Do you work with legacy data systems?

Yes. We build secure ETL pipelines and API adapters for ERP, CRM, LMS, mainframes, and departmental databases common in government and enterprise environments.

How long does a typical ML project take?

Timelines depend on your data and scope. University OSM platforms, healthcare apps like HealthRely, and government AI programs each follow a phased plan we agree with you upfront, with the first working version delivered as early as possible.

Can models run on-prem or in a private cloud?

Absolutely. We deploy on AWS, Azure, GCP, private VPC, and on-premises infrastructure based on your security, sovereignty, and data residency policies.

How do you handle model bias and explainability?

We define fairness and accuracy metrics during design, document training data lineage, and provide explainability dashboards so stakeholders understand outputs before organization-wide rollout.

Services

AI/ML Solutions

Deep learning, predictive analytics, and intelligent systems for universities, hospitals, government bodies, and enterprises that need AI people use every day.

Quaere builds deep learning and machine learning systems that real people use every day. We have shipped on-screen exam evaluation for universities, the HealthRely healthcare app for Chandan Healthcare, and AI platforms for government legal services. Our team handles data work, model building, and long-term operations so your AI keeps running after launch.

Whether you need to score exam answer sheets digitally, power an online doctor consultation app, or analyse documents at scale, we build models that connect to the systems you already run. We focus on clear results, audit trails, and steady improvement so your leadership and end users can trust what the technology delivers.

Challenges We Address

Common pain points organizations face before engaging Quaere.

Data trapped in silos

Operational data sits across spreadsheets, legacy databases, and departmental systems with no reliable pipeline for training, inference, or executive reporting.

AI built in labs, not used in daily work

Notebook experiments and one-off demos never reach exam halls, hospitals, or citizen portals because no one owns deployment, monitoring, and day-to-day support.

Black-box models leadership rejects

Models perform in testing but lack explainability, documentation, and compliance evidence required in regulated education, healthcare, and public-sector environments.

No in-house production ML capacity

Hiring data scientists, platform engineers, and integration specialists takes months, while operational decisions still depend on manual analysis and delayed reports.

Problems We Solve

Targeted solutions we design and deliver for your organization.

Unified data pipelines

We connect legacy databases, spreadsheets, and modern cloud sources into governed pipelines ready for training, batch scoring, and executive reporting.

Production model serving

Deploy models with drift monitoring, performance alerts, and rollback controls so production intelligence stays reliable as data and usage patterns change.

Explainable AI dashboards

Give executives and domain experts SHAP-style insights, documentation, and audit-ready views so leadership can trust and adopt model recommendations.

Virtual exam evaluation at scale

Universities use our on-screen marking platform to check answer sheets digitally, with evaluator dashboards, step-wise marking, and full audit trails.

Business Impact

Transforming education, healthcare, legal, and enterprise operations through AI-driven innovation.

Nyay Marg AI · UPSLSA

Quaere's AI platforms now serve millions of citizens and students across government, healthcare, and education, from legal guidance in Hindi voice and chat to university examination systems processing over a million OMR sheets.

— Production systems for UPSLSA, MGKVP, VBSPU, Chandan Healthcare, and enterprise clients

25+

AI-Powered Solutions

Generative AI, chatbots, computer vision, OCR, and intelligent automation platforms.

10+

Universities Digitized

AI chatbots, virtual answer sheet evaluation, on-screen marking, and student services.

500K+

Student Records Processed

AI-enabled examination management, OMR processing, and digital evaluation systems.

1M+

OMR Sheets Processed

High-speed AI-based OMR scanning with automated validation and reporting.

95%

Faster Evaluation

AI-assisted answer sheet checking and on-screen marking significantly reduce manual effort.

99%

Recognition Accuracy

AI-powered OCR, document intelligence, and computer vision models.

99.9%

Platform Availability

Enterprise-grade cloud infrastructure for mission-critical applications.

ISO 9001:2015

Certified

Commitment to quality, security, and continuous improvement.

Key Benefits

What your organization gains when AI is built for real users in healthcare, education, government, and private sector.

Capabilities & Features

From deep learning models and chatbots to full platforms like HealthRely and university OSM, we cover the full build.

Digitize university exam evaluation with virtual answer sheet checking and OSM platforms

Deep learning for image, text, and document analysis

Power healthcare apps with doctor consultations, medicine delivery, and diagnostic booking

University on-screen marking and virtual answer sheet evaluation

Help citizens access legal and government information through AI chat and voice

Healthcare AI for consultations, prescriptions, and diagnostic workflows

Classify documents and images at scale for institutional workflows

Model monitoring, drift alerts, and retraining pipelines

Keep models running reliably with monitoring, versioning, and audit logs

MLOps with CI/CD for models, containers, and infrastructure

Our Delivery Process

How we take projects from planning to live systems, the same way we delivered Nyay Marg AI, HealthRely, and university OSM platforms.

Data & use-case audit

Assess data quality, access controls, compliance constraints, and the highest-ROI use cases with your domain stakeholders.

Architecture & model design

Define feature pipelines, candidate models, evaluation metrics, and how results will appear in your app, portal, or dashboard.

Build & deploy

Train, test, and launch models for real users, with feedback from your teams and clear measures of accuracy and impact.

Production MLOps

Harden serving infrastructure, monitoring, incident response, security controls, and operational runbooks.

Optimize & govern

Continuous tuning, scheduled retraining, documentation handover, and long-term improvement against live performance data.

Technologies

The tools and platforms behind our live systems for UPSLSA, Chandan Healthcare, universities, and enterprise clients.

AI/MLSolutions

Industries We Serve

Healthcare, legal services, education, government, and private sector, where we have delivered production systems.

Government & Public Sector

Healthcare

Education

Banking & Finance

Manufacturing

Legal Services

Explore how we serve your sector on our Industries page.

Why Choose Quaere

Why government bodies, universities, hospitals, and private companies choose Quaere for AI and software they can rely on daily.

Live systems for universities, healthcare, and government, not slide-deck demos

19+ years integrating AI with government, university, and enterprise systems

ISO 9001:2015 certified quality management and CMMI Level 3 processes

Empanelled with UPDESCO, Digital India Corporation, and UPLC

Full-stack accountability: data engineering, ML, cloud, integration, and UX

Clear project milestones from first release through nationwide rollout

Frequently Asked Questions

Common questions from teams planning AI chatbots, healthcare apps, university platforms, or ML projects.

Ready to put machine learning to work in your organization?

Talk to our AI engineering team about university exam systems, healthcare platforms, government AI, or your own deep learning use case.

Book Consultation View Success Stories

No commitment required • Response within 24 hours

Related Services

Other services that often work together, for example chatbots plus knowledge systems, or SaaS plus integrations.

Agentic AI

Autonomous AI agents that reason, plan, and execute complex workflows across your organization.

Knowledge Systems

RAG-powered knowledge bases and document intelligence for institutional knowledge management.

Workflow Automation

Intelligent process automation that reduces manual work and accelerates decision-making.