Semantic Layer Based Reporting Integrated with NLP/NLG

Semantic layer foundation enables Dhi to understand your data. The platform powered by Dhi-SQL engine facilities definition of complex KPIs that enable analysis not just aggregations. Dhi leverages NLP to query and NLG to generate text. Flexible, the platform can be easily deployed on existing infrastructure, offering faster time to deploy and lower TCO.

Semantic Layer Based Reporting Integrated with NLP/NLG

Semantic layer foundation enables Dhi to understand your data. The platform powered by Dhi-SQL engine facilities definition of complex KPIs that enable analysis not just aggregations. Dhi leverages NLP to query and NLG to generate text. Flexible, the platform can be easily deployed on existing infrastructure, offering faster time to deploy and lower TCO.

System Architecture

Enterprise Semantic Layer

Relations between attributes, definition of metrics, mapping to database objects, user access rights to row/column data make up the core of semantic layer. When the focus is on analysis, definitions of metrics can get very complex. Dhi’s semantic layer supports a range of powerful functions that also enables metrics to be parameterized. The Governor tool makes the job of setting all of this up fast and easy.

Powerful Dhi-SQL Engine

Dhi-SQL engine generates SQL that’s optimized and appropriate for the underlying database. The engine is aggregate aware, handles semi-additive and non-additive metrics, supports row level security, and allows parameterized metric evaluation. The resulting SQL query is optimized to reduce the number of passes and increase performance.

Integrated AI – NLP/NLG Analytical Layer

Dhi Analytical layer enables the integration of NLP/NLG with the Semantic Layer. The KPI knowledge contained in the Semantic layer enables Dhi Analyst to “understand” your data domains. Text generation (NLG) is enabled for any data structure without any template based customization - driven by dozens of cross-domain univariate and multi-variate analytical assertions.

Middleware Layer Using REST Services

All the functionality of platform is exposed as modular REST APIs enabling easy extendibility. The REST services include (but are not limited to) Report, Storyboard, Domain, Publish, Export, Analyst/NLG, Schedule, Security, Governor, Admin etc.

Intuitive Reporting & Visualization UX

With a responsive browser based UI built using Angular JS and HTML5, tool can be used seamlessly on mobile, tablet and desktop. The powerful export feature, enables the reports and dashboards to be exported in native office formats (not just images) or as an offline application where the look and feel of the application can be retained even while the snippets are shared with users with no access to the tool.

Cloud, On-Premise or Hybrid

Dhi can be integrated within your data infrastructure with minimal effort and cost – and works with data sets of varying sizes (few MB to several PB) and designed in diverse forms (Star, Snowflake, 3NF, ROLAP etc.) It seamlessly works on cloud and on-premise with a number of databases, including Redshift, Snowflake, Teradata, Oracle, Hadoop, Snowflake, SQL Server, Postgres etc. With no additional infrastructure requirement, Dhi platform can reduce TCO significantly.

More Reasons to use Dhi-Platform

Intelligent

Dhi can be configured for data metrics across domains. Analytical assertion and text generation engine integrated with NLG/NLP Smarter due to integration NLG engine with the Semantic Layer.

Quicker

Dhi can be fit seamlessly into your enterprise. It is significantly faster to deploy when compared to traditional BI tools.

Cheaper

Dhi is a flexible platform that fits into your existing data infrastructure. No new hardware or software is required.

Secure

Access to each user may be controlled by row or column at a fine grained level. Governor has complete control on what each user gets to see.

Supports Single Source of Truth

Core KPIs can be defined and managed by the Governor – providing enterprise level KPI governance capability – a critical need for maintaining a “single source of truth” enterprise BI platform.

Made for the Enterprise

It has all the enterprise features required to effectively promote, enable and control access to enterprise intelligence

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