AI Data Readiness

We Make Your Data AI-Ready. Then You Deploy AI.

73% of enterprises identify data quality as the #1 barrier to AI success. 1X Data is Singapore's AI data readiness consultancy. We assess your data, fix the foundations, and deliver production-ready data infrastructure that AI can actually run on.

MAS FEAT Aligned | PDPA Compliant Methodology | 8-Year Singapore Track Record

AI Data Readiness Score

Find Out Where You Stand in 10 Minutes

Our free AI Data Readiness Assessment scores your organisation across six dimensions and tells you exactly what to fix before you deploy AI. Over 200 Singapore enterprises have used it.

Data Quality Index

Assess completeness, accuracy, consistency, and freshness of your data assets.

Data Governance Maturity

Evaluate ownership, policies, lineage tracking, and data stewardship practices.

Infrastructure Readiness

Review storage, compute, pipeline architecture, and scalability for AI workloads.

Data Accessibility

Measure how easily teams can discover, access, and use data across the organisation.

Regulatory Compliance

Assess PDPA, MAS FEAT, and industry-specific data governance requirements.

AI Use Case Alignment

Map your data assets to your priority AI use cases and identify gaps.

Services

From Assessment to Production-Ready Data Infrastructure

We scope the engagement to where you are.

Entry Point

AI Data Readiness Assessment

30-day deep audit of data quality, governance, infrastructure, and regulatory compliance. Output: AI Data Readiness Score (ADRS) + gap analysis + prioritised action plan.

S$20K to S$50K

Fixed-scope. Clear deliverables.

Enterprises beginning their AI journey, or those whose AI pilots have stalled.

Most Popular

90-Day AI Data Sprint

30 days assessment + 30 days roadmap + 30 days quick wins implementation. Output: Cleaned data pipelines, governance framework, and a production-ready data environment for your first AI use case.

S$80K to S$150K

Time-boxed. Measurable output.

Enterprises ready to move from assessment to action.

Long-Term

Data Infrastructure Build

Full data infrastructure design, build, and governance implementation. Output: Enterprise data platform ready for ongoing AI deployment. MAS/PDPA compliant architecture.

S$200K to S$500K

Scoped to your environment.

Enterprises committed to building production-grade AI data foundations.

AI Data Infrastructure Built for Singapore's Regulatory Environment

MAS FEAT & TRM Compliance

Data governance frameworks aligned to MAS 2025 AI Risk Management Guidelines.

PDPA-First Data Architecture

Consent management, data residency, retention policies, and subject access request workflows built in.

BCBS 239 Alignment

Data lineage, data quality standards, and reporting infrastructure for financial institutions.

This Is Not Analytics Consulting. This Is AI Readiness.

Data analytics consultancies help you understand your existing data. 1X Data helps you make your data usable by AI. The outputs are different: not dashboards, but production-ready data pipelines, governance frameworks, and infrastructure that your AI models can actually train and run on.

Start With Your AI Data Readiness Score

Most enterprises are further from AI-ready than they think, and closer than they fear. The assessment takes 10 minutes and gives you a clear, prioritised picture of what to fix first.

Build the future with One X Data

Important Notice and Disclaimer

One X Group Pte. Ltd. (“One X Group”, “we”, “us”, or “our”) is a commercial technology consulting firm. We are not a government agency, statutory board, or official representative of any Singapore government body, and we are not affiliated with, endorsed by, or acting on behalf of Enterprise Singapore, the Infocomm Media Development Authority (IMDA), the Agency for Science, Technology and Research (A*STAR), the Inland Revenue Authority of Singapore (IRAS), the National Research Foundation (NRF), AI Singapore, or any other government agency referenced on this website.

The information presented on this website, including service descriptions, industry insights, grant summaries, case studies, and editorial content, is provided for general informational purposes only. While we make reasonable efforts to keep this information accurate and current, we do not warrant or guarantee the completeness, accuracy, reliability, or timeliness of any information displayed. Programmes, regulations, terms, conditions, pricing, and availability are subject to change at any time without notice.

Nothing on this website constitutes financial advice, tax advice, legal advice, regulatory advice, or a recommendation to adopt any specific technology, vendor, or funding programme. Tools such as eligibility checkers, calculators, comparison tables, and AI-generated outputs are provided as indicative guides only and do not guarantee eligibility, approval, performance, or any specific outcome. You should independently verify all information with the relevant authority or qualified professional adviser before making any business, financial, or legal decision.

Client testimonials, case studies, and project outcomes presented on this website reflect individual experiences and do not guarantee similar results. Past performance is not indicative of future outcomes. Engaging One X Group does not guarantee any specific commercial, regulatory, or funding result.

All trademarks, logos, and brand names mentioned on this website are the property of their respective owners and are used for identification purposes only. Use of these marks does not imply endorsement, sponsorship, or affiliation.

© 2026 One X Group Pte. Ltd. All rights reserved.