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The right tool for the job

Exmergo Viz or ChatGPT?

ChatGPT is a great general-purpose assistant. Exmergo Viz is a purpose-built AI agent for data visualization. Both use AI — very differently. Here's an honest look at where each one shines.

At a Glance

Exmergo Viz
ChatGPT
Primary purpose
Building and sharing persistent, interactive dashboards
General-purpose chat assistant for writing, coding, and analysis
Output format
Interactive dashboards with stable shareable URLs
Chat messages and one-off charts inside a conversation
Data grounding
Structured queries run against your actual data — no hallucination on numbers
Can hallucinate on numerical or tabular reasoning without careful prompting
Persistence
Dashboards persist, refresh, and reflect new data over time
Chat threads persist; analyses and charts don't update with new data
Data sources
CSV, Excel, SQL Server, MySQL, PostgreSQL (Enterprise connectors growing)
File uploads per conversation; ChatGPT Connectors for selected apps
Sharing
One-click publish — shareable with anyone, no account required for viewers
Shared conversations and canvases — chat transcripts, not dashboards
Pricing
Free tier, $19/mo Pro, $99/mo Ultra. Enterprise: flat platform fee, no per-user tax.
Free tier, Plus $20/user/mo, Team $25/user/mo, Enterprise per-seat pricing
Data & training policy
On paid tiers, your data, prompts, and schema are never used to train AI models
Policies vary by plan — check OpenAI's current data usage documentation
Built for
Recurring dashboards, non-technical users, governed enterprise data
Writing, coding, brainstorming, ad-hoc Q&A

What Makes Exmergo Viz Different

ChatGPT is a generalist. Exmergo Viz is a specialist — an AI agent built from the ground up for the dashboarding workflow, with the precision, persistence, and governance that use case demands.

Purpose-Built for Dashboards

Exmergo's agents are designed for one job: turning data into interactive dashboards. The output is a persistent, shareable dashboard at a stable URL — not a chat transcript.

Grounded on Your Real Data

Exmergo generates structured queries that run against your actual data. Charts reflect real query results, not model-generated numbers. The agent shows its work so you can verify every step.

One-Click Publish & Share

Publish a dashboard with one click and share a link with anyone — no login required for viewers. Published dashboards never expose raw data, only aggregated query results.

Enterprise Isolation, No Training on Your Data

On paid tiers, Exmergo never uses your data to train AI models. Enterprise plans offer physical data isolation, custom geo-location, and on-premise deployment. Data is not sent raw to third-party AI providers.

When ChatGPT Is the Better Fit

We believe in being honest. Here's when ChatGPT is likely the right choice:

  • You need a general-purpose AI assistant for writing, coding, brainstorming, or broad Q&A — not specifically dashboards.

  • You're doing one-off data analysis on small files and don't need a persistent, shareable dashboard at the end.

  • Your team already has ChatGPT bundled in a plan, and incremental cost matters more than specialization.

  • You want a chat-first interface for exploring an idea, not a structured dashboarding workflow with governance.

When Exmergo Viz Is the Better Fit

Exmergo Viz is purpose-built for teams who need dashboards — not just answers:

  • You need recurring, interactive dashboards that persist, update, and live at a stable URL — not transient chat outputs.

  • Non-technical users on your team need to build dashboards without learning SQL, Python, or prompt engineering.

  • You care about avoiding hallucinations on numerical answers — Exmergo grounds every chart in a real query against your data.

  • You need governed enterprise data: no training on customer data, physical isolation options, and clear data-to-dashboard lineage.

  • You want to share dashboards with leadership, clients, or the public — with one click, no viewer accounts required.

The Bottom Line

ChatGPT is a powerful general-purpose AI assistant — extraordinary for writing, coding, and broad reasoning. Exmergo Viz is the purpose-built AI agent for data visualization: grounded, persistent, shareable, and governed. Use ChatGPT for the problems it's great at, and use Exmergo Viz when your team needs dashboards that outlive a chat session.