Embedded Analytics and BI Platforms | Parse

Embedded Analytics and BI Platforms in AI answers

Data as of Oct 14, 2026Based on 286 AI responsesReviewed by Dimitry Apollonsky

AI summary

Looker holds a narrow lead over Embeddable, with recommendations centering on its governed semantic layer and multi-tenant SaaS embedding. For teams that require headless APIs and custom front-end interactions, Embeddable is the usual answer.

Most-mentioned brands

Rank and Mentioned in · since Jul 5

#	Brand	Recommended for	Mentioned in
1	LookerAlphabet product line 59% enterprise multi-tenant embedding backed by a governed LookML semantic layer	enterprise multi-tenant embedding backed by a governed LookML semantic layer	59%
2	Embeddable 51% developer-centric, native-feeling components built directly in front-end application code	developer-centric, native-feeling components built directly in front-end application code	51%
3	Microsoft Power BIMicrosoft product line 49% row-level security and internal enterprise portals built on Microsoft stacks	row-level security and internal enterprise portals built on Microsoft stacks	49%
4	Metabase 44% quick, straightforward embedding for non-technical teams and internal portals	quick, straightforward embedding for non-technical teams and internal portals	44%
5	GoodData 39% governed composable analytics and predictable tenant pricing for enterprise SaaS	governed composable analytics and predictable tenant pricing for enterprise SaaS	39%
6	Sigma Computing 35% embedding live cloud data warehouse exploration using spreadsheet-like interfaces	embedding live cloud data warehouse exploration using spreadsheet-like interfaces	35%
7	Luzmo 31% rapid API-first integration and fast deployment of customer-facing dashboards	rapid API-first integration and fast deployment of customer-facing dashboards	31%
8	Sisense 30% complex data modeling and white-labeled analytics via its Compose SDK	complex data modeling and white-labeled analytics via its Compose SDK	30%
9	Qrvey 24% multi-tenant applications requiring flat-rate pricing and server-side security	multi-tenant applications requiring flat-rate pricing and server-side security	24%
10	ThoughtSpot 21%		21%
11	Holistics 19%		19%
12	Reveal Embedded Analytics 14%		14%
13	ThoughtSpot EmbeddedThoughtSpot product line 12%		12%
14	TableauOwned by Salesforce 12%		12%
15	Tableau Embedded AnalyticsSalesforce product line 12%		12%
16	Explo 12%		12%
17	Cube Cube 10%		10%
18	Cube 9%		9%
19	Apache SupersetApache Software Foundation product line 9%		9%
20	Tableau AgentSalesforce product line 8%		8%
21	Astrato 7%		7%
22	Domo 7%		7%
23	Bold BI 7%		7%
24	Knowi 6%		6%
25	Lightdash 6%		6%
26	Cube Software 5%		5%
27	Amazon QuickSightAmazon product line 5%		5%
28	Basedash 5%		5%
29	Toucan Toco 4%		4%
30	Omni · omni.co 3%		3%
31	Omni · getomni.co 3%		3%
32	DataBrain 3%		3%
33	Yurbi 3%		3%
34	Recharts 3%		3%
35	QueryPanel 3%		3%
36	D3.js 3%		3%
37	Microsoft AzureMicrosoft product line 2%		2%
38	Chart.js 2%		2%
39	Yellowfin 2%		2%
40	Draxlr 2%		2%
41	Preset 2%		2%
42	Qlik 2%		2%
43	Sumboard 1%		1%
44	Querio 1%		1%
45	VisxAirbnb product line 1%		1%
46	Microsoft 1%		1%
47	Microsoft LearnMicrosoft product line 1%		1%
48	ClicData 1%		1%
49	Apache EChartsApache Software Foundation product line 1%		1%
50	Power BI 1%		1%
51	GoodData.UIGoodData product line 1%		1%
52	Looker StudioAlphabet product line 1%		1%
53	Google Cloud PlatformAlphabet product line 1%		1%
54	Biuwer 1%		1%
55	Veezoo 1%		1%
56	Google CloudAlphabet product line 1%		1%
57	Microsoft 365Microsoft product line 1%		1%
58	Highcharts 1%		1%
59	Google Cloud BigQueryAlphabet product line 1%		1%
60	Zoho AnalyticsZoho product line 1%		1%
61	Snowflake 1%		1%
62	Flex SDK <1%		<1%
63	PostgreSQL <1%		<1%
64	InetSoft <1%		<1%
65	Sisense FusionSisense product line <1%		<1%
66	Zoomdata <1%		<1%
67	Looker Studio Pro <1%		<1%
68	Flexmonster <1%		<1%
69	Onvo <1%		<1%
70	Logi AnalyticsInsightsoftware product line <1%		<1%
71	MotherDuck <1%		<1%
72	Microsoft 365 AppsMicrosoft product line <1%		<1%
73	Rill <1%		<1%
74	Domo Everywhere <1%		<1%
75	Snowflake AISnowflake product line <1%		<1%
76	Infragistics <1%		<1%
77	Emban <1%		<1%
78	Modular Embedding SDKMetabase product line <1%		<1%
79	Inzata <1%		<1%
80	Dundas BIInsightsoftware product line <1%		<1%
81	Tinybird <1%		<1%
82	Okta <1%		<1%
83	Cube CloudCube product line <1%		<1%
84	Qlik Cloud AnalyticsQlik product line <1%		<1%
85	Arize PhoenixArize AI product line <1%		<1%
86	Amazon RedshiftAmazon product line <1%		<1%
87	GoodData SdkGoodData product line <1%		<1%
88	MetricFlow <1%		<1%
89	MuzeJS <1%		<1%
90	Databricks <1%		<1%
91	Preswald <1%		<1%
92	Strategy BI <1%		<1%
93	dbt Semantic Layerdbt product line <1%		<1%
94	Wren <1%		<1%
95	LookMLAlphabet product line <1%		<1%
96	Insightsoftware <1%		<1%
97	ClickHouse <1%		<1%
98	Wyn Enterprise <1%		<1%
99	Fivetran <1%		<1%

Recommendations by AI engine

ChatGPT SearchGoogle AI Mode

Widest split: Embeddable, 30% on ChatGPT Search and 74% on Google AI Mode.

Mentioned in on each AI engine, by brand
Brand	ChatGPT Search	Google AI Mode
Looker	74%	44%
Embeddable	30%	74%
Microsoft Power BI	52%	45%
Metabase	56%	31%
GoodData	35%	43%
Sigma Computing	49%	21%
Luzmo	29%	32%
Sisense	36%	24%
Qrvey	18%	31%
ThoughtSpot	29%	12%

Questions by topic1

Embedded analytics for saas products
- What's a user-friendly, embeddable BI dashboarding tool for our SaaS customers that's not Looker?
- What tools allow me to integrate data visualization and dashboards directly into my SaaS platform for my users and staff?
  ChatGPT SearchOct 5, 2026
  1Holistics
  2ThoughtSpot
  3GoodData
  4Looker
  5Metabase
  6Sisense
  7Microsoft Power BI
  The strongest options for embedding dashboards directly into a SaaS product are Holistics, Sigma, ThoughtSpot, GoodData, Looker, Power BI Embedded, Metabase, and Sisense.
  
  Tool Best for
  
  Google AI ModeOct 5, 2026
  1Embeddable
  2Luzmo
  3Explo
- I need to show data to my customers and team inside our app. Which software helps with embedding analytics into a SaaS product?
- Which embedded analytics platform is easiest to integrate into a customer-facing application?
  ChatGPT SearchSep 22, 2026
  1ThoughtSpot Embedded
  2Holistics
- We use a data warehouse. Who offers a BI tool that creates embeddable dashboards for our customer portal?
  ChatGPT SearchSep 23, 2026
  1Microsoft Power BI
  2Looker

Which embedded analytics platforms support row-level security and tenant-specific theming without duplicating dashboard definitions?
Which embedded BI tools provide a headless API and accessible components for teams that need custom chart interactions?
Which customer-facing analytics platforms price predictably by application or tenant instead of charging every viewer?
I'm looking for a way to embed dashboards directly into our SaaS application. What's the best embedded analytics platform for a multi-tenant environment?
We want to create a data-driven culture. What's a good, embeddable analytics platform for our internal portal?

Integrating data visualization and dashboards directly into a SaaS platform—often referred to as embedded analytics —typically involves choosing between developer-first component libraries (for native UI control) or full-scale Business Intelligence (BI) platforms (for heavy data crunching and self-service reporting).

The best tools for this purpose are categorized below by their strengths for users and staff:

1. Developer-First & Modern Embedded Analytics (Best for Native UI)

Embeddable: A developer-first toolkit that uses a headless architecture and React SDKs/web components instead of clunky iframes, giving you total visual control over the end-user experience. Check out the Embeddable Demo to see how it integrates natively.[](https://www.sumboard.io/guides/embedded-analytics-complete-guide)
Luzmo: Built with an API-first approach and a drag-and-drop builder for internal teams, offering clean web-component embedding that fits seamlessly into modern SaaS apps. Explore plans and features on the Luzmo Pricing Page.[](https://www.sumboard.io/guides/embedded-analytics-complete-guide)
Explo: A cloud-native embedding tool focused on fast deployment, modern UI styling, and matching your existing product aesthetic without forcing heavy BI branding.[](https://www.sumboard.io/guides/embedded-analytics-complete-guide)

2. Full-Service & Multi-Tenant Platforms (Best for Self-Service)

Reveal: Designed specifically for software vendors and SaaS teams, providing a rich SDK/API framework , interactive dashboards, and conversational AI querying that feels native to the application. Learn more via Reveal BI.[](https://www.revealbi.io/)
Qrvey: An end-to-end analytics platform built entirely for multi-tenant SaaS environments, meaning data isolation and user permissions are natively managed out-of-the-box via JavaScript widgets.[](https://www.sumboard.io/guides/embedded-analytics-complete-guide)
Sisense Embedded: Highly popular for product teams wanting to offer interactive, white-labeled analytics as a core product feature or monetization tier.

3. Enterprise-Grade BI with Embedded Options (Best for Heavy Data)

Looker (Google Cloud): The gold standard for data-warehouse-heavy architectures, offering robust APIs and an Embed SDK for deep, secure multi-tenant integration.
Microsoft Power BI Embedded: Allows you to securely share interactive reports and AI Copilot-driven insights externally in custom web apps without requiring your end-users to have separate Microsoft licenses.
ThoughtSpot Everywhere: Excellent if you want to give your users AI-driven, natural-language search capabilities instead of static dashboards, allowing them to query data on the fly.[](https://www.knowi.com/blog/best-embedded-analytics-tools-2025/)

To help narrow down the best fit, tell me:

Are you looking to embed these dashboards primarily for your paying end-users (customer-facing) or for your internal staff (operations/admin)?
What is your primary database or data warehouse (e.g., PostgreSQL, Snowflake, BigQuery)?

Sources cited in this answer3

If ease of integration into a customer-facing SaaS app is the main criterion, I’d put ThoughtSpot Embedded and Holistics near the top of the shortlist, with the choice depending on how much control and self-service you need.

Platform	Integration experience	Particularly suited for
ThoughtSpot Embedded	Very straightforward SDK-based embedding	Interactive/self-service analytics, search/AI
Holistics	Very simple embed/iframe approach	Quickly shipping customer-facing dashboards
Sigma	Straightforward, polished embedding	Highly interactive product analytics
Metabase	Relatively simple	Basic embedded dashboards, teams wanting a simpler stack
Power BI Embedded	More infrastructure/configuration	Microsoft/Azure-centric organizations
Looker	More engineering-heavy	Strong semantic modeling and governed analytics

My practical take

For the fastest developer experience: ThoughtSpot Embedded is compelling. Its Visual Embed SDK supports React, Angular, TypeScript, and vanilla JavaScript, and ThoughtSpot provides a developer playground that generates much of the embedding code. Their current quickstart demonstrates embedding with only a few lines of code.

For the simplest dashboard embedding: Holistics is worth serious consideration. Its embedding model is oriented around getting dashboards into your application with relatively little application-side work. A current 2026 comparison also highlights its simple signed-URL/iframe approach.

Power BI Embedded works well for customer-facing applications, but the official integration path involves Microsoft Entra configuration, service principals, workspace/report setup, embed tokens, and server-side authentication. That's quite a bit more plumbing if your only goal is "put analytics in my SaaS app."

So, if you tell me your tech stack (e.g. React + Node + Snowflake) and whether customers need dashboards only vs. self-service analytics, I can compare ThoughtSpot vs. Holistics vs. Sigma specifically for your architecture and estimate the integration effort.

Sources cited in this answer6

Astrato : A cloud-native, warehouse-native BI platform built specifically for modern cloud data warehouses like Snowflake, BigQuery, and Databricks. It features a live-query architecture (no data extracts needed), strong multi-tenant isolation, and native writeback capabilities.[](https://www.astrato.io/blog/embedded-bi-tools)[[2](https://embeddable.com/)](https://www.astrato.io/blog/embedded-bi-tools)
Embeddable : Designed specifically for engineering teams building customer-facing analytics. It lets you construct custom UI components matching your product's design system while securely mapping to data warehouse models via robust multi-tenant and row-level security.[](https://embeddable.com/)
Luzmo : A purpose-built embedded analytics solution tailored for SaaS platforms. It connects cleanly to cloud data warehouses, offers rapid embedding via interactive UI components, and provides end-user self-service dashboard creation.[](https://thereportinghub.com/blog/power-bi-embedded-alternatives)[[2](https://embeddable.com/)](https://www.astrato.io/blog/embedded-bi-tools)
Explo : An embeddable BI tool built for product-led growth teams. It connects directly to your data warehouse without data duplication, allowing you to embed customer dashboards and self-service report builders natively.[](https://thereportinghub.com/blog/power-bi-embedded-alternatives)
Microsoft Power BI Embedded : Best if your organization is already deeply embedded in the Azure/Microsoft ecosystem. It allows you to render Power BI reports inside a customer portal using JavaScript APIs, though the styling and UI feel less natively custom-built than modern developer-first alternatives.[](https://www.astrato.io/blog/embedded-bi-tools)
Looker (Google Cloud) : Highly suited for data-warehouse-centric architectures because of its powerful centralized semantic layer (LookML). It supports secure embedding of dashboards and exploration interfaces into external applications.

Tool	Best Fit Use Case	Connection Method	Multi-Tenant / Security
Astrato	Live-query cloud data warehouse apps	Iframes / Web components	Built-in isolation & row-level security
Embeddable	Custom UI components & developer control	JavaScript / Developer SDKs	Granular tenant-aware permissions
Luzmo	Fast SaaS customer analytics embedding	Embed components / IFrames	Secure token-based access
Explo	Product-led dashboards & customer self-serve	Direct warehouse connection	Row-level tenant filtering
Power BI Embedded	Enterprises already standardizing on Microsoft	JS API / Iframes	Azure AD / App-owns-data tokens

Embedded Analytics and BI Platforms in AI answers

Most-mentioned brands

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Sources AI cites5

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