Make your business
legible to AI.

Magni2d helps small and medium businesses organize what they know, then build agentic workflows around the way their teams already work.

Start a conversation See how it works

Ontologies Agentic workflows Operational AI

01 / Observe

Your business already has a model.

It is spread across documents, systems, decisions, and the people who know how the work gets done.

02 / Structure

We map it.

An ontology gives AI the context to understand what matters, how things relate, and where decisions belong.

03 / Activate

Then we put the model to work.

With the right context, agents can connect existing tools, handle defined tasks, and bring exceptions back to people.

Business signals

01Documents

02Systems

03Expertise

Shared model

Business ontology

Customer Policy Case Owner Task Outcome

Agentic workflows

01Route request

02Prepare action

03Escalate exception

Human review

Illustrative example

Built around your reality

Start with the way the business works today.

Map what matters

We identify the concepts, relationships, rules, and signals that make your operation distinct.

Connect what exists

We work with the systems and knowledge your team already uses instead of forcing a blank-slate transformation.

Build the workflow

We use that shared context to create focused workflows, with people reviewing the decisions that matter.

Knowledge has structure

The map carries what the company knows.

An ontology is more than a list of things and relationships. It captures the language, rules, judgment, and product knowledge that give the business its character—and shows AI where that knowledge applies.

Source Knowledge layers Shared model Role context Application Company
knowledge Product knowledge Customer language Operating rules Institutional judgment Business
ontology Sales context Operations context Support context Leadership context Product decision Customer action Agentic workflow CONCEPTUAL MODEL

About Magni2d

For companies without an AI department.

Magni2d helps small and medium businesses use AI in day-to-day operations. We build ontologies and custom agentic workflows around their existing knowledge and systems.

We are currently speaking with operators who want to use AI without replacing the tools and processes their teams rely on.

Start with the work

Tell us how the work gets done.

If you see a place where AI could help but the path is unclear, send us a note. We are looking for a small number of early conversations.

Make your businesslegible to AI.