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Data and research intelligence

Early signals from research data

Connect companies, people and research through source-linked keywords and graph-based retrieval.

The problem

Company and researcher profiles relied on outdated keywords from conventional text extraction, across a corpus of more than 7 TB from many sources. Better keywords from patents and publications had to fit the existing database and backend.

What we built

Data pipelines and a backend that connect companies, people and research, using topic modelling, entity matching and graph-based retrieval.

Where it runs

In the customer environment, with a data warehouse, scheduled pipelines and a knowledge graph. Data refreshes weekly.

Operational outcome

Document-linked research retrieval operating across more than 7 TB.

In production in the client’s product, refreshed weekly.

Industry: investment intelligence. Client details and metrics are shared after an NDA, to protect our clients’ interests.

How it works

From source to a reviewed answer, in three steps.

  1. 01

    Papers and patents

    Research documents refreshed through scheduled pipelines.

  2. 02

    Connect the records

    Extract keywords, match entities and build graph-based retrieval.

  3. 03

    Analysts explore

    Follow signals and links in the profiles they already use.

A 7 TB research corpus becomes source-linked keywords and a knowledge graph; analysts explore signals inside the profiles they already use.
A 7 TB research corpus becomes source-linked keywords and a knowledge graph; analysts explore signals inside the profiles they already use.
Under the hood

System capabilities

Storage
Data warehouse
Scheduled loads
Pipelines
Scheduled pipelines
Weekly refresh
Topics
Topic modelling
Clustering
Graph
Knowledge graph
Graph retrieval
Context
LLM keyword extraction
Entity and ontology mapping

Discuss your research intelligence workflow.

Tell us about your research sources and how your team uses them today. We’ll help you identify a practical starting point.

founders@amotion.ai