10 AI trends that could save you millions

From cutting downtime to capturing tribal knowledge, this report breaks down where maintenance is headed in 2025.

Go Beyond Better Search

Customized Ontology:

Align data from disparate systems with the business outcomes you are trying to achieve.

Precise Extraction:

Accurately parse unstructured files like PDFs, PowerPoints, and Word documents to be leveraged by LLM applications.

AI Enrichment:

Fill in the information your business wanted to capture, but for some reason failed to collect.

GraphRAG + Query Engine + Agent Workflows:

Utilizing the graph representation, orchestrate the best way to respond to requests, no matter how complex the task.

Adaptive Feedback:

Employ a robust regression test suite and enable feedback from users to create a more reliable system that improves over time.

Asset Insights: At a Glance

How It Works

Ingest

Connect disparate data sources such as CMMS and DMS via simple, read-only integrations

Understand

Map entities to an organization-specific knowledge graph

Surface

Use understanding to surface the relevant data points automatically in context

Answer

Ask questions of your data and get real answers (NLQ)

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Are you making decisions based off facts or feelings?

Are all data sources, including unstructured notes fields, aggregated to form a unified truth?

Are best practices from highest performing teams shared in real time across the org?

Are insights around asset performance generated and democratized automatically?

Use Cases

Rapid Troubleshooting

Create a 360 degree view around detected errors - such as related past work records and manuals - to help technicians and engineers solve problems in a fraction of the time.

Efficient Planning

Asset Insights gives managers and planners access to historical job plans and other data sources in one place to help effectively allocate resources by leveraging crucial data.

Proactive Reliability

Leverage proactive insights needed to continuously improve operations and prevent unplanned downtime. Evaluating the efficacy of various initiatives has never been so easy.

Read our white paper for information on how Datch is helping innovative companies revolutionize asset management with AI

Terry Duncan

Strategy, Programs and Change Manager

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