Comparison

Your own web workspace or a BI tool?

Honestly: BI tools are great if you have an analyst who builds reports. Your own workspace wins when the people using the dashboard are owners and teams, not analysts.

No per-user licences
Power BI and Tableau charge per viewer; Looker Studio is free; Metabase is open source or a paid cloud.
Own workspace
yes
You pay for the work and hosting; viewer count does not change the price.
Power BI
no
Pro / Premium Per User — a licence for everyone who views reports.
Looker Studio
yes
Free to view; only third-party connectors cost money.
Tableau
no
Creator / Explorer / Viewer — a paid seat per user.
Metabase
partly
Open source is free; Cloud and Pro are billed per user.
Your brand, domain and design
BI branding is limited or reserved for higher tiers.
Own workspace
yes
Your domain, logo, colours and fonts — fully on-brand.
Power BI
partly
Report themes exist; own domain and UI only via Embedded.
Looker Studio
no
Reports live on lookerstudio.google.com with Google UI.
Tableau
partly
Limited branding; own portal via Embedded / Server.
Metabase
partly
White-label and own domain in paid plans or self-hosted.
Plain-language metric notes
BI tools allow manual text boxes; in the workspace every metric carries its own note.
Own workspace
yes
Every metric has a note on what it means and how it is calculated.
Power BI
partly
Descriptions and tooltips possible, set up manually per visual.
Looker Studio
partly
Only text boxes that the report author adds by hand.
Tableau
partly
Field descriptions and tooltips — configured by the author.
Metabase
partly
Model and field descriptions exist, but not every viewer sees them.
AI assistant on your data
Copilot / Gemini / Tableau AI exist on specific plans with limits.
Own workspace
yes
The assistant answers questions about your own metrics and changes.
Power BI
partly
Copilot — on higher Fabric / Premium capacities.
Looker Studio
partly
Gemini features are arriving, mostly in Looker (Pro).
Tableau
partly
Tableau Pulse / Agent — on higher tiers.
Metabase
partly
Metabot exists but needs setup and a paid plan.
Telegram reports
BI tools send email; Telegram only via third-party glue.
Own workspace
yes
Scheduled digests and alerts in Telegram — built in.
Power BI
no
Email and Teams subscriptions; Telegram only via Power Automate.
Looker Studio
no
PDF delivery by email; no messengers.
Tableau
no
Email and Slack subscriptions; Telegram only via integrations.
Metabase
partly
Email and Slack; Telegram via webhooks and extra work.
Simple team access without licences
The workspace has its own accounts and roles; BI usually needs a licence or Google account per viewer.
Own workspace
yes
Sign-in by link, password or SSO — no seats to buy.
Power BI
no
Every viewer needs a licence and a Microsoft account.
Looker Studio
partly
Free, but needs a Google account and manual sharing.
Tableau
no
Every user is a separate paid seat.
Metabase
partly
No licences when self-hosted; per-user in the cloud.
You own the data and code (self-hosting)
The workspace runs on your server; Metabase can be self-hosted too.
Own workspace
yes
Code and database deploy on your server (Docker) or cloud.
Power BI
partly
Report Server exists, but it is mostly Microsoft cloud.
Looker Studio
no
Google cloud only, no access to the code.
Tableau
partly
Tableau Server can be self-hosted, but is licensed.
Metabase
yes
Open source — fully self-hostable.
UI tailored to your process
Any logic or screen is code, not a builder’s limits.
Own workspace
yes
Screens, logic and flows are built around your processes.
Power BI
partly
Flexible within reports; own flows via Power Apps.
Looker Studio
partly
Only reports built from stock components.
Tableau
partly
Flexible dashboards, but the UI is Tableau’s.
Metabase
partly
Questions and dashboards; own flows via embedding.
Self-service ad-hoc exploration
BI tools win here: an in-house analyst can slice anything. The workspace offers filters, saved views, and new widgets via me.
Own workspace
partly
Filters, sorting and export yes; free-form drag & drop no.
Power BI
yes
Full self-service data exploration.
Looker Studio
yes
Drag-and-drop report builder for anyone.
Tableau
yes
The strongest tool for free-form analysis.
Metabase
yes
No-code question builder and SQL editor.
Quick start with no development
A simple Looker Studio report takes an evening. The workspace takes 2–4 weeks for a pilot — without compromises.
Own workspace
partly
Power BI
yes
Looker Studio
yes
Tableau
partly
Metabase
yes

Criterion	Own workspace	Power BI	Looker Studio	Tableau	Metabase
No per-user licencesPower BI and Tableau charge per viewer; Looker Studio is free; Metabase is open source or a paid cloud.	yes You pay for the work and hosting; viewer count does not change the price.	no Pro / Premium Per User — a licence for everyone who views reports.	yes Free to view; only third-party connectors cost money.	no Creator / Explorer / Viewer — a paid seat per user.	partly Open source is free; Cloud and Pro are billed per user.
Your brand, domain and designBI branding is limited or reserved for higher tiers.	yes Your domain, logo, colours and fonts — fully on-brand.	partly Report themes exist; own domain and UI only via Embedded.	no Reports live on lookerstudio.google.com with Google UI.	partly Limited branding; own portal via Embedded / Server.	partly White-label and own domain in paid plans or self-hosted.
Plain-language metric notesBI tools allow manual text boxes; in the workspace every metric carries its own note.	yes Every metric has a note on what it means and how it is calculated.	partly Descriptions and tooltips possible, set up manually per visual.	partly Only text boxes that the report author adds by hand.	partly Field descriptions and tooltips — configured by the author.	partly Model and field descriptions exist, but not every viewer sees them.
AI assistant on your dataCopilot / Gemini / Tableau AI exist on specific plans with limits.	yes The assistant answers questions about your own metrics and changes.	partly Copilot — on higher Fabric / Premium capacities.	partly Gemini features are arriving, mostly in Looker (Pro).	partly Tableau Pulse / Agent — on higher tiers.	partly Metabot exists but needs setup and a paid plan.
Telegram reportsBI tools send email; Telegram only via third-party glue.	yes Scheduled digests and alerts in Telegram — built in.	no Email and Teams subscriptions; Telegram only via Power Automate.	no PDF delivery by email; no messengers.	no Email and Slack subscriptions; Telegram only via integrations.	partly Email and Slack; Telegram via webhooks and extra work.
Simple team access without licencesThe workspace has its own accounts and roles; BI usually needs a licence or Google account per viewer.	yes Sign-in by link, password or SSO — no seats to buy.	no Every viewer needs a licence and a Microsoft account.	partly Free, but needs a Google account and manual sharing.	no Every user is a separate paid seat.	partly No licences when self-hosted; per-user in the cloud.
You own the data and code (self-hosting)The workspace runs on your server; Metabase can be self-hosted too.	yes Code and database deploy on your server (Docker) or cloud.	partly Report Server exists, but it is mostly Microsoft cloud.	no Google cloud only, no access to the code.	partly Tableau Server can be self-hosted, but is licensed.	yes Open source — fully self-hostable.
UI tailored to your processAny logic or screen is code, not a builder’s limits.	yes Screens, logic and flows are built around your processes.	partly Flexible within reports; own flows via Power Apps.	partly Only reports built from stock components.	partly Flexible dashboards, but the UI is Tableau’s.	partly Questions and dashboards; own flows via embedding.
Self-service ad-hoc explorationBI tools win here: an in-house analyst can slice anything. The workspace offers filters, saved views, and new widgets via me.	partly Filters, sorting and export yes; free-form drag & drop no.	yes Full self-service data exploration.	yes Drag-and-drop report builder for anyone.	yes The strongest tool for free-form analysis.	yes No-code question builder and SQL editor.
Quick start with no developmentA simple Looker Studio report takes an evening. The workspace takes 2–4 weeks for a pilot — without compromises.	partly	yes	yes	partly	yes

When your own workspace is better

Non-technical people use the dashboard, brand and explanations matter, you don’t want to pay per viewer, and you need Telegram reports and data on your own server.