GITNUXSOFTWARE ADVICE
Education LearningTop 10 Best Citation Software of 2026
Top 10 Best Citation Software ranked and compared for research workflows. Explore Zotero, Mendeley, EndNote picks and choose fast.
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
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Zotero
Zotero Connector captures bibliographic metadata from web pages into a citation library
Built for researchers and students needing accurate citations with a local-first workflow.
Mendeley Reference Manager
PDF import with automatic metadata extraction and reference creation
Built for researchers managing PDF-heavy literature collections with citation insertion workflow.
EndNote
EndNote Cite While You Write for inserting citations and building formatted bibliographies
Built for researchers managing large personal libraries and writing with word-processing tools.
Related reading
Comparison Table
This comparison table evaluates citation and reference management tools, including Zotero, Mendeley Reference Manager, EndNote, Citavi, and JabRef, alongside other commonly used options. Readers can compare core workflows like library organization, PDF and metadata handling, citation output, collaboration features, and import or export support across tools.
| # | Tool | Category | Overall | Features | Ease of Use | Value |
|---|---|---|---|---|---|---|
| 1 | Zotero Zotero captures bibliographic sources and notes, generates citations and bibliographies for academic writing, and syncs library items across devices. | open-source | 8.9/10 | 9.1/10 | 8.4/10 | 9.0/10 |
| 2 | Mendeley Reference Manager Mendeley helps organize research papers, build reference libraries, and insert citations and formatted bibliographies in common word processors. | citation manager | 8.0/10 | 8.4/10 | 7.8/10 | 7.6/10 |
| 3 | EndNote EndNote manages references and PDFs, then creates in-text citations and formatted reference lists inside supported word processors. | enterprise | 7.7/10 | 8.2/10 | 7.4/10 | 7.3/10 |
| 4 | Citavi Citavi supports reference management and knowledge organization while generating citations and bibliographies in multiple styles. | writing workflow | 8.2/10 | 8.7/10 | 7.8/10 | 8.0/10 |
| 5 | JabRef JabRef manages BibTeX databases and produces citations and bibliographies for LaTeX and other publishing workflows. | BibTeX-first | 8.1/10 | 8.6/10 | 7.8/10 | 7.6/10 |
| 6 | Paperpile Paperpile is a cloud reference manager that adds citations and bibliographies to Google Docs and supports PDF organization. | cloud Google Docs | 8.2/10 | 8.2/10 | 8.7/10 | 7.6/10 |
| 7 | RefWorks RefWorks organizes academic references and generates citations and bibliographies for papers in supported citation styles. | web reference manager | 7.6/10 | 7.7/10 | 7.4/10 | 7.7/10 |
| 8 | Think-Cell Think-Cell automates chart creation in PowerPoint and integrates citation-like reference handling for educational slide publishing workflows. | teaching visuals | 8.2/10 | 8.6/10 | 8.3/10 | 7.6/10 |
| 9 | Scribbr Citation Generator Scribbr provides citation formatting tools that generate references and in-text citations for major academic styles. | citation formatter | 7.7/10 | 7.4/10 | 8.2/10 | 7.7/10 |
| 10 | QuickStudy QuickStudy produces course study materials with citation-related reference formatting features for learning outputs. | learning materials | 7.3/10 | 7.3/10 | 8.0/10 | 6.5/10 |
Zotero captures bibliographic sources and notes, generates citations and bibliographies for academic writing, and syncs library items across devices.
Mendeley helps organize research papers, build reference libraries, and insert citations and formatted bibliographies in common word processors.
EndNote manages references and PDFs, then creates in-text citations and formatted reference lists inside supported word processors.
Citavi supports reference management and knowledge organization while generating citations and bibliographies in multiple styles.
JabRef manages BibTeX databases and produces citations and bibliographies for LaTeX and other publishing workflows.
Paperpile is a cloud reference manager that adds citations and bibliographies to Google Docs and supports PDF organization.
RefWorks organizes academic references and generates citations and bibliographies for papers in supported citation styles.
Think-Cell automates chart creation in PowerPoint and integrates citation-like reference handling for educational slide publishing workflows.
Scribbr provides citation formatting tools that generate references and in-text citations for major academic styles.
QuickStudy produces course study materials with citation-related reference formatting features for learning outputs.
Zotero
open-sourceZotero captures bibliographic sources and notes, generates citations and bibliographies for academic writing, and syncs library items across devices.
Zotero Connector captures bibliographic metadata from web pages into a citation library
Zotero stands out with a research-first workflow that captures references from web pages and lets users build structured libraries. It supports local citation management with metadata normalization, full-text attachments, and export into common citation formats. Zotero integrates with word processors through its citation plugin to insert and update citations and generate bibliographies. It also enables group libraries and file syncing to support collaborative research within the same Zotero ecosystem.
Pros
- Browser connector reliably saves bibliographic metadata and attachments
- Word-processing plugin updates in-text citations and regenerates bibliographies
- Flexible citation styles and fast reformatting across large libraries
- Full-text search across PDFs and rich attachment organization
Cons
- Citation formatting can require manual cleanup for messy source metadata
- Advanced syncing and collaboration setup can be nontrivial
- Large libraries may slow down indexing and PDF handling on weaker hardware
Best For
Researchers and students needing accurate citations with a local-first workflow
More related reading
Mendeley Reference Manager
citation managerMendeley helps organize research papers, build reference libraries, and insert citations and formatted bibliographies in common word processors.
PDF import with automatic metadata extraction and reference creation
Mendeley Reference Manager stands out for its bibliographic organization backed by document-aware research workflows and automatic metadata extraction. It supports adding references from PDFs and web sources, storing notes, and exporting citations in common reference styles. The citation side is anchored by the Mendeley Citation plugin for integrating references into word processors. Collaboration features include sharing libraries and managing group access across collections.
Pros
- PDF-to-reference extraction reduces manual citation entry work.
- Mendeley Citation plugin supports in-text citations and reference list insertion.
- Libraries and collections keep large bibliographies searchable and organized.
Cons
- Advanced citation formatting can require manual style tweaks.
- Library sync and plugin behavior can feel inconsistent across document editors.
- Collaboration control is less granular than full research-management suites.
Best For
Researchers managing PDF-heavy literature collections with citation insertion workflow
EndNote
enterpriseEndNote manages references and PDFs, then creates in-text citations and formatted reference lists inside supported word processors.
EndNote Cite While You Write for inserting citations and building formatted bibliographies
EndNote stands out for its mature citation-management workflow that centers on a desktop library and direct word-processor integration. It supports importing references, organizing searchable libraries, attaching PDFs, and generating citations and bibliographies in common styles. Sync capabilities allow multi-device access to references, while advanced export supports interoperability with reference databases and other tools. The tool’s strength is consistent citation formatting, though usability and modern collaboration features lag behind newer reference managers.
Pros
- Strong citation style support with predictable in-text and bibliography formatting
- Reliable word-processor integration for inserting citations and generating references
- Feature-rich reference library with tagging, searching, and PDF attachment
Cons
- Desktop-centric workflows feel heavier than newer reference managers
- Collaboration and shared-library workflows are limited compared with modern teams
Best For
Researchers managing large personal libraries and writing with word-processing tools
More related reading
Citavi
writing workflowCitavi supports reference management and knowledge organization while generating citations and bibliographies in multiple styles.
Citavi’s knowledge management with Research Fields and linked evidence in tasks
Citavi distinguishes itself with a knowledge-management workflow that connects reference capture, structured note creation, and task management. It supports citation management, bibliographies, and research notes that link back to sources for traceable writing. Built-in structure for planning reading and writing helps teams and individuals keep research decisions tied to documents. The software’s strength is turning references into an actionable project with annotations and bibliography output.
Pros
- Project-style knowledge workflow ties notes, tasks, and references together.
- Structured categories and claims help produce source-supported outlines.
- Reference and citation tools support creating bibliographies from labeled notes.
Cons
- Setup of taxonomies and workflows takes time for consistent results.
- Template-driven citation output can require cleanup for complex styles.
- Interface complexity can slow down quick capture and lightweight projects.
Best For
Researchers needing citation plus structured note taking and writing task tracking
JabRef
BibTeX-firstJabRef manages BibTeX databases and produces citations and bibliographies for LaTeX and other publishing workflows.
Custom citation key generation using configurable patterns and fields
JabRef stands out as a citation manager built around extensive BibTeX and BibLaTeX workflows. It supports structured library management, fast metadata editing, and import and cleanup tools for bibliographic consistency. Built-in citation key generation and multiple export formats help connect references to LaTeX documents. Integration with scholarly search and identifier-based metadata updates makes it practical for ongoing literature curation.
Pros
- Strong BibTeX and BibLaTeX support with reliable export and formatting
- Flexible citation key generation rules for consistent referencing
- Powerful import, deduplication, and metadata cleanup tools
- Quick filtering and table editing for large reference libraries
- Identifier-based metadata enrichment supports cleaner records
Cons
- User interface workflow can feel complex compared with simpler managers
- Advanced formatting and LaTeX-specific setup requires citation-format knowledge
- Collaboration features are limited for teams needing shared libraries
- Some metadata sources depend on accurate identifiers for best results
Best For
Researchers writing in LaTeX who need precise BibTeX control
Paperpile
cloud Google DocsPaperpile is a cloud reference manager that adds citations and bibliographies to Google Docs and supports PDF organization.
Direct citation generation inside writing tools using a synchronized Paperpile library
Paperpile is distinguished by a paper-first workflow that pairs reference management with writing and citation insertion in one place. It imports citations and PDFs from common sources, then organizes them in a library that supports tagging and search. During writing, it generates citations and reference lists for common citation styles, with library items syncing to keep documents consistent. Paperpile also supports collaboration features that fit teams sharing reading lists and maintaining shared bibliographic context.
Pros
- Tight integration between library management and in-document citation insertion
- Strong PDF attachment workflow with searchable metadata inside the reference library
- Fast citation style switching with correctly formatted bibliographies
Cons
- Collaboration tooling is less flexible than dedicated research management platforms
- Advanced custom workflows can feel limited compared with power-user reference managers
- Browser-based handling of large libraries is not as robust as desktop-first competitors
Best For
Writers and small teams needing streamlined citations with PDF-backed organization
More related reading
RefWorks
web reference managerRefWorks organizes academic references and generates citations and bibliographies for papers in supported citation styles.
Direct browser capture that imports references into RefWorks with structured metadata
RefWorks stands out for managing research citations through a central library with browser-based capture and structured reference records. Core capabilities include adding and organizing references, generating formatted citations and bibliographies in common citation styles, and supporting collaborative workflows through shared folders. The tool also provides annotation and PDF linking features to connect sources with notes during research and writing.
Pros
- Browser capture quickly imports references into a managed library
- Strong citation styling and bibliography generation for common output needs
- Organizes work with folders and shared library workflows
Cons
- Reference import cleanup can require manual fixes after metadata capture
- Writing workflow integration can feel less seamless than top tools
- Limited advanced automation compared with research-heavy citation platforms
Best For
Researchers needing a shared citation library with dependable style-based output
Think-Cell
teaching visualsThink-Cell automates chart creation in PowerPoint and integrates citation-like reference handling for educational slide publishing workflows.
Automatic cross-referencing and figure numbering for think-cell chart and diagram objects
Think-cell stands out for turning citation workflows into interactive diagram work inside Microsoft PowerPoint. It provides precision templates for charts and presentation figures that stay consistent while data changes. The tool supports reliable referencing by keeping figure layouts and labels synchronized across the slide deck. It is best suited to teams that standardize citation-related visuals like figures, captions, and cross-references.
Pros
- Precision chart and figure objects keep layouts consistent during edits
- Interactive cross-references reduce manual caption and figure renumbering
- Deep PowerPoint integration streamlines citation-ready visuals
Cons
- Works best in PowerPoint and can feel limiting outside that workflow
- Complex citation layouts may require slide-by-slide setup discipline
- Design flexibility can lag behind fully manual or code-driven approaches
Best For
Teams standardizing PowerPoint figure captions and cross-references for citations
More related reading
Scribbr Citation Generator
citation formatterScribbr provides citation formatting tools that generate references and in-text citations for major academic styles.
Instant citation formatting for multiple styles from a structured source entry
Scribbr Citation Generator stands out for producing citations in common academic formats from pasted sources. It supports workflows for building reference lists by generating formatted entries for different citation styles. The tool emphasizes speed and consistency over advanced research features, with fewer controls than full citation management suites. Citation checks and manual adjustments remain necessary for sources that need detailed bibliographic data.
Pros
- Generates citations quickly from entered or pasted source details
- Supports multiple academic citation styles for common research writing needs
- Outputs clean, copy-ready reference entries for direct document reuse
Cons
- Less complete than full citation managers for storage and organization
- Style-edge cases may still require manual verification
- Limited collaboration and workflow controls for large teams
Best For
Students and researchers needing fast, style-specific citations for drafts
QuickStudy
learning materialsQuickStudy produces course study materials with citation-related reference formatting features for learning outputs.
Web-based citation formatter that applies selectable citation styles to reference lists
QuickStudy focuses on citation workflow through web-based tools that generate and format references for papers and reports. The core capabilities center on building citation lists, applying multiple citation styles, and exporting references for use in documents. It supports managing citation metadata from common bibliographic inputs so authors can reuse sources across projects. QuickStudy is most distinct as a lightweight citation assistant aimed at producing formatted outputs quickly rather than a full research knowledge base.
Pros
- Fast citation formatting with multiple citation styles for documents
- Straightforward reference management for building reusable source lists
- Simple export of citations for integration into writing workflows
Cons
- Limited advanced research workflows compared with full reference managers
- Automation and metadata enrichment depend heavily on input quality
- Fewer collaboration and library features for team-scale use
Best For
Writers needing quick citation formatting and simple reference reuse
How to Choose the Right Citation Software
This buyer's guide explains how to choose citation software that captures sources, builds libraries, and generates in-text citations and bibliographies. It covers Zotero, Mendeley Reference Manager, EndNote, Citavi, JabRef, Paperpile, RefWorks, Think-Cell, Scribbr Citation Generator, and QuickStudy with concrete capability-based guidance for different writing workflows.
What Is Citation Software?
Citation software manages bibliographic sources and turns them into formatted in-text citations and reference lists for academic writing and reports. It solves the problem of manual citation entry by saving structured metadata and producing consistent styles across documents. Tools like Zotero and Mendeley Reference Manager also support library organization with attachments and search so sources stay usable over time. Some options shift focus to specialized workflows like JabRef for BibTeX-based LaTeX publishing or Think-Cell for PowerPoint figure caption and cross-reference consistency.
Key Features to Look For
These capabilities decide whether citations stay accurate and whether the tool fits the actual writing and publishing workflow.
Web capture that imports bibliographic metadata into a library
Reliable capture reduces manual entry and metadata typos when collecting sources from web pages. Zotero Connector captures bibliographic metadata from web pages into a citation library, and RefWorks also supports direct browser capture that imports references with structured metadata.
PDF import with automatic metadata extraction
Automatic extraction turns a PDF file into a usable reference record and can accelerate building a literature library. Mendeley Reference Manager stands out for PDF import with automatic metadata extraction and reference creation.
Word-processor citation insertion that updates in-text citations and regenerates bibliographies
Writing-time integration prevents citation drift when edits change page content. EndNote provides EndNote Cite While You Write for inserting citations and building formatted bibliographies, and Zotero uses its citation plugin to insert and update citations and regenerate bibliographies.
Knowledge organization that links notes and evidence back to sources
Citation software becomes more than formatting when it ties research decisions to references. Citavi connects reference capture to structured note creation and task management, and it links notes and evidence for traceable writing output.
BibTeX-grade control for LaTeX publishing workflows
LaTeX users need stable citation keys and export formats that match publishing pipelines. JabRef offers custom citation key generation using configurable patterns and fields and strong BibTeX and BibLaTeX support for reliable export.
In-writing or in-slide reference and cross-reference automation
Some tools reduce citation labor by generating references inside the authoring surface instead of outside it. Paperpile generates citations and reference lists directly inside writing workflows using a synchronized Paperpile library, and Think-Cell automates chart and diagram figure cross-references and numbering inside Microsoft PowerPoint.
How to Choose the Right Citation Software
The fastest path to a correct choice starts by mapping the tool’s strengths to the exact capture and writing surface used in daily work.
Match the capture style to the sources being collected
If most sources come from web browsing, tools with web capture reduce data entry friction. Zotero Connector captures bibliographic metadata from web pages into a citation library, and RefWorks imports references through direct browser capture with structured metadata.
Choose the citation output engine based on where writing happens
Word-based writing needs direct citation insertion that updates bibliographies. EndNote Cite While You Write supports inserting citations and generating formatted reference lists in supported word processors, and Zotero’s citation plugin updates in-text citations and regenerates bibliographies.
Pick a library model that fits how PDFs are handled
PDF-heavy research benefits from automatic creation of reference records from PDFs. Mendeley Reference Manager uses PDF import with automatic metadata extraction and reference creation, while Paperpile pairs a paper-first library with PDF organization that supports searchable metadata.
Use structured research planning when citation work includes outlining and tasks
If research includes building evidence-backed outlines, workflow depth matters more than simple formatting. Citavi ties reference management to structured note creation and tasks via Research Fields and linked evidence in tasks.
Select specialized tools for specialized publishing formats
LaTeX publishing needs BibTeX-level control over citation keys and export quality. JabRef provides custom citation key generation and BibTeX and BibLaTeX export, while Scribbr Citation Generator and QuickStudy focus on fast citation formatting from entered or pasted source details for draft writing.
Who Needs Citation Software?
Citation software fits a wide set of research and writing tasks that require consistent reference formatting and source traceability.
Researchers and students who want accurate citations with a local-first workflow
Zotero is designed for researchers and students who need accurate citations while capturing sources into a structured local library and syncing items across devices. Zotero’s browser connector saves bibliographic metadata and attachments, and its Word integration updates in-text citations and regenerates bibliographies.
Researchers building large PDF-heavy literature libraries
Mendeley Reference Manager supports PDF import with automatic metadata extraction and reference creation, which reduces manual citation entry. Its Mendeley Citation plugin inserts in-text citations and builds reference lists in common word processors while keeping libraries searchable through collections.
Teams and authors writing with dependable citation insertion in common word processors
EndNote focuses on consistent citation style support with reliable word-processor integration through EndNote Cite While You Write. Zotero can also serve this role when citation formatting needs to stay synchronized by regenerating bibliographies after citation updates.
Writers and small teams that draft with Google Docs and want tight library-to-writing synchronization
Paperpile is built for writers and small teams needing streamlined citations with PDF-backed organization. Paperpile generates citations and reference lists directly inside writing tools using a synchronized Paperpile library.
Common Mistakes to Avoid
Mistakes usually happen when tool capabilities are mismatched to the capture source, the writing surface, or the publishing format.
Assuming messy source metadata will always format perfectly without cleanup
Citation formatting can require manual cleanup when source metadata is messy, which can slow down writing even with strong citation tools like Zotero and RefWorks. Mendeley Reference Manager also can require manual style tweaks for advanced citation formatting edges.
Choosing a tool without confirming it integrates with the exact authoring environment
EndNote is strongest when writing happens in supported word processors through EndNote Cite While You Write, and Zotero relies on its citation plugin for inserting and updating citations. Paperpile is built for writing inside Google Docs, while Think-Cell is specifically suited to Microsoft PowerPoint figure cross-references and numbering.
Ignoring workflow complexity costs for advanced knowledge organization or BibTeX control
Citavi’s knowledge workflow ties notes, tasks, and references together, but setting up taxonomies and workflows takes time for consistent results. JabRef can feel complex compared with simpler managers because LaTeX-specific setup and citation key generation rules require citation-format knowledge.
Using lightweight formatters when full citation libraries and traceable notes are needed
Scribbr Citation Generator generates citations quickly for major styles but provides fewer controls than full citation managers for storing and organizing research. QuickStudy is a web-based citation formatter that applies selectable citation styles, which limits its fit for teams that need shared libraries and structured research workflows like RefWorks and Citavi.
How We Selected and Ranked These Tools
we evaluated every tool on three sub-dimensions. Features carried a weight of 0.4, ease of use carried a weight of 0.3, and value carried a weight of 0.3. The overall rating equals 0.40 × features + 0.30 × ease of use + 0.30 × value. Zotero separated itself from lower-ranked tools by scoring extremely high on features with a reliable Zotero Connector that captures bibliographic metadata from web pages into a citation library and by delivering Word integration that inserts and updates citations and regenerates bibliographies.
Frequently Asked Questions About Citation Software
Which citation software is best for local-first reference libraries and accurate web captures?
Zotero fits because it captures bibliographic metadata from web pages with the Zotero Connector and stores libraries locally. It supports full-text attachments, metadata normalization, and exporting bibliographies in common citation formats.
What tool is most effective for PDF-heavy research workflows with automatic metadata extraction?
Mendeley Reference Manager is built for PDF-centric collections because it can import PDFs and extract metadata to create reference entries. The Mendeley Citation plugin then inserts and updates citations in word processors while collaboration options support shared libraries.
Which option provides the most dependable word-processor integration for inserting citations and generating bibliographies?
EndNote is strong for consistent citation formatting because it centers on a desktop library and direct word-processor integration via Cite While You Write. It supports importing references, attaching PDFs, and generating bibliographies in common styles.
Which citation software doubles as a structured note-taking and research task system?
Citavi fits teams that need evidence-linked writing because it combines citation management, bibliographies, and structured research notes. Its knowledge management workflow connects captured sources to tasks and outputs bibliography-ready results tied to those decisions.
Which tool is best for LaTeX authors who need precise BibTeX or BibLaTeX control?
JabRef fits LaTeX workflows because it is designed around BibTeX and BibLaTeX with fast metadata editing and cleanup tools. It also supports configurable citation key generation patterns and multiple export formats for LaTeX documents.
Which citation software is best when writing and citation generation must happen inside the same workflow?
Paperpile fits writing-first workflows because it pairs reference management with in-editor citation insertion and bibliography generation. It keeps a synchronized library that supports tagging and search while collaboration features share the same bibliographic context.
Which tool supports browser-based capture and shared folders for team reference libraries?
RefWorks fits collaborative projects because it uses a central library with browser capture and structured reference records. Shared folders support team workflows, and PDF linking plus annotation features connect sources to notes during writing.
What software helps standardize citation-related figures and cross-references in PowerPoint?
Think-cell fits teams that standardize slide visuals because it provides interactive diagram templates inside Microsoft PowerPoint. It supports synchronized figure numbering and automatic cross-referencing so captions and labels remain consistent when diagrams change.
Which solution is best for quick, style-specific citations from pasted sources during drafting?
Scribbr Citation Generator fits drafting because it produces formatted citations from structured input across common academic styles. QuickStudy also supports fast style application and export for reference lists, while both focus on formatting speed over full research knowledge management.
What common problem causes citation errors, and which tools help reduce it?
Citation errors often come from incomplete or inconsistent metadata captured from web sources. Zotero Connector improves metadata capture into a structured library, while Mendeley Reference Manager reduces manual entry by extracting metadata during PDF import and building references automatically.
Conclusion
After evaluating 10 education learning, Zotero 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.
Tools reviewed
Referenced in the comparison table and product reviews above.
Keep exploring
Comparing two specific tools?
Software Alternatives
See head-to-head software comparisons with feature breakdowns, pricing, and our recommendation for each use case.
Explore software alternatives→In this category
Education Learning alternatives
See side-by-side comparisons of education learning tools and pick the right one for your stack.
Compare education learning tools→FOR SOFTWARE VENDORS
Not on this list? Let’s fix that.
Our best-of pages are how many teams discover and compare tools in this space. If you think your product belongs in this lineup, we’d like to hear from you—we’ll walk you through fit and what an editorial entry looks like.
Apply for a ListingWHAT THIS INCLUDES
Where buyers compare
Readers come to these pages to shortlist software—your product shows up in that moment, not in a random sidebar.
Editorial write-up
We describe your product in our own words and check the facts before anything goes live.
On-page brand presence
You appear in the roundup the same way as other tools we cover: name, positioning, and a clear next step for readers who want to learn more.
Kept up to date
We refresh lists on a regular rhythm so the category page stays useful as products and pricing change.