AI Tools for Education & Translation (2026 Guide)
Adaptive tutors, translation, exam prep — the AI reshaping classrooms and global teams.
Editor’s note
Education and translation AI is where personalization finally scales. This collection covers adaptive tutors that meet each learner at their pace, multilingual translators that preserve tone and domain-specific terminology, and exam-prep tools proven on standardized benchmarks. Teachers, L&D leads, and global teams will find tools that plug directly into LMS and collaboration suites.
Quick summary
- This collection surfaces 5260 vetted AI tools in education translation that match this page’s editorial filters — not a generic directory dump.
- Start with the comparison table, then read in-depth notes on: 智谱清言, NaturalReader, Wolfram|Alpha.
- Pricing labels are summarized for scanning; always confirm current plans on each vendor’s site before purchase.
Jump to compare tools or explore the full education translation category on the directory.
Scanner-friendly
Compare tools
Pricing shown as tier + amount only (long copy from vendor HTML is hidden here). Open each profile for full tiers and feature lists.
| Tool | Free tier | Pricing | Rating | Traffic / mo | Profile |
|---|---|---|---|---|---|
| 智谱清言 | No | — | 5.0 | 4.0M | View |
| NaturalReader | No | — | 5.0 | 3.7M | View |
| Wolfram|Alpha | No | Wolfram|Alpha Pro Wolfram|Alpha Pro Professional-Grade compu… | 5.0 | 3.6M | View |
| Knowt | Yes | Plan Imported from ai_tools.is_free = true; ver… | 5.0 | 3.6M | View |
| Happy Scribe | No | Pro $29 /month Business $49 /month Lite $9 /month Starter $12 | 5.0 | 3.6M | View |
| Glean | No | — | 5.0 | 3.5M | View |
| Chaport | Yes | Pro $29 /month Free $0 Unlimited $99 /month | 5.0 | 3.5M | View |
| Sourcenext | No | AI拡大美 (AI Photo Enlargement) One-timepurchase AI拡大美 (AI Photo Enlargeme… ZERO Series Antivirus Norenewalfees ZERO Series Antivirus Antivi… Security Software (1 device) 2,970yen Security Software (1 device) Cost… | 5.0 | 3.5M | View |
| Astra AI | No | Matura AI + Astra AI Plus 147€ Matura AI + Astra AI Plus Special Off… Astra AI Plus 40€ /month Astra AI Plus Monthly Subscript… | 5.0 | 3.3M | View |
| Intercom | No | Advanced $85 /month Proactive Support Plus $99 /month Expert $132 /month Copilot $29 /month +2 more on profile | 5.0 | 3.3M | View |
| Descript | Yes | Creator $24 /month Free $0 /month Hobbyist $12 /month | 5.0 | 3.2M | View |
| MagicSchool | Yes | MagicSchool Free $0 MagicSchool Plus $99.96 /year MagicSchool Enterprise Custom MagicSchool Enterprise Responsible … | 5.0 | 3.2M | View |
| Chat & Ask AI | Yes | Free Membership $0 Premium Membership Varies Premium Membership Upgrade to Premi… | 5.0 | 3.1M | View |
| Coda | Yes | Free $0 Pro $10 /month Enterprise Custom Enterprise For org-wide security an… Team $30 /month | 5.0 | 3.0M | View |
| PDNob PDF Editor | Yes | 1 Year License $35.99 /year 1 Month License $14.99 /month Lifetime License $69.99 /credit | 5.0 | 2.8M | View |
| PDNob Image Translator | Yes | 1 Year License $69.95 /year 1 Month License $15.95 /month 1 Week License $12.95 /credit | 5.0 | 2.8M | View |
Rows reflect this page’s result set. Sorting is a view aid only — it does not change editorial order in JSON-LD lists.
Decision shortcuts
Best picks by use case
Best starting point
智谱清言 currently leads this shortlist on combined traffic and editorial rating — use it as your first live test against real work samples.
Open profilePrimary pick
智谱清言
Strong alternate
NaturalReader is the best second stop when you need a different UX, integration path, or price structure without leaving this niche.
Open profilePrimary pick
NaturalReader
Free-tier friendly
Knowt is flagged with free access in our listing — ideal for proof-of-value before you commit to a paid plan.
Open profilePrimary pick
Knowt
Scan the shortlist
16 AI tools in this collection
NaturalReader
Paid5.0 3.7M/moText-to-speech solution with AI voices for personal, commercial, and educational purposes.
- Text to Speech
- TTS
- AI Voices
Wolfram|Alpha
Paid5.0 3.6M/moComputational knowledge engine for expert answers across various subjects.
- Mathematics
- Science
- Technology
Knowt
Free5.0 3.6M/moKnowt is a free Quizlet alternative with AI study tools and millions of resources.
- Flashcards
- Study Tools
- AI
Happy Scribe
Paid5.0 3.6M/moAudio and video transcription, subtitling, dubbing, and translation services.
- Transcription
- Subtitling
- Translation
Glean
Paid5.0 3.5M/moWork AI platform for enterprise knowledge discovery, creation, and automation.
- Work AI
- Enterprise Search
- AI Assistant
Chaport
Freemium5.0 3.5M/moAll-in-one customer messaging software with live chat, chatbots, and knowledge base.
- Live chat
- Chatbot
- Customer messaging
Sourcenext
Paid5.0 3.5M/moOffers diverse software and IoT products, including new releases.
- Software
- IoT
- Security software
Astra AI
Paid5.0 3.3M/moAI math tutor providing step-by-step guidance and 24/7 availability.
- AI tutor
- Math tutor
- Chemistry tutor
Intercom
Paid5.0 3.3M/moAI-powered customer service platform for personalized and efficient support.
- Customer service
- AI chatbot
- Help desk
Descript
Free5.0 3.2M/moAI-powered audio and video editing software that edits like a document.
- Video editing
- Audio editing
- Podcast editing
MagicSchool
Freemium5.0 3.2M/moAI platform with 80+ tools for educators, schools, and students to save time.
- AI for education
- Teacher tools
- Lesson planning
Chat & Ask AI
Freemium5.0 3.1M/moAdvanced AI chatbot with GPT-4o, offering various AI tools and WhatsApp integration.
- AI Chatbot
- GPT-4o
- AI Search Engine
Coda
Freemium5.0 3.0M/moAll-in-one collaborative workspace blending docs, spreadsheets, apps, and AI.
- Collaboration
- Document creation
- Project management
PDNob PDF Editor
Free5.0 2.8M/moAI-powered PDF editor for Windows and Mac with comprehensive PDF management features.
- PDF editor
- AI PDF editor
- PDF converter
5.0 2.8M/moFree AI-powered app to translate text from images instantly and locally.
- Image translator
- AI OCR
- Text extraction
Depth layer
In-depth tool notes
Structured pros, cons, and positioning for each pick on this page — designed for scanners and AI-overview style summaries alike.
智谱清言
Rated 5.0/5 · ~4.0M visits/mo
智谱清言 is a Chinese dialogue language model developed by Zhipu AI, designed to engage in conversations using the GLM large model. It offers features such as AI search, AI drawing, AI reading, and AI-generated video and PPT creation. It also provides tools for data analysis and code assistance. The platform includes various intelligent agents and supports the creation of custom agents.
Pros
- Offers a wide range of AI-powered tools and features
- Supports dialogue in Chinese
- Provides access to intelligent agents
- Includes features for content creation and data analysis
Cons
- Some features may be in beta (e.g., AutoGLM)
- Hardware requirements for some features (e.g., Intel® Core™ Ultra processor, 24GB+ RAM)
- The generated content is for reference only
Tags: AI, Large Language Model, Chatbot, Dialogue AI, AI Search, AI Drawing, AI Video Generation, AI PPT Generation
NaturalReader
Rated 5.0/5 · ~3.7M visits/mo
NaturalReader is a text-to-speech solution designed for personal, commercial, and educational use. It offers a free online platform, mobile apps, and commercial licenses, utilizing AI voices to read text aloud. It supports multiple languages and provides features like voice cloning and content awareness to enhance the listening experience.
Pros
- Offers a free version for basic use
- Supports a wide range of languages and voices
- Provides commercial licenses for professional use
- Includes AI-powered features like voice cloning and content awareness
- Available on multiple platforms (online, mobile, Chrome extension)
Cons
- Commercial features require a paid license
- Some advanced features may not be available in all languages
- The website mentions 'not support video' in some sections, which might limit certain use cases
Tags: Text to Speech, TTS, AI Voices, Voiceover, Accessibility, Assistive Technology, eLearning, Audiobook
Wolfram|Alpha
Rated 5.0/5 · ~3.6M visits/mo
Wolfram|Alpha is a computational knowledge engine that uses Wolfram's breakthrough algorithms, knowledgebase, and AI technology to compute expert-level answers. It covers subjects like Mathematics, Science & Technology, Society & Culture, and Everyday Life. It's relied on by millions of students and professionals for math, science, nutrition, history, geography, engineering, linguistics, sports, finance, and music.
Pros
- Provides expert-level answers across a wide range of subjects.
- Uses natural language understanding for easy input.
- Offers step-by-step solutions for learning (Pro).
- Allows data, image, and file uploads for analysis (Pro).
- Provides interactive visualizations (Pro).
- Offers web apps for exploring interests (Pro).
Cons
- Requires JavaScript to run.
- Some features are only available in the Pro version.
- Can be overwhelming for simple queries.
- Free version has limitations.
Tags: Computational knowledge engine, Mathematics, Science, Technology, AI, Natural language processing, Data analysis, Visualization
Knowt
Rated 5.0/5 · ~3.6M visits/mo
Knowt is a free Quizlet alternative trusted by millions of students and teachers. It allows users to import their Quizlets and study them with unlimited learn mode, matching game, and more. Knowt also offers AI study tools, including a live lecture note taker, PPT/PDF summarizer, and snap & solve feature. It provides a platform for creating and sharing flashcards and notes, with access to millions of resources across various subjects and exams.
Pros
- Free alternative to Quizlet with unlimited learn mode
- AI-powered tools for efficient note-taking and flashcard creation
- Large library of user-generated notes and flashcards
- Multiple study modes for personalized learning
- AP Exam Hub with study materials and practice tests
Cons
- May not have all the features of paid Quizlet subscriptions
- Reliance on AI may reduce active learning for some users
- Quality of user-generated content may vary
Tags: Flashcards, Study Tools, AI, Note Taking, Quizlet Alternative, AP Exams, Practice Tests, Lecture Notes
Happy Scribe
Rated 5.0/5 · ~3.6M visits/mo
Happy Scribe provides automatic and human transcription and subtitling services, converting audio and video to text with high accuracy (85-99%) in over 120 languages and 45 formats. It offers AI-powered tools alongside professional language services for transcription, subtitling, dubbing, and translation.
Pros
- High accuracy in transcription and subtitling
- Support for numerous languages and formats
- User-friendly interactive editors
- Options for both automatic and human-made services
- Collaboration features for teams
- Integrations with other platforms
Cons
- Automatic transcription may require editing for perfect accuracy
- Human-made services are more expensive
- Plan limits on transcription minutes
Tags: Transcription, Subtitling, Translation, Audio to text, Video to text, AI transcription, Human transcription, Subtitle translation
Glean
Rated 5.0/5 · ~3.5M visits/mo
Glean is a Work AI platform designed to help companies instantly access and utilize their collective knowledge. It connects to various enterprise applications, enabling users to find, create, and automate tasks. Glean offers features like AI assistants, search capabilities, and agent builders to improve productivity and knowledge management across organizations.
Pros
- Centralized platform for enterprise knowledge
- AI-powered search and assistance
- Automation of tasks and workflows
- Integration with popular workplace tools
- Improved employee productivity
- Enhanced data governance and security
Cons
- May require significant initial setup and configuration
- Potential dependency on the accuracy of connected data sources
- Cost may be a barrier for smaller organizations
- Requires user adoption and training for optimal effectiveness
Tags: Work AI, Enterprise Search, AI Assistant, Knowledge Management, Automation, Data Governance, AI Agents, Productivity
Chaport
Rated 5.0/5 · ~3.5M visits/mo
Chaport is an all-in-one customer messaging software that combines multi-channel live chat, chatbots, a knowledge base, and more. It provides a platform for businesses to connect with customers through live chat, email, Facebook, Telegram, and Viber, all managed from a single interface. Chaport aims to automate sales and support with chatbots, encourage customer self-service through a knowledge base, and offer various integrations and API capabilities to connect with other apps.
Pros
- All-in-one platform for customer messaging
- Multi-channel support (live chat, email, social media)
- Chatbot automation for sales and support
- Knowledge base for customer self-service
- Mobile apps for iOS and Android
- Integrations with other apps via Zapier and API
Cons
- Some features are only available in paid plans
- Can be overwhelming to set up all features initially
- Reliance on chatbot accuracy for automated support
Tags: Live chat, Chatbot, Customer messaging, Multi-channel support, Knowledge base, Customer service, Sales automation, Support automation
Sourcenext
Rated 5.0/5 · ~3.5M visits/mo
The Sourcenext website offers a wide range of carefully selected software and IoT products and services from both domestic and international sources. It features new product releases, various utility, creative, and business software, as well as smart devices for personal and professional use.
Pros
- Wide variety of software and IoT products from various categories.
- Regular updates with new product releases, keeping the catalog current.
- Some products offer unique benefits like no renewal fees (ZERO series antivirus) or high compatibility (CorelDRAW).
- Includes popular and internationally recognized products (e.g., CleanMyMac, CorelDRAW).
- Offers cost-effective solutions for various software needs.
Cons
- No specific disadvantages are explicitly mentioned in the provided content.
Tags: Software, IoT, Security software, PDF editor, Multimedia software, Graphic design software, Office software, Utility software
Astra AI
Rated 5.0/5 · ~3.3M visits/mo
Astra AI is an AI-powered math tutor that uses GPT-4 Turbo to make complex math concepts accessible and affordable. It offers step-by-step guidance and has served over 134,000 satisfied students. Astra AI provides 24/7 availability and covers subjects like Math, Chemistry, Physics, and German. It aims to improve grades with a money-back guarantee if a student's math grade doesn't improve by at least 2 points.
Pros
- Affordable alternative to traditional tutoring
- Available 24/7
- Covers multiple subjects
- Step-by-step explanations
- Money-back guarantee
Cons
- May not fully replace a human teacher or tutor
- Effectiveness depends on the student's engagement
- Potential for over-reliance on AI for problem-solving
Tags: AI tutor, Math tutor, Chemistry tutor, Physics tutor, German tutor, Online learning, Education, GPT-4
Intercom
Rated 5.0/5 · ~3.3M visits/mo
Intercom is a customer service platform that uses AI to deliver faster answers for customers and fewer questions for support teams. It offers an integrated knowledge base, help desk, AI chatbot, proactive support, and an omnichannel platform to deliver personalized support at scale.
Pros
- Integrated knowledge base for faster answers
- AI chatbot to cut support volume
- Omnichannel platform for personalized support
- Insights for smarter self-service
- Automation of feedback and support processes
Cons
- Pricing can be complex depending on the plan and add-ons
- May require a learning curve to fully utilize all features
- Reliance on AI may not be suitable for all types of customer interactions
Tags: Customer service, AI chatbot, Help desk, Knowledge base, Omnichannel support, Customer engagement, Live chat, Ticketing system
Descript
Rated 5.0/5 · ~3.2M visits/mo
Descript is an AI-powered audio and video editing software that allows users to edit videos and podcasts like a document. It offers features such as transcription, AI speech, filler word removal, studio sound, eye contact correction, green screen removal, and more. Descript is designed for creators, marketers, and businesses to produce high-quality video and audio content quickly and easily.
Pros
- Easy to use, even for beginners
- Saves time on editing
- Offers a wide range of AI-powered features
- Collaborative tools streamline teamwork
- High-quality output
Cons
- Can be expensive for some users
- AI features are not always perfect
- Requires a stable internet connection
Tags: Video editing, Audio editing, Podcast editing, Transcription, AI, Text-based editing, Voice cloning, Captions
MagicSchool
Rated 5.0/5 · ~3.2M visits/mo
MagicSchool is an AI platform designed for educators, schools, and students. It offers over 80 teacher tools to save time, differentiate instruction, and prevent teacher burnout. It is used by over 5 million teachers and students and is independently verified as a secure platform.
Pros
- Saves educators time
- Offers a wide range of AI tools
- Provides a free plan
- Supports student AI literacy
- Offers enterprise solutions for schools and districts
- Independently verified for safety and privacy
- Integrates with existing LMS platforms
Cons
- Some features are limited in the free plan
- Enterprise solutions require custom pricing
- Requires training to fully utilize all features
Tags: AI for education, Teacher tools, Lesson planning, Assessment generation, IEP creation, Student engagement, AI literacy, EdTech
Chat & Ask AI
Rated 5.0/5 · ~3.1M visits/mo
Chat & Ask AI is an advanced AI chatbot built on GPT-4o, designed to boost productivity through faster AI chat, image generation, writing tools, AI Assistants, and seamless WhatsApp integration. It offers features like an AI Search Engine, AI Image Generator, AI Link Analyzer, AI Chat PDF, AI Youtube Analyzer, and Whatsapp Integration.
Pros
- Offers a wide range of AI-powered tools in one platform
- Integrates with WhatsApp for convenient access
- Supports multiple languages (English, Español, Português)
- Provides AI-driven tech support
- Easy-to-use interface
- Offers both free and premium membership options
Cons
- Some features are limited to premium members
- Performance may vary depending on the AI model used (GPT-4o, etc.)
- Reliance on AI models may lead to occasional inaccuracies
Tags: AI Chatbot, GPT-4o, AI Search Engine, AI Image Generator, AI Link Analyzer, AI Chat PDF, AI Youtube Analyzer, Whatsapp Integration
Coda
Rated 5.0/5 · ~3.0M visits/mo
Coda is an all-in-one platform that blends the flexibility of docs, structure of spreadsheets, power of applications, and intelligence of AI. It brings teams and tools together for a more organized work day, allowing users to create customizable solutions and templates for every team.
Pros
- Combines multiple tools into one platform
- Flexible and customizable for various team needs
- Offers a free plan for getting started
- Unique Maker Billing pricing model saves money
Cons
- Can be complex to learn all features
- Pricing can increase with more Doc Makers
- Requires internet connectivity to use
Tags: Collaboration, Document creation, Project management, Team hub, Spreadsheet, Application, AI, Automation
PDNob PDF Editor
Rated 5.0/5 · ~2.8M visits/mo
PDNob PDF Editor is an AI-powered PDF editor software available for Windows and Mac. It allows users to view, edit, convert, annotate, extract, create, compress, and organize PDF files. The software integrates DeepSeek R1 Model for faster PDF reading, summarization, and insight extraction. It supports converting PDFs to various formats like Word, Excel, PPT, and images, and offers extensive editing features for text, images, watermarks, and links. PDNob PDF Editor also provides OCR functionality for converting scanned PDFs into editable content.
Pros
- Comprehensive PDF editing features
- AI-powered summarization and translation
- High OCR accuracy
- Support for multiple file formats
- User-friendly interface
- Available for both Windows and Mac
Cons
- Free trial has limitations (watermark, limited AI credits)
- Some features require a paid subscription
- Additional purchase for AI credits
Tags: PDF editor, AI PDF editor, PDF converter, PDF annotator, PDF compressor, PDF encryption, OCR software, Document management
PDNob Image Translator
Rated 5.0/5 · ~2.8M visits/mo
PDNob Image Translator is a free AI-powered application designed to translate text from images. It utilizes AI-OCR (Optical Character Recognition) technology to extract text from screenshots, banners, comics, handwriting, social media posts, PDFs, and more. The application supports instant translation of images locally, without requiring uploads, ensuring data privacy and security. It can process 50+ images at once, supporting various image formats like JPG, JPEG, PNG, GIF, and BMP. PDNob Image Translator supports AI OCR in 16 major languages and translation for over 100 languages, powered by Google and ChatGPT-4.
Pros
- Free to use
- Accurate AI-powered OCR
- Supports multiple languages
- Local translation ensures privacy
- Batch image processing saves time
- Fast and stable performance
Cons
- May require a paid license for advanced features or higher usage limits
- Accuracy may vary depending on image quality and text complexity
- Relatively new software, so it may have some bugs
Tags: Image translator, AI OCR, Text extraction, Language translation, OCR software, Image to text, Screenshot translator, Free OCR
Power users
Feature matrix
High-level signals from our directory record. “Tag” columns are substring matches on vendor tags — confirm on each tool page before relying on them for procurement.
| Tool | Free tier | Rating | Traffic/mo | Profile |
|---|---|---|---|---|
| 智谱清言 | No | 5.0 | 4.0M | Open |
| NaturalReader | No | 5.0 | 3.7M | Open |
| Wolfram|Alpha | No | 5.0 | 3.6M | Open |
| Knowt | Yes | 5.0 | 3.6M | Open |
| Happy Scribe | No | 5.0 | 3.6M | Open |
| Glean | No | 5.0 | 3.5M | Open |
| Chaport | Yes | 5.0 | 3.5M | Open |
| Sourcenext | No | 5.0 | 3.5M | Open |
| Astra AI | No | 5.0 | 3.3M | Open |
| Intercom | No | 5.0 | 3.3M | Open |
| Descript | Yes | 5.0 | 3.2M | Open |
| MagicSchool | Yes | 5.0 | 3.2M | Open |
| Chat & Ask AI | Yes | 5.0 | 3.1M | Open |
| Coda | Yes | 5.0 | 3.0M | Open |
| PDNob PDF Editor | Yes | 5.0 | 2.8M | Open |
| PDNob Image Translator | Yes | 5.0 | 2.8M | Open |
Pros & cons of this shortlist
Pros: You get a density of education translation tools that already passed category matching and ranking signals, which cuts research time versus open-ended search. About 8 entry/entries advertise free access in our data — useful for pilots.
Cons: Any directory view lags vendor roadmaps. Pricing chips and tags are not legal commitments — enterprise buyers should still run security review and contract redlines off each official site.
Pricing analysis
Below is a roll-up of how vendors in this education translation cluster label themselves in our directory. Treat it as a scanner-friendly shortcut — not a substitute for checkout-page verification.
Wolfram|Alpha ProPlanPro · $29/monthBusiness · $49/monthLite · $9/monthStarter · $12Free · $0Unlimited · $99/monthAI拡大美 (AI Photo Enlargement)ZERO Series AntivirusSecurity Software (1 device)Matura AI + Astra AI PlusAstra AI Plus · /monthAdvanced · $85/month
Chips summarize tier + price from each record (vendor long copy omitted here). Currency and terms can change without notice.
How we tested and maintain this list
Education and translation AI is where personalization finally scales.
We re-check pricing labels and positioning quarterly (or sooner when a vendor ships a materially new SKU). Tools must remain discoverable under this collection’s category scope.
We do not accept payment to appear in a curated ranking slot; sponsored inventory, if any on the wider site, is labeled separately from editorial ordering on this page.
Who should use this collection
Builders shipping education translation workflows weekly
You need repeatable quality, clear upgrade paths, and pricing that scales with seats or usage. Prioritize tools with strong ratings and transparent tiers in the matrix below.
Teams standardizing procurement
You will care about auditability: capture screenshots of pricing pages, confirm SSO or data residency on vendor sites, and shortlist 2 finalists from the comparison table.
Solo operators optimizing spend
Start from the free-tier column, validate output on your own assets, then upgrade only when a tool clears a hard ROI bar.
Alternatives & next steps
Not an exact fit for “AI Tools for Education & Translation (2026 Guide)”? Browse adjacent hubs below or jump to the full category — often the best “alternative” is a neighboring workflow, not a me-too clone.
- Knowt View tool →
- Happy Scribe View tool →
- Glean View tool →
- Chaport View tool →
- Sourcenext View tool →
- Astra AI View tool →
Browse the complete education translation category to find adjacent products that did not fit this editorial framing.
Was this roundup helpful?
Quick signal for our editors — helps prioritize refresh depth for “AI Tools for Education & Translation (2026 Guide)”.
Latest updates
Layout refreshed: added comparison, matrix, FAQ, and methodology modules for deeper topical coverage.
FAQ
How were tools chosen for “AI Tools for Education & Translation (2026 Guide)”?
Adaptive tutors, translation, exam prep — the AI reshaping classrooms and global teams. We rank candidates using on-site signals (traffic, ratings, pricing labels) within the education translation taxonomy, then editors shortlist for practical workflows.
Which tools should I try first?
Look at 智谱清言, NaturalReader, Wolfram|Alpha first — they currently lead this list’s scoring. Your final pick should still depend on stack, budget, and compliance needs.
Does this page include free education translation tools?
Where available, free tiers are called out in the comparison table. This collection includes 5260 tools matching the stated filters — not all offer a permanent free plan.
How often is this list updated?
We revise curated lists as product positioning and pricing change. See the “Latest updates” section on this page for the freshest editorial notes.
Keep exploring
This page is a focused hub — the parent category contains the full competitive set and more filters.