear path to 80%+ faster releases, we refund the full fee. If you proceed with an Automation Build, the $3,500 is credited toward your build investment. Zero risk either way. #### This is for you if... - You are a VP Engineering or CTO at a SaaS company with 20–200 engineers - Your team is shipping weekly (or trying to) and test failures are blocking releases - You have budget allocated for quality infrastructure ($15k+) — not looking for a free trial - You want a system your team owns after handover, not a dependency on an external consultant #### This is not for you if... - ✕You are looking for the cheapest manual testers offshore - ✕You have no development team and expect us to write all your code - ✕You have a budget under $5k and need a "quick fix" - ✕You are an agency wanting to white-label our work under your brand The Zero-Flake Protocol™ ## How Results Actually Get Built Most automation projects fail because they start coding on day one. This protocol sequences four phases in a specific order — each de-risking the next — so you get a system that holds under pressure, not a demo that breaks in production. 01 ### Diagnose Audit your entire quality stack and score every gap by revenue impact. ✓ Audit report in 5 business days with ROI projections 02 ### Architect Design the framework, execution model, and CI/CD integration before code is written. ✓ Guaranteed 80%+ regression runtime reduction 03 ### Automate Build and stabilise production-grade test suites that pass 50 runs clean. ✓ 50 consecutive clean runs before handover 04 ### Scale Transfer ownership to your team with training, dashboards, and advisory support. ✓ Team ships 20+ new tests independently within 2 weeks This protocol works because it inverts the typical automation engagement. Most consultants ship tests first and debug flakiness later. The Zero-Flake Protocol front-loads architecture decisions using AI-augmented coverage analysis to identify the 20% of test scenarios that protect 80% of revenue paths. Only after the architecture is validated against your actual deployment pipeline does implementation begin. Every engagement follows this sequence. No phase is skipped. That is why the results hold. Case Studies ## Real Results, Real Impact Before & after outcomes from enterprise quality engineering engagements. Philosophy ## What We Believe About Quality Engineering ### Test count is a vanity metric. A 200-test suite with zero flakiness will protect your releases better than a 2,000-test suite with 15% intermittent failures. Every flaky test is a trust debt your team pays on every single build. ### Manual QA is not a budget line — it is a speed tax. The $180K you spend on three manual testers is not a QA cost. It is the price of not having invested $25K in an automation system that runs in 45 minutes what they validate in 4 hours. ### Your automation should make the consultant unnecessary. Any framework that requires us to maintain it after handover is a framework we built wrong. The measure of our work is what your team ships independently six months after we hand over the framework. AI Testing Lab ## The Future of Quality Engineering Built a DeepEval + Playwright framework that reduced manual AI validation time by 70% and caught hallucinations pre-deployment. AI-augmented testing workflows that give lean QA teams 10x leverage. 🏆Recent AI QA Achievement Engineered an AI Chatbot Testing Framework using DeepEval and Playwright for a multi-turn conversational AI. Automated hallucination detection and faithfulness checks, reducing manual AI validation time by 70% and ensuring 99% response accuracy before deployment. Built with DeepEval · Promptfoo · LangSmith · Claude API · MCP Workflows · GitHub Copilot Testimonials ## Results, Verified. What engineering leaders say about working with me. “Before DKD Systems, our regression suite took 4 hours and failed randomly 3 out of 5 runs. Engineers had stopped trusting it — they would just deploy and hope. Dipendra rebuilt the entire Playwright infrastructure in 8 weeks. Regression now runs in 45 minutes with a 99.2% pass rate. We went from weekly releases to shipping daily. The $200K we saved in manual QA costs paid for the engagement 8x over. If your test suite is a bottleneck and not a safety net, talk to him.” Marcus Thompson VP Engineering · HealthTech SaaS (US) · 100K+ Users Credibility ## Trust & Authority Industry recognition, certifications, and proven delivery across enterprise environments. 5000+ Automated Tests Delivered 50+ Framework Deliveries 83% Regression Reduction 1000+ Defects Prevented ### BrowserStack Breakpoint 2026 Global Leaderboard #1 ### ISTQB CTFL Certified Foundation Level ### Anthropic AI Fluency Claude & Prompt Engineering ### Published Researcher GIJET 2022 — AI GUI Testing ### Open Source Contributor Playwright frameworks & tools ### Community Leadership QA mentoring & knowledge sharing Let's Talk ## Every week without automation is a week you shipped scared. DKD Systems takes on a maximum of 2 new clients per quarter to protect delivery quality. Q3 2026 has one slot remaining. The engagement starts with a 30-minute diagnostic call — no pitch, no pressure. But every sprint that passes with a flaky pipeline is a sprint your team spent more time investigating false failures than shipping features. [ Claim Your Free Diagnostic Review calendly.com/dipendra-dkdsystems · 30 min · Free ](https://calendly.com/dipendra-dkdsystems) Currently Accepting Engagements → Accepting: 1 new engagement for Q3 2026 → Next availability: Q4 2026 (waitlist open) → Response time: under 24 hours for all enquiries #### What is DKD Systems? DKD Systems is a boutique QA consultancy specializing in AI Quality Engineering, LLM Evaluation, and Enterprise-Grade Playwright Automation for SaaS, Healthcare, and AI-first companies globally.