AICG

Omni analytics, built on a model you can trust.

Governed, AI-ready self-service analytics

Why AICG for Omni

AICG is an Omni Certified Partner. We implement Omni on top of a governed semantic model, so business users get self-service dashboards, spreadsheets, and AI answers while data teams keep one definition of every metric. Our dbt practice and DBDeux keep the model and the warehouse beneath it production-grade.

BI that scales because the model underneath it does

Most BI rollouts fail quietly: every team rebuilds the same metric slightly differently, dashboards multiply, and nobody trusts the numbers enough to act on them, let alone hand them to an AI assistant. Omni fixes the tooling side with a shared semantic layer that serves dashboards, spreadsheets, SQL, and AI from the same definitions.

AICG fixes the engineering side. We design the Omni model alongside your dbt project, so metrics are defined once, version-controlled in Git, and tested before they reach a dashboard. Then we migrate the content that matters, retire what doesn't, and enable your people to build on their own.

Professional services

Omni system integration, end to end

Senior consultants who design, build, and run Omni platforms for enterprise clients, with every engagement scoped to a measurable business outcome.

Omni Quick Start & Implementation

Get your first Omni topics and dashboards live in weeks, not quarters. We connect Omni to your warehouse, set up connections, roles, and permissions correctly from day one, and deliver a first set of high-value dashboards that prove the model to the business.

Semantic Modeling on dbt

A governed semantic layer designed alongside your dbt project: conformed dimensions, explicit grains, and metric definitions that live in Git with branch-based review. dbt models feed Omni topics, and Omni's dbt integration surfaces test status and freshness right where analysts work.

See our dbt consulting

Migrations from Looker, Tableau & Power BI

A disciplined move to Omni: we inventory existing content and usage, translate LookML and calculated fields into the Omni model, rebuild the dashboards people actually use, validate the numbers against the old platform, and retire the long tail so you don't migrate clutter.

AI-Ready Analytics

Omni's AI features are only as good as the model behind them. We add the business context, descriptions, and guardrails that let users ask questions in plain language and get governed answers, and we connect the semantic layer to assistants and agents through Omni's APIs and MCP server.

Embedded Analytics

Put white-labeled Omni dashboards inside your product or customer portal. We design the embed architecture, single sign-on, and row-level permissions so every customer sees only their own data, delivered by the same team that builds production software for enterprise clients.

See our custom development services

Enablement & Ongoing Support

Role-based enablement for modelers, analysts, and business users, plus ongoing support and optimization as adoption grows: new topics, performance tuning, content governance, and a senior team on call when the business asks a new question.

Accelerators

DLH.io and DBDeux, proven on Omni

Our products grew out of real client engagements. On Omni projects they replace months of custom ingestion and dbt scaffolding with components that already work in production.

DLH.io

The data Omni needs, already in your warehouse

DLH.io Sync Bridges land POS, payroll, HRIS, ERP, and SaaS data in Snowflake, Databricks, or MotherDuck with historical and incremental loads, so Omni dashboards start from complete, current data instead of exports.

Learn more about DLH.io DBDeux

Tested dbt models beneath every Omni topic

DBDeux, the managed dbt platform, keeps the models that feed Omni fast, tested, and documented with Slimmer CI, lineage, and an AI-native IDE, so a change upstream never silently breaks a dashboard.

Learn more about DBDeux

Architecture

The AICG reference architecture for Omni

One governed path from source systems to every way people consume data: dashboards, spreadsheets, embedded apps, and AI.

  1. 01

    Sources

    ERP, CRM, POS, HRIS, SaaS apps, and operational databases.

  2. 02

    DLH.io ingestion

    No-code Sync Bridges with historical and incremental loads.

  3. 03

    Cloud warehouse

    Snowflake, Databricks, MotherDuck, BigQuery, or Redshift.

  4. 04

    dbt on DBDeux

    Tested, documented models from staging to conformed marts.

  5. 05

    Omni

    Semantic model serving dashboards, spreadsheets, SQL, embeds, and AI.

Engagement model

From first assessment to a platform you own

  1. Phase 1

    Discover

    Analytics goals, current BI estate, content usage, and a target model and roadmap.

  2. Phase 2

    Model & connect

    Warehouse connection, dbt-aligned semantic model, roles, and permissions.

  3. Phase 3

    Build & migrate

    Priority dashboards, migrated content validated against the source, embeds and AI.

  4. Phase 4

    Enable & optimize

    Training by role, content governance, and ongoing tuning as adoption grows.

FAQ

Omni questions, answered

What does it mean that AICG is an Omni Certified Partner?

AICG is part of Omni's partner program, and our consultants implement and support Omni for clients. We combine that with our data engineering and dbt practice, so the platform beneath Omni is engineered to the same standard as the dashboards on top.

Can you migrate us from Looker, Tableau, or Power BI?

Yes. We start with a content and usage inventory so you migrate what people actually use, translate business logic into the Omni model, rebuild priority dashboards, and validate the numbers against your current platform before cutover.

How does Omni work with dbt?

Omni integrates with dbt, so your dbt models feed Omni's semantic layer and analysts can see test coverage and freshness alongside the data. We design both together so each metric is defined once and governed in Git.

Which data warehouses does Omni support?

Omni connects to the major cloud platforms, including Snowflake, Databricks, BigQuery, Redshift, and MotherDuck, as well as databases such as Postgres and SQL Server. We are also Snowflake, Databricks, and MotherDuck partners, so we can implement the warehouse too.

Do we have to use DLH.io or DBDeux?

No. We deliver on your existing tooling when that is the right call. DLH.io and DBDeux are accelerators that let our consultants start from proven, prebuilt components instead of a blank page.

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Ready to accelerate your Omni program?

Talk to an AICG architect about your goals. We'll map the fastest path to value on Omni, with our consultants, DLH.io, and DBDeux working together.

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