Data & AI · 10+ years

Your data + AI = Competitive advantage

“Your AI is only as good as your data.”

Good data is the foundation of good AI.

Data must be not only accurate but well organised, with clear meaning and clear relationships. We give your data that foundation, so you can put AI to work effectively.

Start a project →See our AI
Raw dataCleanConnect & enrichAIResults
What we do

From raw data to decisions — end to end.

Data platforms

Lakehouse, data warehouse and big data platforms, on premises or in the cloud.

Data engineering

ETL/ELT, real-time CDC ingestion, dbt pipelines and orchestration.

Data governance

Data catalog, data quality, lineage and access control.

BI & analytics

Dashboards, self-service analytics and automated reporting.

AI & machine learning

Predictive models, GenAI assistants and AI agents.

CRM & data talent

Salesforce CRM projects and data specialist outsourcing.

0+ yrs
of data and analytics work
0+
data projects delivered
0%
of our team are data specialists
0
own AI models and agents
How we deliver

Build one. Then scale.

We start with the highest-value use case to show outcomes early. Then your team owns the platform and grows it on your terms.

01

Pick the high-value use case

Together, we assess sources and goals, select the highest-value use case, and make the expected impact clear upfront.

02

Build it end to end

For that use case, we build the complete data flow from source to dashboard, BI, or AI.

03

Automate and govern

We add orchestration, scheduling, CI/CD, dbt modelling, data cataloguing, and governance so the platform runs reliably.

04

Transfer the know-how

Through classroom and on-the-job training, we work side by side on the real case until your team is confident.

oyu · built by NovelSoft

Our own AI — made for Mongolian.

Base models and agents we build, train and run on our own GPUs. Mongolian first.

oyu
oyu is our AI brand.

Mongolian speech, text and translation models, AI products and data platforms — one place, one login. API compatible with OpenAI.

Visit oyu.so ↗
oyuLLM logo
oyuLLM
Mongolian language model
Understands and writes Mongolian on our own servers.
Anir logo
Anir
Speech-to-text
Real-time Mongolian speech recognition.
TsuurAI logo
TsuurAI
Text-to-speech
Natural Mongolian voice.
Orchu logo
Orchu
Translation
Mongolian ↔ English translation model.
bi.oyu.so
Reference architecture

Open standards, end-to-end solution

01
Sources
  • ERP & core systems
  • Databases & files
  • Events & logs
02
Ingestion
  • Hourly/daily batch loads
  • Real-time CDC
  • Event streaming via Kafka
03
Lakehouse
  • Starburst / Trino
  • Apache Iceberg
  • Object storage
04
Modelling
  • bronze → silver → gold
  • Orchestration & scheduling
  • Semantic engineering
05
Consumption
  • BI dashboards
  • ML models
  • AI agents & NLQ
Governance across all layers — catalog · quality · lineage · role-based access
Success stories

Proven at national scale.

Customers are not named — results are.

Telecom

From a nightly data warehouse to a real-time lakehouse

Leading mobile operators moved to an open lakehouse — and their own teams now build most of it.

What we did
  • Open lakehouse on object storage, compute separate from storage
  • Hundreds of automated data models and tests
  • One orchestrated pipeline from load to dashboard
  • Data quality and catalog across group companies
LakehouseReal-timeData qualityBuild & transfer
15 min
data refresh, was once a day
−90%
storage
96%
churn model accuracy
1 + 9
data marts: we built 1, the customer 9
Our customers

Industry leaders trust us.

Tax Authority
Customs
Police
Ministry of Finance
Ministry of Education
National Statistics Office
National Data Center
Central Bank of Mongolia
Khan Bank
Golomt Bank
Tax Authority
Customs
Police
Ministry of Finance
Ministry of Education
National Statistics Office
National Data Center
Central Bank of Mongolia
Khan Bank
Golomt Bank
TDB
Khas Bank
Capitron Bank
Unitel
Mobicom
Oyu Tolgoi
Energy Resources
Gobi Cashmere
Bavaria Motors
TDB
Khas Bank
Capitron Bank
Unitel
Mobicom
Oyu Tolgoi
Energy Resources
Gobi Cashmere
Bavaria Motors
Our journey

10+ years in data and AI.

Before 2016

Databases & Exadata

~20 projects
Oracle, Exadata
2016–2020

BI & data integration

~60 projects
Tableau, FineReport, Talend
2020–2024

Big data & lakehouse

~10 projects
Cloudera, Starburst, dbt, KNIME
2024–2025

Catalog, quality & real-time

~5 projects
Ataccama, Alation, SingleStore
2026

Base models for AI agents

AI agents
Oyu, Anir, TsuurAI, Orchu
People & partners

Certified team. Modern stack.

  • 50%Data analytics & governance
  • 35%Data engineering & development
  • 15%Solution team
Oracle Certified Professional
Starburst Deployment Expert
Ataccama Certified Professional
Alation Certified Professional
Kubestronaut
Prometheus Certified Associate
Tableau Certified Data Analyst
Stanford ML with Graphs
Technologies we deliver
StarburstStarburstDellDellAtaccamaAtaccamadbtdbtDagsterDagsterTrinoTrinoApache IcebergApache SparkApache SparkApache KafkaApache KafkaTableauTableauStarburstStarburstDellDellAtaccamaAtaccamadbtdbtDagsterDagsterTrinoTrinoApache IcebergApache SparkApache SparkApache KafkaApache KafkaTableauTableau
Power BIPower BIOracleClouderaClouderaSingleStoreSingleStoreSalesforceSalesforceAlationAlationKubernetesKubernetesNeo4jNeo4jTalendTalendKNIMEKNIMEPower BIPower BIOracleClouderaClouderaSingleStoreSingleStoreSalesforceSalesforceAlationAlationKubernetesKubernetesNeo4jNeo4jTalendTalendKNIMEKNIME
Our group

Backed by Mogul Group.

29 yrs
in Mongolian IT
8
companies
Top 100
Enterprises of Mongolia
ITZone
IT infrastructure & cybersecurity

IT infrastructure, cybersecurity and networking since 1997. Works with Dell and other global technology leaders.

Mogul Service
Data centre & IT services

IT outsourcing, technical support and cloud services from the Mogul Data Centre. Services meet international ISO standards.

Us
NovelSoft
Data & AI

Builds and delivers data platforms, governance, business analytics and AI agents for organisations. Also develops its own foundation AI models.

Mogul Express
Logistics & distribution

Transport logistics, warehousing, distribution and customs since 2016. End-to-end shipping, storage and delivery.

Digital Works
Business automation

HR, payroll, finance and core banking systems. Automates business processes to raise efficiency and productivity.

Digital Power
Engineering & automation

Industrial and building automation and power engineering. Design, equipment, installation and system integration.

Mogul Technology
Smart city & digital platforms

Builds and runs the Hoome smart residential platform and the UBParking parking management and payment system.

Mogul Finance
Financial services

Financing for technology purchases, with flexible payment options for customers.

Free assessment

How ready is your data for AI?

Answer about 40 short questions in 10–15 minutes. Our Oyu gives you a first result straight away. For a fuller assessment, send us a request.

Contact

Let's build your data future.

Tell us about your data. We reply within one working day.

info@novelsoft.mn+976 7222 2828

Khan Tower, 22nd floor, Chinggis Avenue 6, Khan-Uul district, Ulaanbaatar, Mongolia