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Databricks

Operational Intelligence,
Engineered on Databricks

Databricks unifies analytics, ML, streaming and AI on the Data Intelligence Platform. Most enterprises stop at dashboards and pipelines. iOPEX takes it further - operationalizing Databricks with agentic intelligence for RevenueOps and ServiceOps, embedded inside your Unity Catalog perimeter, on outcome-linked commercials. From platform capability to production outcomes.
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DemandPilot

Agentic Marketing Ops for Communications, Media, Entertainment & Gaming

Running natively on the Databricks Data Intelligence Platform, DemandPilot delivers purpose-built agentic workflows across your complete marketing lifecycle.

Campaign planning
Dynamic pacing
Subscriber Retention
Revenue Attribution
Campaign planning
Dynamic pacing
Subscriber Retention
Revenue Attribution

Entirely inside your Unity Catalog perimeter, with a CFO-defensible value ledger mapping every agent action to business outcomes.

Live footprint

  30+

CMEG active engagements

$1B+

annual ad revenue operated

 10x

faster plan-to-launch-to-measurement

70%

reduction in optimization time

Ideas wait

Testing backlogs move slower than the market. Hypotheses are inconsistent and measurement is often an afterthought.

Plans fragment

Budget, audience, inventory, channel and creative decisions are made across separate teams and tools.

Optimisation lags

Teams discover pacing, fatigue or underperformance after meaningful spend has already been consumed.

Learning evaporates

Post-campaign reports explain history, but insights rarely become the next test, plan or action automatically.

Join us at Theater Stage #1

The Shift

Sandbox Pilots to Sustained Execution

Enterprise Reality (Why Value Stalls)

Stalled Sandbox Pilots: 90%+ of AI pilots remain trapped in zero-compute dev sandboxes due to governance friction.
3P SaaS Budget Bleed: Millions wasted annually on standalone identity and MarTech tools operating outside Unity Catalog.
Ontology-Free Genie Errors: Out-of-the-box text-to-SQL misses domain-specific math ("pacing," "make-good," "first-time-fix"), producing confidently wrong answers.
Linear Cost Scaling: Operational complexity and manual effort scale linearly as data volume grows.

The iOPEX Execution Engine

4-Factory Enterprise Machinery: Agentic AI, Data, Cyber, and Application Factories powered natively by Mosaic AI.
3P SaaS Budget Displacement: Converts external identity and MarTech middleware fees into DBU consumption on the platform your customer already owns.
Zero-Hallucination Semantics: Builds Layer 02 Metric Views and Genie Spaces so agents execute solely from governed business rules.
Declining-Effort Economics: Services-as-Software model backed by a CFO-defensible Value & Outcome Ledger where unit transaction costs decline over time.
The iOPEX Play

The Native 4-Layer Databricks Accelerator Stack

04

Genie Apps & Marketplace

Native Human-in-the-Loop (HITL) operator consoles built on Databricks Apps, coupled with Marketplace listings for metered billing.

03

Agent Bricks Orchestration

Closed-loop multi-agent workflows running on Agent Bricks, Mosaic AI Agent Framework, Model Serving, and Lakebase persistent state memory.

02

Genie Ontology & Semantics

Unity Catalog Metric Views and Genie Spaces engineered for zero-hallucination domain math ("pacing," "fill rate," "first-time-fix").

01

CustomerLake / Lakebase

Lakeflow and Delta Live Tables streaming pipelines with Lakehouse Monitoring — replacing expensive third-party identity middleware with DBU consumption on the customer's own platform.

Why us

Full-Lifecycle Delivery & Governance

Enterprise frameworks engineered to translate Databricks platform capabilities into measurable production outcomes

Capability Pillars

Data & AI Strategy

Executive alignment workshops
Lakehouse readiness & health checks
Data literacy & change management

Agentic AI Architecture

Command center & agent orchestration
Workflow evolution (RPA / SaaS → Lakehouse Agents)
AI Observability & Governance Tower

Data 360 + Lakehouse

Data platform blueprinting
Zero-Copy activation
Enterprise migration at scale

Governance & MDM

MDM & ERP integration (C360 / P360 / S360)
Agentic data quality & stewardship
Unity Catalog & lineage enforcement

Analytics & AI/BI

Conversational natural-language analytics
Databricks AI/BI & Dashboard modernization
Executive analytics UX

Deployment & Operational Model

4–6 Week FDE Sprint Pods

Embedded Forward Deployed Engineer (FDE) pods configure backend data schemas, Lakeflow pipelines, and Unity Catalog governance—deploying live production workloads within 30 days.

4 Automated Quality Gates on Medallion Architecture

Zero revenue-data variance guaranteed, plus continuous drift enforcement across schema, model, and consumption layers

130+ Pre-Built Production Agents

Pre-configured agentic patterns across 8 enterprise verticals—eliminating custom-build delays and accelerating time-to-value.

24/7 Always-On Managed Operations

Ongoing human-in-the-loop governance, model drift monitoring, and outcome-linked SLAs.

Ready to explore?

Take Your Databricks Investment
from Platform to Production

iOPEX's Command Agents, Data Factory, and 24/7 managed operations unblock stalled compute and take Databricks investments from platform capability to measurable production outcomes.
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