
GITNUXSOFTWARE ADVICE
Data Science AnalyticsTop 10 Best Business Reports Software of 2026
Top 10 business reports software tools ranked for report building, dashboards, and analytics, covering Tableau, Power BI, and Qlik Sense.
How we ranked these tools
Core product claims cross-referenced against official documentation, changelogs, and independent technical reviews.
Analyzed video reviews and hundreds of written evaluations to capture real-world user experiences with each tool.
AI persona simulations modeled how different user types would experience each tool across common use cases and workflows.
Final rankings reviewed and approved by our editorial team with authority to override AI-generated scores based on domain expertise.
Score: Features 40% · Ease 30% · Value 30%
Gitnux may earn a commission through links on this page — this does not influence rankings. Editorial policy
Zoho Analytics is the best pick for mid-size teams that need consistent self-service dashboards with scheduled refresh and controlled sharing, while IBM Cognos Analytics fits large enterprises that require governed analytics publishing plus print-ready reporting at scale.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Zoho Analytics
Scheduled refresh plus parameter-driven report templates for maintaining consistent operational reporting cycles.
Built for fits when mid-size teams need consistent dashboards with scheduled refresh and controlled sharing..
IBM Cognos Analytics
Editor pickSemantic layer governance ties KPI definitions to dashboards and paginated outputs for consistent reporting.
Built for fits when large enterprises need governed analytics publishing plus print-ready reporting at scale..
Domo
Editor pickDomo combines scheduled refresh and automated dashboard distribution inside a single reporting workspace.
Built for fits when reporting must stay refreshed, distributed, and governed across operational and executive teams..
Comparison Table
Zoho Analytics
SMBSelf-service reporting and BI tool within the Zoho suite.
Scheduled refresh plus parameter-driven report templates for maintaining consistent operational reporting cycles.
Zoho Analytics focuses on self-service report authoring for teams that need repeated analysis without constant rebuilds, using templates, filters, and report parameterization for consistent layouts. The product runs interactive crosstabs and charts on top of cached datasets and refresh schedules, which helps when source systems have variable query latency. Users can share reports through a BI workspace and embed report views in other tools.
A key tradeoff appears in model complexity for large enterprise deployments, where governance and performance tuning depend on careful dataset design and refresh cadence. Zoho Analytics fits organizations that centralize reporting into a shared workspace and need ongoing dashboard refresh and controlled access for operational teams.
- +Strong scheduler and refresh control for repeat operational reporting
- +Good parameterization support for reusable report templates
- +Embedding options for placing dashboards inside other business apps
- +Workspace sharing with permission controls for report consumers
- –Governed rollouts require dataset and filter design discipline
- –Advanced semantic modeling needs more careful setup than some peers
- –Row-level security patterns can feel rigid for highly custom access rules
- –Performance tuning depends on cached dataset choices
Operations analytics teams
Weekly KPI dashboards from ERP extracts
Fewer stale metric reports
Revenue operations teams
Region-specific views using parameters
Faster reporting by segment
Show 2 more scenarios
Customer success leaders
Embedded account health reporting for teams
Lower manual status updates
Embed interactive dashboards into an internal tool while keeping sharing and access centralized.
Finance reporting teams
Governed distribution of reusable templates
More consistent monthly reporting
Standardize crosstab layouts and deliver scheduled report outputs to stakeholders with permissions.
Best for: Fits when mid-size teams need consistent dashboards with scheduled refresh and controlled sharing.
IBM Cognos Analytics
enterpriseEnterprise reporting and analytics suite with authored report studios.
Semantic layer governance ties KPI definitions to dashboards and paginated outputs for consistent reporting.
IBM Cognos Analytics centers on report authoring, dashboarding, and scheduled report delivery using a single publishing model through a report server. Admin teams can manage user access with RBAC, control what content users see, and track content usage through audit log and governance workflows. The semantic layer role helps keep KPI definitions consistent across interactive dashboards and parameterized reports.
A notable tradeoff is that advanced configuration and performance tuning can take meaningful admin time when many datasets and refresh schedules are active. IBM Cognos Analytics fits reporting-heavy teams that must deliver print-ready outputs to large audiences and keep report definitions stable across business units.
- +Strong governance with RBAC and centralized publishing through report server
- +Reusable report templates support standardized layouts across business units
- +Scheduled report delivery supports dependable operational reporting cycles
- +Semantic layer helps enforce consistent metric definitions
- –Performance tuning and refresh orchestration can require specialist admin work
- –Advanced authoring workflows feel slower than lighter-weight self-service tools
Finance reporting teams
Month-end pack with scheduled PDFs
Fewer manual exports
Operations analytics teams
Operational reporting with parameter filters
Faster decision cycles
Show 2 more scenarios
Governance and BI administrators
Controlled access and content lifecycle
Reduced permission drift
Centralized administration applies RBAC and content controls across dashboards, reports, and deliveries.
Executive dashboard owners
KPI dashboards with consistent metrics
Fewer metric disputes
A semantic layer drives KPI alignment across interactive views and report details.
Best for: Fits when large enterprises need governed analytics publishing plus print-ready reporting at scale.
Domo
enterpriseCloud BI platform with report building and automated delivery.
Domo combines scheduled refresh and automated dashboard distribution inside a single reporting workspace.
Domo’s reporting workflow is built around dashboards composed of widgets that bind to datasets and can be refreshed on a schedule, which supports ongoing operational reporting. Scheduled report delivery can distribute curated views to stakeholders without relying on manual exports, and dashboard sharing supports role-based access patterns. Data ingestion and dataset management are central to the reporting experience, which reduces the number of separate tools needed for ingestion, refresh, and consumption. The platform also includes automation options for notifications and workflow triggers tied to data changes.
A key tradeoff is that pixel-perfect, page-layout-heavy output and highly controlled printed report formatting can require additional effort compared with dedicated report designers. Domo fits teams that standardize KPI dashboards and recurring business reporting with controlled refresh cycles and centralized definitions. It is also a practical choice when reporting must connect to multiple systems and keep dashboards updated without manual dataset rebuilding.
- +Dashboard widgets bind to managed datasets with scheduled refresh
- +Automated notifications support recurring operational monitoring
- +API access enables custom integrations and scripted data pipelines
- +Governed access controls support shared reporting workflows
- –Pixel-perfect paginated layouts can be harder than BI-only report tools
- –Complex data preparation often requires outside modeling discipline
- –Advanced customization may depend on deeper platform knowledge
Operations reporting teams
Run daily KPI dashboards
Fewer manual status updates
Revenue operations teams
Distribute pipeline performance views
Faster decision cycles
Show 2 more scenarios
Analytics engineering teams
Integrate multiple data sources
Centralized reporting definitions
API access supports custom ingestion and transformations feeding governed reporting dashboards.
Finance operations teams
Standardize recurring executive reporting
Lower reporting overhead
Shared dashboards and consistent dataset refresh support repeatable monthly reporting workflows.
Best for: Fits when reporting must stay refreshed, distributed, and governed across operational and executive teams.
SAP Crystal Reports
enterprisePixel-perfect business reporting software for formatted reports, invoices, and operational documents.
Report bursting for grouped instances enables scalable scheduled distribution without manual rework.
SAP Crystal Reports is a paginated report authoring tool built around report templates and print-ready layout control. It supports data-driven report parameterization, drill-through navigation, and frequent export workflows like PDF delivery.
Core strengths include report bursting for distributing instances by group and strong interoperability with common enterprise data sources. It also fits well when report governance needs audit-friendly report definitions and repeatable deployments across environments.
- +Paginated layout controls support print-ready templates and consistent formatting
- +Report bursting supports automated distribution of grouped report instances
- +Parameterization and drill-through fit structured operational reporting workflows
- +Strong compatibility with enterprise query patterns used for report generation
- –Self-service analytics workflows depend on additional reporting server components
- –Automation through API surface is more limited than modern BI authoring ecosystems
- –Large dashboard experiences can feel heavier than widget-first BI tools
- –Maintaining versions across datasets can require disciplined deployment processes
Best for: Fits when teams need governed paginated reports, predictable layout, and scheduled delivery tied to enterprise queries.
Microsoft Power BI
enterpriseSelf-service BI platform with paginated report building and sharing.
Dataflows and the semantic model support reusable transformations and governed measures across multiple reports.
Microsoft Power BI turns business data into interactive dashboards through self-service authoring and a managed cloud service. It supports a semantic layer model with reusable measures and relationships, plus row-level security for governed views.
Report interactivity includes drill-through and parameterized reports for structured analysis workflows. Scheduled refresh and dataset caching keep many reports running on updated data without manual redeployment.
- +Semantic model reuse standardizes measures across dashboards and reports
- +Row-level security settings support governed reporting across datasets
- +Scheduled refresh automates dataset updates without manual republishing
- +Drill-through enables structured navigation from KPI tiles to details
- –Paginated report authoring requires a separate report design workflow
- –Complex model performance can degrade with poorly designed relationships
- –Embedding requires app-level integration work for viewer and permissions
- –Versioning and promotion across environments need disciplined publishing rules
Best for: Fits when teams need governed dashboards with reusable measures and automated refresh schedules.
Telerik Reporting
API-first.NET reporting engine for producing interactive and printable business reports.
Server-side report rendering and template-driven report authoring designed for pixel-precise, print-oriented documents.
Telerik Reporting is a report server and designer stack built for paginated, pixel-accurate reporting in enterprise applications. It supports report templates, report parameters, and scheduled delivery, with output formats focused on print-ready PDF exports.
The integration depth centers on server-side rendering and embedding via a reporting viewer and SDK-style controls rather than dashboard-first workflows. Data access is handled through report definitions that can bind to queries and datasets at runtime, then refresh on a configured schedule.
- +Pixel-accurate paginated layouts for print-ready PDF output
- +Report parameters support dynamic output without rebuilding templates
- +Server-side rendering enables consistent exports and scheduled delivery
- +Tight application embedding options via viewer controls and rendering APIs
- –Ad hoc exploration and self-service BI workflows need additional effort
- –Report authoring typically favors structured templates over freeform canvases
- –Operational governance is less obvious than in BI-first ecosystems
- –Complex data connectivity and query tuning can require .NET-side work
Best for: Fits when regulated reporting needs print-ready layouts, controlled templates, and scheduled exports inside .NET apps.
Bold Reports
SMBWeb-based report management platform built on Syncfusion reporting engines.
Embedding via an embedded reporting viewer SDK that integrates report viewing into custom UI workflows.
Bold Reports centers on paginated-style report authoring with a report server workflow for scheduled delivery and centralized management. It includes report parameterization, printable layouts, and export-oriented output such as PDF generation for operational reporting.
Integration focus shows up through its API and SDK surface for embedding report viewing into custom applications. Admin controls support governed publishing workflows with workspace organization, role-based access, and audit-friendly operational operations.
- +Report server workflow supports scheduled report delivery and centralized distribution
- +Parameterization enables reusable report templates across business scenarios
- +API and embedded viewer support custom applications and operational workflows
- +Print-ready layout options fit regulatory and transaction-style reporting
- –Complex ad hoc query workflows are weaker than interactive BI engines
- –Advanced governance needs careful permissions and folder structure planning
Best for: Fits when teams need governed, export-first reports with automated delivery and app embedding.
Microsoft SQL Server Reporting Services
enterpriseServer-based reporting platform for paginated reports, subscriptions, and portal-based delivery.
Report bursting that distributes the same report execution to many recipients with per-item scheduling and delivery settings.
Microsoft SQL Server Reporting Services delivers server-based paginated report generation tied to SQL Server data sources and report definitions. The solution supports report parameterization, report bursting for distributed delivery, and export to PDF and other formats for print-ready outputs.
Administration is centered on a report server that manages catalogs, roles, and delivery settings for scheduled runs. For teams that need governed publishing and recurring operational reporting, SSRS offers a controlled authoring and deployment workflow built around its report definition model.
- +Paginated layouts support precise print-ready control for multi-page documents
- +Report parameters enable controlled filtering and reusable report definitions
- +Report bursting supports scheduled and role-targeted delivery workflows
- +Server-side rendering enables consistent output formats across environments
- –SSRS design and deployment workflows can be slower than interactive dashboard tools
- –Ad hoc exploration is limited compared with self-service interactive BI experiences
- –Governed item-level permissions require careful folder and role configuration
- –Complex data modeling often needs external design in SQL Server rather than SSRS
Best for: Fits when regulated teams need controlled paginated reporting and recurring scheduled delivery from SQL Server.
Yellowfin
enterpriseBusiness intelligence and reporting software with dashboards, storytelling, and scheduled report delivery.
Embedded reporting SDK supports branded report viewers with parameter-driven interaction inside internal web apps.
Yellowfin builds guided analytics workflows where report authors create parameterized reports, publish them to BI workspaces, and schedule refresh and delivery from a central report server. Yellowfin’s governance and distribution controls focus on governed reporting, including report versioning and role-based access to reports and data.
Dashboarding supports drill-through from KPI views into underlying crosstabs, with layout controls for export to PDF and pixel-consistent print output. Yellowfin also provides extensibility via REST APIs and embedded reporting SDKs for integrating viewers into internal apps.
- +Report server workflow supports publishing and scheduled delivery across managed content
- +Governed reporting controls include report versioning and permissioning for report access
- +Drill-through wiring connects KPI dashboards to deeper crosstabs for investigation
- +Embedded reporting SDK enables in-app viewing with consistent parameter behavior
- –Advanced report parameterization often requires careful configuration across shared templates
- –Operational reporting scaling can require tuning of refresh schedules and cached dataset strategy
Best for: Fits when mid-size teams need governed reporting distribution, scheduled delivery, and embedded viewers.
InetSoft Style Report
enterpriseEnterprise reporting software for paginated reports, dashboards, and scheduled distribution.
Style Report’s template and component-based report designer supports repeatable, parameter-driven report layout structures across many reports.
InetSoft Style Report targets report building and deployment for organizations that need Java-based report design with a server runtime. The product uses a visual studio-style authoring workflow, then renders output through a report server that supports scheduled delivery and print-ready layouts.
It also supports parameterized reports and template-driven report structures for repeatable operational reporting and dashboard-style crosstabs. Governance comes from report management features that track versions and control who can run or administer report artifacts.
- +Visual report authoring with reusable templates
- +Server-side scheduling for recurring report delivery
- +Parameterization supports interactive report filtering
- +Versioned report artifacts improve controlled change cycles
- –UI authoring can feel heavy for small ad hoc changes
- –Integration often depends on connecting external data sources
- –Limited native self-service workflows compared with workbook-led BI
- –Fine-grained security needs careful configuration and ongoing discipline
Best for: Fits when teams need controlled report templates and scheduled delivery with a report server runtime.
Conclusion
After evaluating 10 data science analytics, Zoho Analytics stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.
Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.
How to Choose the Right business reports software
This guide covers business reports software across Zoho Analytics, IBM Cognos Analytics, Domo, SAP Crystal Reports, Microsoft Power BI, Telerik Reporting, Bold Reports, Microsoft SQL Server Reporting Services, Yellowfin, and InetSoft Style Report. The tool set spans governed dashboard publishing, print-oriented paginated reporting, and embedded report viewers inside custom web and .NET applications.
The evaluation emphasis follows integration depth, automation and API surface, and admin and governance controls where those capabilities exist. Zoho Analytics and IBM Cognos Analytics anchor the ranked set with scheduled refresh workflows, template reuse patterns, and centralized governance for consistent reporting outputs.
Business reports software for governed report templates, scheduled delivery, and analytics publishing
Business reports software produces report templates and analytics views that can be parameterized for controlled filtering, then scheduled for refresh and delivery at repeatable intervals. Teams typically use these tools to publish governed reporting outputs to dashboards, report servers, and embedded report viewers.
Zoho Analytics is built for scheduled refresh plus parameter-driven report templates that keep operational reporting cycles consistent across teams. IBM Cognos Analytics adds a semantic layer governance approach that ties KPI definitions to dashboards and paginated outputs through centralized publishing.
Governed report publishing, scheduled refresh, and integration depth
Business reports software is judged by how reliably it keeps report outputs current and consistent across teams through refresh schedules, parameterized templates, and controlled publishing paths. These tools also differ sharply in how they support downstream use.
Some focus on governed analytics dashboards. Others focus on print-ready paginated documents and export-first delivery.
Scheduled refresh with reusable report templates
Zoho Analytics pairs scheduled refresh with parameter-driven report templates for repeatable operational reporting cycles. Domo also supports scheduled refresh but emphasizes automated dashboard distribution from a single reporting workspace.
Semantic layer governance for KPI consistency across outputs
IBM Cognos Analytics uses semantic layer governance to tie KPI definitions to dashboards and paginated outputs via centralized publishing through a report server. Microsoft Power BI uses a reusable semantic model plus dataflows to standardize measures across dashboards and reports.
Paginated print-ready layout control and template fidelity
Telerik Reporting provides pixel-accurate paginated layouts designed for print-oriented PDF output with server-side rendering and template-driven authoring. SAP Crystal Reports and Microsoft SQL Server Reporting Services both support paginated layout controls with report parameters for consistent formatting.
Report bursting for scaled scheduled delivery
SAP Crystal Reports uses report bursting for grouped instances that enables scalable scheduled distribution without manual rework. Microsoft SQL Server Reporting Services and report bursting also distribute the same report execution to many recipients with per-item scheduling and delivery settings.
Embedded report viewers for app-integrated reporting
Bold Reports provides an embedded reporting viewer SDK that integrates report viewing into custom UI workflows. Yellowfin also offers an embedded reporting SDK that supports branded report viewers with parameter-driven interaction inside internal web apps.
Centralized distribution and report server workflows
Zoho Analytics centers operational dashboard publishing around managed datasets with scheduled refresh. Bold Reports and Yellowfin both use report server workflows that support scheduled report delivery and centralized distribution.
Choose the workflow model: governed analytics, print-oriented paginated delivery, or embedded reporting
Business reports software selections work best when they match a specific publishing workflow. One path emphasizes governed analytics dashboards and semantic layer reuse. Another path emphasizes print-ready paginated documents and scheduled exports. A third path emphasizes embedding report viewers into custom applications.
The right choice also depends on admin ownership and model governance. Some platforms lean on semantic layer controls and centralized publishing. Others put more burden on report template design discipline and data preparation.
Map publishing needs to dashboard versus paginated document outputs
If the required output is governed dashboards with consistent measures, Microsoft Power BI and IBM Cognos Analytics align well with semantic model governance and reusable definitions. If the required output is print-ready PDF documents with strict layout control, Telerik Reporting and SAP Crystal Reports match template-driven paginated authoring expectations.
Pick a scheduling model that matches distribution scale
For scheduled refresh plus operational distribution inside an analytics workspace, Zoho Analytics and Domo support repeatable refresh and controlled sharing. For distributing many recipient-specific instances, SAP Crystal Reports and Microsoft SQL Server Reporting Services support report bursting with per-item delivery settings.
Decide whether semantic governance must be centralized
When governance must tie KPI definitions to dashboards and paginated outputs through centralized publishing, IBM Cognos Analytics provides semantic layer governance. When measure reuse across reports must be standardized via transformations and a semantic model, Microsoft Power BI offers dataflows and semantic model reuse.
Choose an embedding path when reports must live inside custom apps
If the requirement is an embedded reporting viewer SDK that fits into custom UI workflows, Bold Reports is built around app embedding. If the requirement is branded report viewers with parameter-driven interaction inside internal web apps, Yellowfin’s embedded reporting SDK matches that interaction pattern.
Test performance ownership and refresh orchestration constraints during rollout
If admins expect to manage performance tuning and refresh orchestration, IBM Cognos Analytics may demand specialist admin work as authoring workflows can feel slower than lighter-weight tools. If the main priority is operational refresh cycles with manageable authoring friction, Zoho Analytics keeps the workload centered on scheduled refresh and parameter-driven templates.
Who should buy business reports software in this set
This tool set fits teams that need repeatable report outputs with controlled access and scheduled delivery. It also fits teams that must publish both dashboard analytics and paginated, print-oriented documents. The distinguishing factor is workflow ownership.
Some teams want centralized semantic governance. Others want template-driven paginated control or embedded viewers inside existing application surfaces.
Mid-size operations teams running recurring reporting cycles
Zoho Analytics matches repeat operational reporting with scheduled refresh and parameter-driven templates for consistent cycles. Domo also supports scheduled refresh with automated dashboard distribution when operational monitoring must stay current.
Large enterprises standardizing KPI definitions across dashboard and paginated outputs
IBM Cognos Analytics is built around semantic layer governance that ties KPI definitions to dashboards and paginated outputs via centralized publishing. Microsoft Power BI supports governed dashboards with reusable measures through its semantic model reuse and row-level security settings.
Regulated teams that must deliver print-ready PDFs with predictable layouts
Telerik Reporting focuses on pixel-accurate paginated layout control for print-ready PDF output with server-side rendering. SAP Crystal Reports and Microsoft SQL Server Reporting Services both emphasize paginated templates with report parameters and scheduled delivery patterns.
Product teams that need embedded reporting inside custom web experiences
Bold Reports provides an embedded reporting viewer SDK designed for integrating report viewing into custom UI workflows. Yellowfin supports embedded report viewers with parameter-driven interaction inside internal web apps.
Common buying pitfalls for business reports software
Many failures come from selecting a product based on report building alone while ignoring governance, scheduling, and downstream delivery workflow requirements. Another failure is underestimating how authoring speed and layout fidelity trade off in mixed dashboard and paginated needs. The mistakes below map directly to how these tools behave in recurring operational reporting, print-ready document delivery, and embedded viewer deployments.
Buying a dashboard-first tool for print-ready paginated layout needs without validating paginated authoring fit
Microsoft Power BI and Domo emphasize dashboard and interactive workflows, while paginated report authoring has separate workflow requirements for pixel-perfect print layouts. Run a layout fidelity test with real multi-page templates before committing to a mixed output strategy.
Assuming semantic governance is optional when KPI consistency must drive both dashboards and print outputs
IBM Cognos Analytics is built around semantic layer governance that ties KPI definitions to both dashboards and paginated outputs through centralized publishing. Power BI can standardize measures through semantic model reuse, but it still requires model and relationship design discipline to avoid inconsistent results.
Under-scoping the admin work needed for refresh orchestration and performance tuning at scale
IBM Cognos Analytics can require specialist admin work for performance tuning and refresh orchestration, especially when advanced authoring workflows are involved. Zoho Analytics reduces friction by focusing rollout around scheduled refresh and parameter-driven templates, but dataset and filter design still needs governance discipline.
Choosing an embedded viewer approach without validating parameterization coverage for the interactive workflow
Bold Reports and Yellowfin embed report viewers with parameter-driven interaction, but advanced parameterization often needs careful configuration across shared templates. Validate parameter-driven drill paths and template reuse using the same business scenarios planned for production.
How We Selected and Ranked These Tools
We evaluated Zoho Analytics, IBM Cognos Analytics, Domo, SAP Crystal Reports, Microsoft Power BI, Telerik Reporting, Bold Reports, Microsoft SQL Server Reporting Services, Yellowfin, and InetSoft Style Report using features and operational fit for business reports software. We weighted features at 40%, ease and value at 30% each, and we prioritized integration depth, automation and API surface, and admin and governance controls wherever those capabilities are explicit in the platform workflows.
Zoho Analytics separated itself by combining scheduled refresh with parameter-driven report templates that support controlled operational reporting cycles without forcing heavy specialist orchestration for everyday template reuse. We also used the ability to publish consistently through centralized workflows like report servers and governed publishing models as a ranking factor when those patterns were clearly represented across the tool set.
Frequently Asked Questions About business reports software
How do Tableau, Power BI, and Qlik Sense differ from Zoho Analytics when building parameter-driven operational reports?
Which tool handles paginated, print-ready layouts with report bursting for distributed recipients?
How do Domo and Bold Reports connect dashboards to automated data refresh and delivery workflows?
What breaks if governed access, RBAC, or audit trails are required but a reporting stack lacks centralized admin controls?
How does SSO and security enforcement differ between Power BI and Yellowfin for row-level access?
When teams need deep integrations and embedding, how do Bold Reports and Domo compare on API and SDK surfaces?
How should data migration be planned when moving existing dashboards and report definitions into Microsoft Power BI or IBM Cognos Analytics?
How do template-driven approaches impact report versioning and repeatability in InetSoft Style Report and IBM Cognos Analytics?
Where does report server embedding differ between Telerik Reporting and Bold Reports when delivering print-ready documents inside apps?
Tools reviewed
Primary sources checked during evaluation.
Referenced in the comparison table and product reviews above.
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