Native Malay judgement
Strong command of grammar, tone, register, terminology, cultural nuance and Malaysian code-switching.
Aishah Digital HubMalay AI · Global DeliveryContact Puan Siti Aishah SMALAY AI LANGUAGE QUALITY · EVALUATION · RLHF
Helping AI understand real Malay.
Aishah Digital Hub provides specialist Malay-language quality review for AI projects—combining grammar, tone, cultural context, code-switching and structured evaluation with practical AI training expertise.
SSM registered since 2017HRD Corp Exempted TrainerMaster of Education
Available for USA, global and Malaysia-based projects
Puan Siti Aishah S
Malay AI Quality Specialist · Language Reviewer · AI Trainer
10+Years in procurement
250+Students reached
MY–BNRegional experience
MALAY AI LANGUAGE SERVICES VENDOR
Quality assurance for Malay that sounds human, accurate and culturally right.
Puan Siti Aishah S combines professional Malay–English translation, editing, content review, instructional design and AI expertise to evaluate language data and model outputs with precision.
Available to AI labs, data vendors, localization companies and global project teams for contract, project-based or remote Malay-language work.
Rubric-based evaluation
Consistent scoring, evidence-based decisions, concise justifications and precise improvement feedback.
AI quality awareness
Attention to hallucinations, factuality, instruction-following, safety, bias and linguistic naturalness.
Quality workflows
Documentation, issue taxonomy, calibration support, trend tracking and escalation of ambiguous cases.
GLOBAL & LOCAL PROFESSIONAL SERVICES
AI language quality, training and programme delivery—from one trusted Malaysian partner.
Available for hourly, project-based, remote, on-site and vendor engagements for global AI teams, universities, government-linked programmes, companies, SMEs and communities.
Malay AI Response Evaluation
Rubric-based review and rating of AI-generated Malay responses for accuracy, relevance, clarity, tone, safety and instruction-following.
Language Quality Assurance
Detailed review of trainer, annotator or QA submissions with precise written feedback and recurring-issue tracking.
RLHF & Preference Evaluation
Structured comparison of model outputs, preference selection, justification writing and escalation of ambiguous language cases.
Malay Localization Review
Grammar, terminology, register, cultural context, naturalness and code-switching review for Malaysian audiences.
AI Training Data Review
Quality checks for prompts, responses, labels, classifications and language datasets used in AI development workflows.
Malay-Language AI Training
Practical responsible-AI and workplace-productivity training delivered in clear, contextual Bahasa Malaysia.
Digital & AI Training
Practical workshops for students, professionals, entrepreneurs, SMEs and community groups—available online or on-site.
Train-the-Trainer Programmes
Structured modules, facilitation guidance, trainer toolkits and evidence-led delivery for capable local trainers.
CSR & ESG Impact Programmes
Community and workforce programmes with clear objectives, participant evidence, measurable outputs and impact reporting.
Project Management & Impact Reporting
Programme planning, stakeholder coordination, KPI tracking, documentation, dashboards and donor-ready reports.
University & Workforce Webinars
Engaging sessions on AI, digital careers, freelancing, employability, entrepreneurship and future-ready professional skills.
Business Coaching & Digital Advisory
Practical action plans for microentrepreneurs, SMEs, social enterprises and organisations pursuing responsible digital growth.
MALAYSIA TALENT ACCESS FOR GLOBAL AI TEAMS
Build a trusted Malay-language project team—without navigating the market alone.
For US startups, AI developers and data vendors entering the Malaysian market, Aishah Digital Hub can support local talent discovery, preliminary language screening, project onboarding and delivery coordination.
Discuss your talent requirementsLOCAL ROLES WE CAN HELP IDENTIFY
Malay EvaluatorsAI Data AnnotatorsLanguage ReviewersLocalization QAAI TrainersSubject-Matter ExpertsProject CoordinatorsContent Editors
01 · Define
Clarify language, skill, availability and project requirements.
02 · Identify
Source suitable Malaysia-based independent professionals and project contributors.
03 · Screen
Conduct preliminary language, communication and guideline-readiness checks.
04 · Coordinate
Support onboarding, calibration, quality communication and local delivery workflows.
Engagement structure is agreed per project. Where required, clients may contract selected professionals directly. Services do not represent licensed recruitment-agency placement.
IMPACT & DELIVERY READINESS
Train. Enable. Measure.
Our community delivery proves the ability to translate complex digital concepts into clear Malay, coordinate local contributors, maintain evidence and support quality-focused workflows.
Build a project with us250+students reached through DigitalMulaKU delivery
6schools represented through digital project portfolios
20teachers trained through ToT in Kulai, Johor
3core SDGs: Education, Decent Work and Reduced Inequalities
SELECTED PROGRAMMES
Experience across education, workforce development and communities.
DigitalMulaKU
Digital-skills empowerment and real project creation for secondary-school students, supported by a Train-the-Trainer programme for 20 teachers from schools in Kulai, Johor.
Future-Ready Workforce
Webinars and workshops on AI, digital freelancing, graduate employability, office productivity and the future of professions.
Women & Community Leadership
Digital literacy, entrepreneurship, community leadership and more inclusive income pathways.
TRACK RECORD & ECOSYSTEM
Language expertise strengthened by real training, workforce and community delivery.
Puan Siti Aishah S brings together Malay-language quality judgement, AI knowledge, instructional design and experience working within Malaysia’s digital, university and entrepreneurship ecosystems.
MDEC Training Experience
Former MDEC Global Online Workforce Master Trainer and Virtual Assistant Workstream Trainer, supporting practical digital-workforce and online-income pathways.
GLOW · Digital Freelancing · Virtual AssistanceUiTM UBM599 Teaching & Webinar Series
Invited practitioner-led sessions across UiTM Cawangan Kota Samarahan, UiTM Shah Alam and UiTM Puncak Alam, including Youth in Digital Entrepreneurship, Mastering the Digital Gig World, Digital Workforce Opportunities, AI for Office Professionals, Career Strategy Before Graduation and AI for Future Accountants.
UiTM Kota Samarahan · UiTM Shah Alam · UiTM Puncak AlamINSKEN BisKaunselor
Selected as an INSKEN Business Counsellor for the 2026–2029 term, strengthening capability in business guidance, digital strategy and entrepreneur development.
Business Advisory · SMEs · Digital GrowthGood Market Community
Aishah Digital Hub is a Good Market Community Member, reflecting commitments to ethical enterprise, social impact, responsible livelihoods and sustainable growth.
Ethical Delivery · Trust · Sustainable LivelihoodsUN Global Compact
Estilo Amos Resources is an active UN Global Compact participant in Malaysia, recognised as an SME in the Software and Computer Services sector since 3 September 2025.
Verify official participant profile ↗Active · Malaysia · Responsible Business · SDGs
Social Enterprise–Driven
Aishah Digital Hub is an aspiring social enterprise initiative aligned with inclusive digital participation and community capability-building. Through DigitalMulaKU, Puan Siti Aishah S trained 20 teachers from schools in Kulai, Johor to guide student digital projects.
Explore Malaysia’s social enterprise ecosystem at KUSKOP ↗DigitalMulaKU · Education · Livelihoods · Communities250+students reached
6school portfolios
20teachers trained in Kulai ToT
2017registered business established
CREDENTIALS
Registered, experienced and impact-driven.
Operated by Estilo Amos ResourcesConsultancy · Training · Social Enterprise
Estilo Amos ResourcesSSM 201703155047 (002652304-D) · Established 2017
Language & AI CapabilityMalay–English Translation, Editing & Proofreading · Prompt Engineering Professional · AI Trainer
Professional StandingHRD Corp Exempted Trainer · INSKEN BisKaunselor 2026–2029
Digital Workforce ExperienceFormer MDEC GLOW Master Trainer · Virtual Assistant Workstream Trainer
Education & ResearchMaster of Education (Instructional Technology) · Research on Barriers to AI Adoption · Practitioner Papers with DOI
Trust & ImpactGood Market Community Member · Active UN Global Compact Participant since September 2025 ↗ · SEMy Aspiring Social Enterprise ↗
OPEN TO GLOBAL & MALAYSIAN PROJECTS
Need a Malay AI specialist, trainer or programme partner?
Available for Malay evaluation, RLHF, language QA, localization, training-data review, AI and digital training, ToT, CSR/ESG programmes, webinars, project coordination and business advisory.