AI Engineering

AI systems engineered for safety, governance, and production readiness
Overview

Building AI systems that earn trust and deliver value

Deploying AI without engineering discipline creates governance and auditability risks. Models drift, hallucinations slip through, data pipelines fail silently, and compliance gaps emerge in production. We build production-ready AI through data quality engineering, model development and testing, deployment automation, and continuous observability. From clean data foundations to validating GenAI apps and monitoring production behavior, our AI engineering services deliver measurable business value with managed risk.

Resources

Insights

QualityKiosk Becomes First Major Digital Assurance Provider to Go AI-Native with Computer, by DevRev

ETL Testing and Observability: A Leader’s Guide to Data Trust

metrics

Excellence in metrics

99%

improvement in data timeliness

95%+

data completeness

99%+

accuracy and consistency across pipelines

30–50%

reduction in ticket resolution time

Services

Our areas of expertise

AI Foundations

Reliable AI starts with reliable data. We engineer quality, observability, and governance into pipelines from ingestion to insight. This includes data migration validation, ETL monitoring, real-time anomaly detection, and compliance automation. Enterprises trust us for audit-ready data that powers analytics and scales AI confidently.

AI Adoption

We scale organizations from isolated pilots to practical everyday AI usage. It includes purpose-built GenAI assistants, enterprise-wide search across Salesforce, Jira, DevRev implementations connecting product and support, contact center AI with virtual agents, sentiment tracking, document processing automation, and CI/CD for AI models.

AI Assurance

AI testing differs from traditional software. We validate GenAI chatbots on trust dimensions (hallucination risk, domain adaptability), automate enterprise AI/ML testing, and offer debugging for model interpretability. AI-specific QA frameworks ensure deployments meet business requirements and regulatory standards.

AI Sustenance and Optimization

Production AI requires continuous attention. Our solutions provide real-time feedback, benchmarking vs. baselines, drift detection pre-impact, infrastructure monitoring for latency issues, and metric correlation for root cause analysis. Keep AI systems reliable as data and requirements evolve.
Platforms / Frameworks

The platforms we use

Compas

A quality engineering platform that automates performance testing, shortens cycles, and reduces defects for faster, more reliable releases.

qRace

A testing framework that accelerates regression, API, and functional testing to expand coverage and increase efficiency in large-scale rollouts.

Anabot

An AIOps engine that provides real-time insights and root cause analysis, so teams resolve issues faster, reduce alert noise, and prevent disruptions. 

Nimbus

Rapidly test GenAI models across nine trust dimensions with our model-agnostic QA framework, enabling faster, high-quality, and secure GenAI deployments.

Datachecks

An AIOps engine that provides real-time insights and root cause analysis, so teams resolve issues faster, reduce alert noise, and prevent disruptions. 

Partners

Technology Partners

We partner with leading platforms to deliver AI systems that are observable, testable, and ready to use.

As an AI-native platform, DevRev powers our 360-degree quality solutions, enabling superior customer experiences through data-driven engineering and enhanced developer productivity.

Arize is a leading observability platform for machine learning, helping organizations monitor, troubleshoot, and improve AI models in production. Their solutions empower businesses to ensure model performance, fairness, and reliability at scale.

Distributed search and analytics platform offering real-time data search, centralized storage, advanced security, scalability, and seamless integrations, enabling users to analyze and visualize large-scale data efficiently

AI-powered reliability platform simplifies software reliability with no-code modules for functional and API testing, chaos engineering, and SLO management.

Let's build AI systems that work

Connect with our AI engineering specialists to assess your current approach and identify opportunities for safer, more reliable AI adoption.

Let's engineer your path to success

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