Global Tool Radar

Data & Analytics / Embedded Analytics Software

Reveal Review, Pricing, Pros & Cons

Reveal is an AI-native embedded analytics product for SaaS applications, providing embedded dashboards, reporting, conversational analytics, SDKs, and white-label controls.

Research by Global Tool Radar Research SystemEvidence checked: Oct 8, 2026AI-assisted · No Global Tool Radar hands-on testView research methodology
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Buying snapshot

Quick buying snapshot

A compact view of who this tool fits, what it costs, and what to confirm before choosing it.

Best for
  • Embed analytics directly in a SaaS application: SDKs and APIs support branded dashboards and reporting in the product workflow.
  • Scale end-user adoption without added embedding fees: The fixed subscription supports unlimited users, with no extra embed costs for additional customers.
More buying conditions
  • Keep hosting and security under application control: On-premises or cloud deployment preserves application authentication, permissions and tenant isolation.
  • Connect Snowflake or Google BigQuery data: Both are supported data connectors and connector access is included.
Not for
  • Use one paid license across multiple named applications: The SDK license covers a single named application and prohibits deployment in more than one per paid license.
  • Keep deploying the SDK after the subscription expires: Usage and deployment rights end when the customer contract expires.
Pricing
  • Quoted fixed per-application subscription with unlimited end users.
  • Paid amounts unverified — check official pricing
Free or trial access
  • A 30-day free SDK trial is available. Permanent free-edition availability is not stated.

Product scope

Product functionality and purchase scope

Embedded analytics SDK subscription for dashboards, reporting, self-service exploration, white-label integration and governed AI inside a named application.

Product checked: Oct 7, 2026

Functionality reviewed
  • Reveal embedded analytics subscription
  • Reveal SDK and included embedded analytics features
Non-target functionality excluded from scoring
  • Reveal App
  • 30-day evaluation access
  • Customer-selected LLM provider services and billing
  • Separately purchased Priority Support

Pricing plans

Reveal pricing table

Pricing checked: Oct 7, 2026

Official factConfidence 95%3 linked sources

Request a personalized quote for a fixed subscription with unlimited end users and no additional embedding charges as customer numbers grow. Data connectors, white-labeling and embedded analytics features are included. The paid SDK license covers one named application and up to five registered developers for development and implementation, with no royalty or runtime fees for permitted redistribution. Standard support uses Discord and GitHub Discussions; optional Priority Support costs an additional 15% of contract cost. Usage and support rights depend on an active contract. Customer-selected AI model billing remains under the customer’s control.

Official pricing page
Pricing cautions
  • Need more than five registered developers: The license allows up to five identified registered developers for development and implementation.
  • Require priority support rather than community channels: Priority Support costs an additional 15% of contract cost and includes a one-business-day rapid response guarantee.
  • Budget for customer-selected AI models: You choose the AI model and own its billing; usage caps can help control costs.
  • Compare a numeric budget or contract duration: The subscription requires a personalized quote; confirm the amount and purchasing terms in the contract.
PlanPriceBest for
Reveal Embedded AnalyticsAmount unverified — check official pricingSaaS companies and software vendors embedding analytics in a named application.
What is included, connected, or sold separately

Product scope

What is included, connected, or sold separately

Material capabilities are separated by their verified relationship to the target product.

Customer-infrastructure cloud or on-premises deploymentIncluded capability

SDK architecture; vendor does not host customer data.

Official source
Embedded dashboards, reporting and self-service explorationIncluded capability

Included embedded analytics functions.

Official source
Host authentication, row-level security and tenant isolationIncluded capability

Existing application identity and permissions remain under customer control.

Official source
Included white-labelingIncluded capability

Included in the subscription.

Official source
Opt-in conversational analytics with customer-selected LLM endpointsIncluded capability

AI must be enabled explicitly; provider billing is customer controlled.

Official source
Google BigQuery data connectorNative integration

First-party data connector; connectors included without extra charge.

Google BigQuery
Official source
Snowflake data connectorNative integration

First-party data connector; connectors included without extra charge.

Snowflake
Official source
How the score is calculated

Scoring method

How the score is calculated

The score uses the category-specific buying dimensions below and their displayed weights.

This page is based on public product information, official sources, structured feature data, and AI assessment. It is not a hands-on lab test unless explicitly stated. Confidence percentages describe our research indicators, not the probability that a claim is true or a measured accuracy rate.

Evidence confidence
85%
AI claim confidence
95%
Required-field evidence status
100%
Evidence freshness
100%
Field traceability
100%
Model agreement
80%
Why this confidence level
  • Evidence confidence uses source level and claim-to-source support; AI claim confidence is shown separately.
  • Required-field evidence status measures whether weighted required claims have evidence links; it does not mean every product behavior was independently verified.
  • 8 of 8 weighted claims have evidence links.
  • 4 A1 documentary official sources and 2 A2 official product sources are linked.
  • 2 independent review sources are retained, including 0 professional sources with an explicit hands-on method.
  • No weighted claim is past the review window.
  • No blocking evidence conflict was identified.
Application embedding fit20%
88

JavaScript clients and server SDKs embed dashboards and reports into the application, with paid SDK rights limited to the named application and registered developer scope.

Tenant security and access control20%
88

Query-time tenant isolation and host-derived role and row-level access controls support customer separation, while AI must be enabled and configured explicitly.

White-label experience quality20%
89

Included white-label controls and native application embedding support a host-product interface without a separate analytics destination.

Customer-facing performance15%
78

Application-controlled infrastructure lets teams plan deployment capacity for customer analytics; unlimited end-user licensing does not itself establish a workload response-time guarantee.

Embedded self-service depth15%
87

Self-service dashboards, drill-down and filtering let customers investigate data within the application, with conversational analytics using the chosen AI endpoint.

Product administration visibility10%
83

Per-tenant or per-user AI usage caps and host-controlled authentication support product administration, while deployment rights require an active subscription.

Public review signals

Ratings and themes reported by public review sites

SourceForge: 5/5 (3 reviews); TrustRadius: 10/10 (23 reviews and ratings)

Public review signals updated: Oct 8, 2026

TrustRadius10/10
Reviews and ratings
23 reviews and ratings
Source context
Public ratingExact product

History baseline established · Oct 8, 2026
A trend will appear after the next verified snapshot.

View sourceHistory baseline established: Oct 8, 2026

Limited review signals

These ratings are retained for transparency but are not presented as representative buyer sentiment.

SourceForge5/5

Insufficient sample · 3 reviews

Review count
3 reviews
Source context
Public ratingExact product

History baseline established · Oct 8, 2026
A trend will appear after the next verified snapshot.

View sourceHistory baseline established: Oct 8, 2026
Score86
Pricing modelQuoted fixed per-application subscription with unlimited end users.
Use caseDashboards and reporting, Customer-facing analytics
Company sizeEnterprise
Structured tags

Reveal tag profile

Company size
  • Enterprise
Business function
  • Analytics and BI teams
  • Product analytics teams
Use case
  • Dashboards and reporting
  • Customer-facing analytics
Deployment model
  • Self-hosted deployment
Integration ecosystem
  • Snowflake ecosystem
  • Google BigQuery
Compliance requirement
  • Data residency
Key features

Reveal core capabilities

  • Embedded dashboard and report SDKs
  • White-label interface control
  • Self-service analytics, drill-down and filtering
  • Row-level access controls and tenant isolation
  • Opt-in conversational analytics using customer-selected LLM endpoints
  • Snowflake and Google BigQuery data connectors
Detailed strengths and purchase cautions
Pros

Why it is worth considering

  • JavaScript clients and server SDKs for .NET Core, Java or Node support analytics inside the host application.
  • White-labeling, data connectors and embedded analytics features are included in the subscription.
  • Tenant isolation at query execution and host-derived row-level controls connect analytics access to the application's security model.
Cons

What to confirm before buying

  • A paid SDK license covers a single named application and up to five registered developers for development and implementation.
  • SDK use, deployment and technical support rights end when the active subscription expires.
  • Priority Support costs an additional 15% of contract cost
  • standard support uses Discord and GitHub Discussions.
AI buying perspectives

AI assessment

AI buying perspectives

The assessments below use the same buying criteria. Review their scores, confidence, fit, cautions, and conclusions alongside the sources.

AI assessment updated: Nov 1, 2026

Score comparisonGPTRange
Application embedding fit880
Tenant security and access control880
White-label experience quality890
Customer-facing performance780
Embedded self-service depth870
Product administration visibility830
GPTAI-assisted buyer perspective86

Reveal fits software teams embedding branded, self-service dashboards in a named application while retaining control of hosting and AI endpoints. Its fixed subscription needs to be evaluated alongside developer limits, support options and continuing subscription rights.

Review confidence
80/100
Model details
Strengths
  • JavaScript clients and server SDKs for .NET Core, Java or Node support analytics inside the host application.
  • White-labeling, data connectors and embedded analytics features are included in the subscription.
  • Tenant isolation at query execution and host-derived row-level controls connect analytics access to the application's security model.
Cautions
  • A paid SDK license covers a single named application and up to five registered developers for development and implementation.
  • SDK use, deployment and technical support rights end when the active subscription expires.
  • Priority Support costs an additional 15% of contract cost
  • standard support uses Discord and GitHub Discussions.

Research transparency

How this page was researched

A compact record of the evidence used, what was not tested, and which conclusions still need verification.

Official sources
6
Broad product review sources
2
Marketplace and app-store sources
0
Editorial sources
0
Latest evidence check
Oct 8, 2026
Research basis

Global Tool Radar generated this assessment from structured facts linked to public sources. No Global Tool Radar hands-on test is recorded in this page's research data. Any external hands-on assessment is identified separately and does not affect the Global Tool Radar score.

Conflict handling

Unresolved evidence is disclosed on the page; affected deterministic calculations and price schema are withheld when the conflict is blocking.

View research methodology
Verified findingsA 30-day free SDK trial is available. Permanent free-edition availability is not stated.
  • Quoted fixed per-application subscription with unlimited end users.
  • Embedded dashboard and report SDKs White-label interface control Self-service analytics, drill-down and filtering Row-level access controls and tenant isolation Opt-in conversational analytics using customer-selected LLM endpoints Snowflake and Google BigQuery data connectors JavaScript clients with .NET Core, Java or Node server SDKs
  • Requires a personalized quote.
  • Request a personalized quote for a fixed subscription with unlimited end users and no additional embedding charges as customer numbers grow. Data connectors, white-labeling and embedded analytics features are included. The paid SDK license covers one named application and up to five registered developers for development and implementation, with no royalty or runtime fees for permitted redistribution. Standard support uses Discord and GitHub Discussions; optional Priority Support costs an additional 15% of contract cost. Usage and support rights depend on an active contract. Customer-selected AI model billing remains under the customer’s control.
Verification notes and unresolved itemsThis assessment uses the supplied official-source record without hands-on testing. Measured latency, tested concurrent workloads and availability guarantees are not established. Security support for regulatory requirements is not a certification of a buyer's deployment.
  • Full sequential prompt chunks verified against claim lengths: systemPrompt 57757 and userJson 5723 characters.
  • Exact Reveal name, slug and embedded-analytics category checked.
  • Current pricing rendered once with a quote form and no monetary amounts or billing/currency states.
  • No USD amount verified for configured United States/USD context
Sources checked

Sources checked

Reveal source links

Reveal Support PolicyReveal / InfragisticsLevel A1Linked to 4 scored claimsChecked Oct 7, 2026
Reveal Data Connectors - 30+ Data Sources In One PlatformReveal / InfragisticsLevel A2Linked to 1 scored claimChecked Oct 7, 2026
Embedded Analytics Security With RevealReveal / InfragisticsLevel A1Linked to 1 scored claimChecked Oct 7, 2026
Software License Agreement – Reveal SDKReveal / InfragisticsLevel A1Linked to 0 scored claimsChecked Oct 7, 2026
Embedded Analytics Pricing | Reveal BIReveal / InfragisticsLevel A1Linked to 5 scored claimsChecked Oct 7, 2026
Customer Facing Embedded BI Solution For SaaS CompaniesReveal / InfragisticsLevel A2Linked to 5 scored claimsChecked Oct 7, 2026

FAQ

Reveal FAQ

Is Reveal priced per end user?

Reveal uses fixed pricing with unlimited end users and no additional embed costs for extra customers. The SDK license is per named application.

Are connectors and white-labeling extra?

Data connectors and white-labeling are included in the Reveal subscription.

What does the SDK license cover?

A paid license covers one named application and up to five registered developers for development and implementation. Permitted redistribution has no royalty or runtime fees.

Can I try Reveal before buying?

A 30-day free SDK trial is available.

Who controls hosting and AI?

Reveal runs inside your application infrastructure, on-premises or in the cloud. You control access and choose your AI model; AI features are disabled until enabled.

Is priority support included?

Standard support uses Discord and GitHub Discussions. Priority Support is optional at an additional 15% of contract cost.

Can I continue using the SDK after the contract expires?

No. SDK deployment and technical support rights end when the contract expires.

Popular comparisons

Common Reveal comparisons

Only high-scoring and nearby tools from the same subcategory are shown, avoiding comparisons between unrelated use cases.

VS #1
RevealvsThoughtSpot Embedded
86Gap 284

Per-user pricing / Enterprise / Dashboards and reporting / Customer-facing analytics

VS #2
RevealvsSisense
86Gap 284

Enterprise / Mid-market / Small business / Customer-facing analytics

VS #3
RevealvsQrvey
86Gap 680

Mid-market / Enterprise / Dashboards and reporting / Customer-facing analytics