Production-Grade AI for Enterprise Quality Engineering

DWS brings 25 years of software testing and quality engineering expertise to AI, helping organizations accelerate automation, improve software quality, and scale testing efficiently. From AI-powered test generation and validation to enterprise AI integration and governance, we deliver practical AI solutions built for real-world software development environments.

25+

Years of Testing & Enterprise Software Expertise

Global Delivery Teams

Across Multiple Regions

ISO/IEC 27001

DWS ISO certification sets the security standard across group development

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TestArchitect + AI Genie

TestArchitect Platform
AI Genie Platform

AI Testing Services

AI-Powered Test Automation

AI-Powered Test Automation

From manual test description to ready-to-run automation - grounded in your real test assets.

• Convert manual test cases to automated tests in plain English
• Hybrid LLM + custom SLM
• Self-healing locators

Data Training Services

Data Training Services

We make AI fluent in your domain - not just AI in general.

• Analyze existing test assets, action libraries
• Build domain-specific datasets
• LoRA fine-tuning specialized for your stack

Data Validation & AI Governance

Data Validation & AI Governance

AI you can trust, audit, and defend to your compliance team.

• Validate AI-generated tests with SMEs in the loop
• Quality scoring, error analysis, governance reports
• Bias, hallucination checks

AI Agent Testing Services

AI Agent Testing Services

The AI testing your software needs testing too. We have the methodology.

• Test AI agents for reliability, consistency
• Hallucination rate measurement
• Prompt injection and adversarial input testing

Custom Model Development

Custom Model Development

Bespoke AI tuned for your industry, your data, your compliance.

• Custom SLMs trained on your data
• LoRA adapter management
• Continuous training pipelines integrated

On-Prem Deployment & Integration

On-Prem Deployment & Integration

Your AI, Your environment. Your data never leaves.

• Deploy on-prem, private cloud, or air-gapped
• CPU-friendly - no GPU farm required
• Integration with your CI/CD, IdP

Why Our AI Approach Works

Built for Production, Not Demonstrations

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Hybrid LLM + SLM Architecture

Combine the reasoning power of large language models with the precision and efficiency of domain-trained small language models.

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Retrieval-Augmented Generation (RAG)

Ground AI outputs using your actual assets, documentation, and testing knowledge.

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Human-in-the-Loop Governance

Maintain transparency, oversight, and accountability throughout the AI lifecycle.

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Agentic AI Architecture

Specialized agents collaborate to perform analysis, generation, validation, and optimization tasks.

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Engagement Model

From discovery to scale - a low-risk, three-phase path to production AI.

At DWS, we follow a structured process to ensure that your AI solutions are built efficiently, are scalable, and deliver long-term value.

01

Discovery

1-2 weeks

Workshop with your QA and engineering leaders. Audit existing assets, action libraries, framework readiness. Deliverable: one-page assessment + scoped pilot proposal.

02

Pilot

30-60 days

Shadow pilot on one product area. Deploy AI Genie, run data training, generate and validate alongside your suite. Real metrics from your environment.

03

Scale

Ongoing

Expand to more teams. CI/CD integration. Continuous training. AI Agent Testing activated. Enablement workshops for ownership.

Ready to Accelerate Quality Engineering with AI?

Discover how production-grade AI can accelerate automation, improve coverage, and help your teams deliver quality at scale.

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