Data-First AI in Production

REQUEST A VALUE ASSESSMENT WHY MUORO

Build and run governed AI systems that turn data into measurable outcomes.

WORKING WITH THE WORLD’S LEADING ENTERPRISES

01. AI ADOPTION CHALLENGES

We understand your data. Starting with what’s broken.

Most organizations are not struggling to access AI. They are struggling to operationalize it across workflows, systems, and teams.

01. AI ADOPTION CHALLENGES

We understand your data. Starting with what’s broken.

Most organizations are not struggling to access AI. They are struggling to operationalize it across workflows, systems, and teams.

GOVERNANCE LAYER

Governance added later

Without visibility and AI governance, organizations struggle to scale AI across operational workflows.

PRODUCTION LAYER

AI that hallucinates

Most AI systems become operational because the orchestration and workflows behind them are fragmented.

OUTCOME LAYER

Spend without impact

Companies invest in AI infrastructure and automation without connecting them to measurable operational efficiency.

FOUNDATION LAYER

Data stuck in silos

Disconnected systems slow adoption, break workflows, and limit the value of AI systems running in production.

GOVERNANCE LAYER

Governance added later

Without visibility and AI governance, organizations struggle to scale AI across operational workflows.

PRODUCTION LAYER

AI that hallucinates

Most AI systems become operational because the orchestration and workflows behind them are fragmented.

OUTCOME LAYER

Spend without impact

Companies invest in AI infrastructure and automation without connecting them to measurable operational efficiency.

FOUNDATION LAYER

Data stuck in silos

Disconnected systems slow adoption, break workflows, and limit the value of AI systems running in production.

GOVERNANCE LAYER

Governance added later

Without visibility and AI governance, organizations struggle to scale AI across operational workflows.

PRODUCTION LAYER

AI that hallucinates

Most AI systems become operational because the orchestration and workflows behind them are fragmented.

From fragmented systems to Operational AI

Our teams use internal, platform-agnostic accelerators to reduce risk and speed up delivery. These are delivery tools, not licensed products, applied selectively to support custom engineering.

clickHouse

redshift

bigQuery

snowflake

ms fabric

postgres

Data Fabric

Data Model

Data Mapping

Access Control

PII Protection

Caching

APIs

Semantic Layer

LLM ORCHESTRATOR

DATA MODELLING

Segment
Model Agent

CONSUMPTION & EXPLORATION

Analytics
Chat

Agentic Analytics Platform

Multi Agent Architectures

BI Tools & Spreadsheets

Embedded Analytics

See our homegrown accelerator

02. Governed Data On Databricks

Govern your lakehouse. Prove every use of your data.

Skionis takes your enterprise data from source systems to a governed Databricks lakehouse, and proves, as a query, that every use of it stayed inside policy and consent. For data leaders carrying both the data and the audit on the same desk.

02. Governed Data On Databricks

Govern your lakehouse. Prove every use of your data.

01.Workspace Manager

02.Connector Hub

03.Document Extraction

04.Sync Scheduler

05.Gold Table Builder

06.Quality & Drift

07.Gen AI Query

For data leaders

Governed Lakehouse

medallion lakehouse architecture (Bronze → Silver → Gold)

Bronze

Delta · Unity Catalog

Raw, full-fidelity. Ingested via JDBC, file watch, or document parse.

Silver

Delta · Unity Catalog

Cleaned, typed, deduplicated. Watermark-driven incremental loads.

Gold

Delta · Unity Catalog

Business tables. Multi-source visual JOINs. Connected to BI and Gen AI.

masked

Unity Catalog · policy enforced

For the audit on your desk

Provable Compliance

point a table · answer in one click · no SQL written

novaplay.gold.customer_applications

TimeActionPrincipalResource

Jun 2, 11:55 AMgetTablerewards_engine@novapay.ionovaplay.gold.customer_applications
Jun 2, 06:55 AMgetTablePermissionsdata_steward@novapay.ionovaplay.gold.customer_applications
Jun 2, 01:55 AMgetTablemarketing_analyst@novapay.ionovaplay.gold.customer_applications
Jun 1, 08:55 PMcommandSubmitfraud_ml@novapay.ionovaplay.gold.customer_applications
Jun 1, 03:55 PMgetTableanalytics_pipeline@novapay.ionovaplay.gold.customer_applications
Jun 1, 12:55 AMgenerateTemporaryTableCredentialrewards_engine@novapay.ionovaplay.gold.customer_applications

One click · no SQL · 30 ms

Live on your own DatabricksUnity Catalog at the corePowered by Skionis

0101

A Governed Lakehouse, Not Just a Pipeline

Pre-built connectors for MySQL, PostgreSQL, Redshift, Salesforce, files and APIs. Medallion lakehouse architecture (Bronze → Silver → Gold) with column-level lineage end to end and a visual builder for business-ready Gold tables.

0202

Policies Enforced on Unity Catalog

Column masks and row filters defined once, applied live to Unity Catalog. Every query, every team, every BI tool, masked at the source of truth, not in the dashboard. Reversible. Status-tracked.

Not Nullemail IS NOT NULL✓

Rangeamount BETWEEN 0.01 AND 1M✓

Unique(customer, order_date) UNIQUE⚠

Referentialcustomer_id ∈ customers.id✓

0303

The Audit Trail, On Demand

Who touched which PII, cardholder, or customer column, answered as a query against Unity Catalog's live access audit log. The thirty-second answer to the question that used to take six weeks.

0404

The Consent Layer Databricks Doesn't Ship

Tag every column with the purposes it's allowed to serve. Declare what each Gold table is actually used for. Automatic violation detection across column lineage, flagged before an auditor (or a breach) finds it.

customer.ssnrisk_scoring

customer.ssnMarketing_Segment

Purpose violation flagged before the dashboard ships.

A Governed Lakehouse, Not Just a Pipeline

Policies Enforced on Unity Catalog

The Audit Trail, On Demand

The Consent Layer Databricks Doesn't Ship

Pre-built connectors for MySQL, PostgreSQL, Redshift, Salesforce, files and APIs. Medallion lakehouse architecture (Bronze → Silver → Gold) with column-level lineage end to end and a visual builder for business-ready Gold tables.

3×

DATA READINESS

Faster delivery on your Databricks vs. a typical engagement.

3 weeks

PRODUCTION READINESS

Live, governed lakehouse on your own Databricks.

30 sec

AUDTIT RESOLUTION

The audit query that used to take six weeks.

Policies Enforced on Unity Catalog

Column masks and row filters defined once, applied live to Unity Catalog. Every query, every team, every BI tool, masked at the source of truth, not in the dashboard. Reversible. Status-tracked.

The Audit Trail, On Demand

Who touched which PII, cardholder, or customer column, answered as a query against Unity Catalog's live access audit log. The thirty-second answer to the question that used to take six weeks.

The Consent Layer Databricks Doesn't Ship

Tag every column with the purposes it's allowed to serve. Declare what each Gold table is actually used for. Automatic violation detection across column lineage, flagged before an auditor (or a breach) finds it.

A Governed Lakehouse, Not Just a Pipeline

Policies Enforced on Unity Catalog

Column masks and row filters defined once, applied live to Unity Catalog. Every query, every team, every BI tool, masked at the source of truth, not in the dashboard. Reversible. Status-tracked.

The Audit Trail, On Demand

Who touched which PII, cardholder, or customer column, answered as a query against Unity Catalog's live access audit log. The thirty-second answer to the question that used to take six weeks.

The Consent Layer Databricks Doesn't Ship

A Governed Lakehouse, Not Just a Pipeline

Policies Enforced on Unity Catalog

Column masks and row filters defined once, applied live to Unity Catalog. Every query, every team, every BI tool, masked at the source of truth, not in the dashboard. Reversible. Status-tracked.

The Audit Trail, On Demand

Who touched which PII, cardholder, or customer column, answered as a query against Unity Catalog's live access audit log. The thirty-second answer to the question that used to take six weeks.

3×

DATA READINESS

Faster delivery on your Databricks vs. a typical engagement.

3 weeks

PRODUCTION READINESS

Live, governed lakehouse on your own Databricks.

30 sec

AUDTIT RESOLUTION

The audit query that used to take six weeks.

Built for data leaders carrying the audit.

Fintechs, retailers and GCCs answer to different regulators, but the data problem remains the same: governance, lineage and accountability. Skionis brings those controls directly into your Databricks workspace, with forward-deployed engineers handling implementation and rollout. You get a working demo in the first meeting, and a governed lakehouse live in three weeks.

GDPR | SOC 2 | ISO 27001 | PCI DSS

Explore Skionis Book a Governance Demo

03. PRODUCTION AI SOLUTIONS
PRODUCTION AI
SOLUTIONS

AI agents & custom solutions. Built on your governed data.

Once data is unified and governed, we build AI applications, AI analytics, and AI automation layers that turn trusted data into operational outcomes.

Generative and Agentic AI

Production AI agents that automate workflow automation initiatives, decisions, and repetitive tasks.

Analytics & Decision Systems

Forecasting, scoring, and AI analytics systems that turn trusted data into actionable business decisions.

Custom AI Applications

Deploying embedded AI applications into your existing workflows, products, and business operations.

FREE 15-HOUR AI ADOPTION CONSULTING

04. PARTNER + CERTIFICATE

Recognized by Platform Leaders. Trusted in Production.

04. PARTNER + CERTIFICATE

Recognized by Platform Leaders. Trusted in Production.

Execution & accountability framework

AI adoption succeeds when ownership is clear. Every workflow starts with defined KPIs, operational accountability, and measurable outcomes.

Muoro Owns

AI Architecture
Workflow Design
Engineering Execution
Quality & Reliability
AI Deployment
Production Readiness

Client Owns

Business Context
Prioritization
Domain Expertise
Compliance Decisions
Stakeholder Alignment
Outcome Approval

Shared Ownership

KPI Definition
AI Governance
AI Workflow Automation
Operational Reviews
AI Monitoring
Outcome Measurement

Who owns what in delivery

We start with the KPI, not the model. Each workflow ships with a baseline, a target, and weekly tracking.

Shared Ownership

KPI Definition
AI Governance
AI Workflow Automation
Operational Reviews
AI Monitoring
Outcome Measurement

Muoro Owns

AI Architecture
Workflow Design
Engineering Execution
Quality & Reliability
AI Deployment
Production Readiness

Client Owns

Business Context
Prioritization
Domain Expertise
Compliance Decisions
Stakeholder Alignment
Outcome Approval

Shared Ownership

KPI Definition
AI Governance
AI Workflow Automation
Operational Reviews
AI Monitoring
Outcome Measurement

Muoro Owns

AI Architecture
Workflow Design
Engineering Execution
Quality & Reliability
AI Deployment
Production Readiness

Execution & accountability framework

AI adoption succeeds when ownership is clear. Every workflow starts with defined KPIs, operational accountability, and measurable outcomes.

Muoro Owns

AI Architecture
Workflow Design
Engineering Execution
Quality & Reliability
AI Deployment
Production Readiness

Client Owns

Business Context
Prioritization
Domain Expertise
Compliance Decisions
Stakeholder Alignment
Outcome Approval

Shared Ownership

KPI Definition
AI Governance
AI Workflow Automation
Operational Reviews
AI Monitoring
Outcome Measurement

Who owns what in delivery

We start with the KPI, not the model. Each workflow ships with a baseline, a target, and weekly tracking.

Shared Ownership

KPI Definition
AI Governance
AI Workflow Automation
Operational Reviews
AI Monitoring
Outcome Measurement

Muoro Owns

AI Architecture
Workflow Design
Engineering Execution
Quality & Reliability
AI Deployment
Production Readiness

Client Owns

Business Context
Prioritization
Domain Expertise
Compliance Decisions
Stakeholder Alignment
Outcome Approval

Shared Ownership

KPI Definition
AI Governance
AI Workflow Automation
Operational Reviews
AI Monitoring
Outcome Measurement

Muoro Owns

AI Architecture
Workflow Design
Engineering Execution
Quality & Reliability
AI Deployment
Production Readiness

05. PROVEN OUTCOMES

Stop Absorbing Data Costs. Start Improving EBITDA and ROI

05. PROVEN OUTCOMES

Stop Absorbing Data Costs. Start Improving EBITDA and ROI

30–60%

Automation of targeted operational workflows

Learn more

Delivered through production AI agents at

6–8 months

Acceleration on large modernization programs

Learn more

Observed in enterprise platform rebuilds at

Meaningful margin expansion

Driven by cost efficiency, speed, and quality

Learn more

and PE-backed platforms improved throughput and operating leverage.

25–40%

Reduction in engineering and delivery OPEX

Learn more

Achieved through POD ownership at

20–36%

Improvement in delivery velocity and cycle times

Learn more

Achieved across ETL and platform modernization

30–60%

Automation of targeted operational workflows

Learn more

Delivered through production AI agents at

6–8 months

Acceleration on large modernization programs

Learn more

Observed in enterprise platform rebuilds at

Meaningful margin expansion

Driven by cost efficiency, speed, and quality

Learn more

and PE-backed platforms improved throughput and operating leverage.

25–40%

Reduction in engineering and delivery OPEX

Learn more

Achieved through POD ownership at

20–36%

Improvement in delivery velocity and cycle times

Learn more

Achieved across ETL and platform modernization

30–60%

Automation of targeted operational workflows

Learn more

Delivered through production AI agents at

BUSINESS IMPACT

Every workflow starts with a baseline, a target, and a measurable business KPI. Progress is tracked continuously so improvements show up in operational performance, EBITDA, and ROI, not just dashboards.

REQUEST AI READINESS ASSESSMENT SEE HOW WE WORKS

Where we deliver the most value

We specialize in financial services and regulated, data-heavy environments, working with PE-backed asset management, lending, and wealth teams backed by Goldman Sachs, Blackstone, Neuberger Berman, Ares, Citi, and Bessemer.

Where we deliver the most value

HIGH GROWTH
COMPANIES

Mid market and PE backed businesses where execution quality shows up in valuation. Teams facing margin pressure, manual-heavy operations, or platform complexity who need data-first, production workflows that reduce cost, improve diligence readiness, and support scale and exits.

INNOVATIVE
LEADERS

CTOs, CXOs, and operations leaders accountable when systems break at 2am, not just for strategy decks. We embed into real workflows so systems run cleaner, faster, and more reliably, and your teams build the muscle to keep shipping.

Vyom Bhardwaj

Founder, Muoro

“AI is only the enabler. Real value is created by reinventing the way we work, empowering our workforce, and evolving the tools we rely on. We are leading the way by reinventing ourselves first.”

Ready to put AI in production? Book a 30-min Demo.

See how MUORO connects, governs, and activates your data — live, with your own use case.

BOOK A FREE DEMO