Community Pulseby Data n Dashboards
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Community Pulse AI

Ask your dashboards anything.

ChatGPT and Claude narrate your data in plain English — with automated summaries, insights surfaced automatically, and conversational Q&A on the dashboards your team already uses.

Human-reviewed
Source-traceable
No SQL
[District] · HousingAI narration on
Automated insight: building consents in [District] rose [X]% in the latest quarter — the largest movement across the region. Source: MBIE · [period]
Why did consents jump this quarter?Ask
Illustrative example — figures are placeholders.
8
AI pipeline stages, end to end
0
manual configuration required
1+
sources — single or multi-source
Human
review at every step
What is Community Pulse AI?

An AI reasoning engine that
multiplies your analysts.

Unlike traditional BI tools that depend entirely on analysts to model and interpret data, it understands your data, validates it, and builds interactive dashboards with conversational intelligence — with human review at every step.

Narrates in plain English

ChatGPT and Claude explain what your data says — no chart-reading required.

Insights surfaced automatically

Automated summaries flag what changed and what matters, without anyone asking.

Conversational Q&A

Ask your dashboards anything and get factual answers, live charts and drill-downs.

Models your team trusts

Built on familiar AI models — with human review at every step.

The 8-stage AI pipeline

Raw data in.
Living intelligence out.

Every dataset flows through a rigorous, automated sequence. Switch between single-source and multi-source to see the path it takes.

01
Data Ingestion

Single or multi-source data comes in — including every published datasource on your Tableau Server.

02
Quality Gate

The data is checked and validated before anything is built on it.

03
Smart Merge

Multiple sources are joined into one model, with an ERD, before the downstream flow.

Skipped for single-source
04
Ontology Inference

The engine works out what each field and entity actually means.

05
Semantic Layer

Business meaning is layered on top, so questions map to the right measures.

06
Knowledge Graph

Entities, relationships and metrics — every insight traceable to its source.

07
Dashboard Generation

Specialised agents build interactive dashboards, reviewed by our consultants.

08
Conversational Assistant

Ask in plain English — answers, live charts, drill-downs and refinements.

Flow:01 → 02 → 04 → 05 → 06 → 07 → 08
Inside the engine

Four engines, one platform.

Talk to your data
Conversational AI engine

Ask questions in plain English. A multi-agent system routes queries to factual answers, live chart generation, anomaly drill-down and refinements — without SQL.

Tableau Server integration
Direct native connector

Authenticate once with a Personal Access Token. Every published .hyper datasource on your Tableau Server becomes available to the AI pipeline — no exports required.

Multi-agent dashboard generation
AI-assisted BI, human-reviewed

Specialised agents — chart selection, KPI card, layout, data binding, narrative — collaborate to build fully interactive dashboards, reviewed by our consultants before release.

Knowledge graph
Transparent, auditable reasoning

Entities, relationships and metrics visualised as an interactive graph. Every insight is traceable to its source data — no black box, no guesswork.

Two ways to use AI

AI on your dashboards,
or answers in Claude.

Community Pulse AI

For organisations that want AI on their own dashboards and data — including your Tableau Server.

Works on your dashboards and your own data
Builds dashboards and narrates them
Delivered with our consultants
Community Pulse Connector

For anyone who wants a quick, cited figure — asked in plain English inside Claude.

250+ Community Pulse datasets
Every figure with its source, unit and period
Free to start, NZ$2,400 a year for Standard

Multiply every analyst.

See Community Pulse AI working on your own data in a free 45-minute session.

Human-reviewedSource-traceableNo lock-in