Transform your event stream into structured business entities.

Ingest your analytics, webhook, or product events - and extract users, sessions, purchases, and more - automatically mapped into clean, queryable objects.

Interested in a pilot or learning more? .

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Your event logs are full of noise — not insight.

Most teams collect thousands of JSON events but:

  • There's no consistent schema
  • User journeys are hard to follow
  • It takes hours of cleaning just to answer simple questions

And tools like dashboards or CDPs only show charts — they don't explain what's really happening, leaving you searching for answers. But what if there was a better way?

We make your events useful.

Struere provides that better way. We ingest schemaless or noisy event streams and extract:

Business entities: Users, Sessions, Purchases, Tickets, etc.
Relationships: "User opened Ticket", "Session included Purchase"
Structured output: JSON, tables, or knowledge graph objects

No brittle ETL pipelines. No manual schema mapping. Just structured data you can build on.

Use Cases

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Funnel and Journey Modeling

Create user journeys without predefined schema. Discover real paths through your product.

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ML Feature Engineering

Transform user and product events into ML-ready features for prediction models.

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Agent Memory / Context Graphs

Build real-time context graphs from user interactions to power intelligent agents.

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CDP Output Cleaning

Turn messy CDP data into structured entities you can actually build on.

How it works

1

Connect your events

Connect your warehouse or send real-time events via API.

2

We analyze and structure

AI-assisted logic + domain-aware rules identify meaningful entities and their connections.

3

Get clean output

Receive structured objects in your downstream tools (Amplitude, BigQuery, Neo4j, etc).

Ready to make sense of your event data?

Reach out to discuss how we can help transform your raw events into structured business entities.

No sales funnel. No automated emails. Just real conversations about your data challenges.

Why Not Use...

Segment or RudderStack?

They're focused on data routing, not meaning. You still have to define what matters.

GetLoops.ai?

Great for surfacing KPI changes, but it's a black box. We give you the structured data behind the story.

Custom pipelines?

You could build this yourself. But you'll end up rewriting it for every new schema or use case. We already did.

Your existing analytics?

They're tracking events, not business objects. Without entity mapping, you're missing the bigger picture.

Frequently asked questions

How is this different from a regular analytics tool?

Unlike regular analytics tools that just track events, struere.ai extracts meaningful business entities and relationships from your raw data. This gives you a structured, queryable model of user behavior rather than just event logs.

Do I need to define a schema first?

No, that's the beauty of our approach. Our system automatically infers the entities and relationships from your raw data. You don't need to predefine what you're looking for.

What's the implementation process like?

We'll start with a pilot project to demonstrate value with your data. After assessing your specific requirements and data sources, we'll build a customized entity mapping framework for your business context.

How do you compare to other solutions?

Unlike CDPs (Segment, RudderStack) that just route data, we extract meaning. Unlike analytics tools that show charts, we provide structured entities. And unlike custom solutions, our approach automatically adapts to changing data without constant maintenance.