{
  "updated_at": "2026-06-20",
  "research_note": "Source-backed starting dataset for tutoringplatforms.online. Pricing, availability, tutor counts, and country coverage can change; verify on each platform before publishing transactional claims.",
  "platforms": [
    {
      "slug": "preply",
      "name": "Preply",
      "website": "https://preply.com/",
      "status": "active",
      "primary_category": "Language tutoring marketplace",
      "regions": ["Global"],
      "audience": ["students", "adults", "language learners", "tutors"],
      "subjects": ["languages", "business language", "conversation practice"],
      "tutoring_model": "One-on-one online lessons with independent tutors chosen by the learner.",
      "pricing_model": "Tutor-set lesson pricing and subscription-style lesson packages; verify current terms on Preply.",
      "tutor_profile": "Large marketplace of language tutors with profile filters, reviews, availability, and tutor-side teaching tools.",
      "best_for": ["learners who want a large language tutor marketplace", "flexible schedules", "conversation-focused language learning"],
      "caution_notes": "Tutor quality and price vary by tutor; users should compare tutor profile details and trial policies.",
      "source_urls": ["https://preply.com/", "https://preply.com/en/teach"]
    },
    {
      "slug": "wyzant",
      "name": "Wyzant",
      "website": "https://www.wyzant.com/",
      "status": "active",
      "primary_category": "General tutoring marketplace",
      "regions": ["United States"],
      "audience": ["students", "parents", "college students", "adult learners", "tutors"],
      "subjects": ["math", "science", "English", "test prep", "technology", "languages", "300+ subjects"],
      "tutoring_model": "Marketplace for online and local one-on-one tutors with tutor search, profiles, reviews, and online lesson tools.",
      "pricing_model": "Tutors set rates; students compare prices by profile.",
      "tutor_profile": "Large US tutor network; tutors generally create public profiles and teach online or locally.",
      "best_for": ["broad subject coverage", "US-based tutor search", "learners who want to compare many independent tutors"],
      "caution_notes": "The tutor-side sign-up page states listed tutors must reside in the United States and have a valid SSN.",
      "source_urls": ["https://www.wyzant.com/", "https://www.wyzant.com/online/tutor/", "https://www.wyzant.com/tutorsignupstart"]
    },
    {
      "slug": "varsity-tutors",
      "name": "Varsity Tutors",
      "website": "https://www.varsitytutors.com/",
      "status": "active",
      "primary_category": "Tutoring and test prep platform",
      "regions": ["United States"],
      "audience": ["K-12 students", "college students", "professionals", "parents", "schools"],
      "subjects": ["math", "science", "English", "test prep", "languages", "business", "coding", "learning differences"],
      "tutoring_model": "Private and group tutoring, classes, test prep, and virtual learning through a live learning platform.",
      "pricing_model": "Package and program pricing varies by learner need; verify with Varsity Tutors.",
      "tutor_profile": "National tutor network with matching and live online lesson tools.",
      "best_for": ["families seeking structured matching", "test prep", "broad academic support"],
      "caution_notes": "Users should compare package terms and cancellation details before committing.",
      "source_urls": ["https://www.varsitytutors.com/", "https://www.varsitytutors.com/online-tutoring", "https://www.varsitytutors.com/schools/"]
    },
    {
      "slug": "tutor-com",
      "name": "Tutor.com",
      "website": "https://www.tutor.com/",
      "status": "active",
      "primary_category": "Institutional on-demand tutoring",
      "regions": ["United States", "institutional access"],
      "audience": ["K-12", "higher education", "libraries", "military families", "employees", "institutions"],
      "subjects": ["250+ subjects", "math", "writing", "science", "business", "career support", "test prep"],
      "tutoring_model": "24/7 on-demand online tutoring and academic support, often purchased by institutions.",
      "pricing_model": "Usually institution-provided access rather than direct public marketplace pricing.",
      "tutor_profile": "Vetted tutor network for academic, writing, and job support.",
      "best_for": ["schools and libraries", "24/7 homework help", "institutional tutoring programs"],
      "caution_notes": "Students often need access through a school, library, employer, military program, or other institution.",
      "source_urls": ["https://www.tutor.com/", "https://www.tutor.com/higher-education", "https://www.tutor.com/apply"]
    },
    {
      "slug": "superprof",
      "name": "Superprof",
      "website": "https://www.superprof.com/",
      "status": "active",
      "primary_category": "Private lesson marketplace",
      "regions": ["Global", "United States"],
      "audience": ["students", "adults", "parents", "tutors"],
      "subjects": ["academic subjects", "languages", "music", "sports", "coding", "creative arts", "2000+ subjects"],
      "tutoring_model": "Marketplace directory for online and in-person private lessons across a very broad subject set.",
      "pricing_model": "Tutor-set rates; site-specific membership or contact rules may apply by country.",
      "tutor_profile": "Open marketplace with profiles, reviews, subject pages, and tutor-side profile creation.",
      "best_for": ["broad skill discovery", "non-academic lessons", "local or online tutor browsing"],
      "caution_notes": "Because it is a broad directory, users should verify tutor identity, reviews, response time, and terms.",
      "source_urls": ["https://www.superprof.com/", "https://www.superprof.com/tutor/"]
    },
    {
      "slug": "italki",
      "name": "italki",
      "website": "https://www.italki.com/",
      "status": "active",
      "primary_category": "Language tutoring marketplace",
      "regions": ["Global"],
      "audience": ["language learners", "adults", "tutors"],
      "subjects": ["languages", "conversation practice", "professional language lessons"],
      "tutoring_model": "One-on-one language lessons with professional teachers and community tutors.",
      "pricing_model": "Tutor-set pricing; learners choose teachers based on profile, language, availability, and budget.",
      "tutor_profile": "Language teacher marketplace with native and qualified teachers.",
      "best_for": ["language learners who want choice", "conversation practice", "rare language discovery"],
      "caution_notes": "Search results vary by language and tutor availability; users should compare trial lessons and tutor categories.",
      "source_urls": ["https://www.italki.com/", "https://play.google.com/store/apps/details?id=com.italki.app"]
    },
    {
      "slug": "cambly",
      "name": "Cambly",
      "website": "https://www.cambly.com/english?lang=en",
      "status": "active",
      "primary_category": "English conversation tutoring",
      "regions": ["Global"],
      "audience": ["English learners", "adults", "kids", "tutors"],
      "subjects": ["English", "business English", "conversation", "exam speaking practice"],
      "tutoring_model": "Video-chat English tutoring with native English-speaking tutors; Cambly Kids is a child-focused product.",
      "pricing_model": "Plan-based access; current pricing varies by country and product.",
      "tutor_profile": "Tutor marketplace focused on conversation practice and flexible online access.",
      "best_for": ["English conversation practice", "native-speaker exposure", "learners who want quick video lessons"],
      "caution_notes": "It is mainly English-focused, so it is not a broad academic tutoring replacement.",
      "source_urls": ["https://www.cambly.com/english?lang=en", "https://www.cambly.com/kids?lang=en", "https://www.cambly.com/english/tutors"]
    },
    {
      "slug": "amazing-talker",
      "name": "AmazingTalker",
      "website": "https://en.amazingtalker.com/",
      "status": "active",
      "primary_category": "Language tutoring marketplace",
      "regions": ["Global"],
      "audience": ["language learners", "kids", "adults", "tutors"],
      "subjects": ["English", "Japanese", "Korean", "Spanish", "German", "100+ languages"],
      "tutoring_model": "One-on-one online language lessons with tutor browsing, messaging, scheduling, and customized lessons.",
      "pricing_model": "Pay-as-you-go lesson purchase model; no long-term contracts advertised on the homepage.",
      "tutor_profile": "Global language tutor marketplace with student feedback and flexible schedules.",
      "best_for": ["language learners who want pay-as-you-go lessons", "Asian language options", "flexible tutor comparison"],
      "caution_notes": "Lesson quality and price depend on tutor selection.",
      "source_urls": ["https://en.amazingtalker.com/", "https://play.google.com/store/apps/details?id=com.amazingtalker"]
    },
    {
      "slug": "verbling",
      "name": "Verbling",
      "website": "https://www.verbling.com/",
      "status": "active",
      "primary_category": "Language tutoring marketplace",
      "regions": ["Global"],
      "audience": ["language learners", "business teams", "tutors"],
      "subjects": ["languages", "business language training"],
      "tutoring_model": "Private language lessons with native or qualified teachers over live video chat.",
      "pricing_model": "Tutor-set rates; business language training also available.",
      "tutor_profile": "Teachers apply through Verbling and teach live online sessions.",
      "best_for": ["language tutoring", "business language training", "learners who prefer teacher profile comparison"],
      "caution_notes": "Best fit is language learning rather than general school tutoring.",
      "source_urls": ["https://www.verbling.com/", "https://www.verbling.com/teach"]
    },
    {
      "slug": "verbalplanet",
      "name": "Verbalplanet",
      "website": "https://www.verbalplanet.com/",
      "status": "active",
      "primary_category": "Language tutoring marketplace",
      "regions": ["Global"],
      "audience": ["language learners", "adults"],
      "subjects": ["foreign languages", "conversation", "accent", "fluency"],
      "tutoring_model": "Live online conversational language classes with professional language teachers through Zoom or Teams.",
      "pricing_model": "Teacher-set lesson pricing and trial options vary by teacher.",
      "tutor_profile": "Teacher marketplace focused on live language tuition.",
      "best_for": ["conversation confidence", "accent improvement", "learners who want professional language teachers"],
      "caution_notes": "It is language-specific and less suited to broad academic tutoring.",
      "source_urls": ["https://www.verbalplanet.com/"]
    },
    {
      "slug": "lingoda",
      "name": "Lingoda",
      "website": "https://www.lingoda.com/en/",
      "status": "active",
      "primary_category": "Online language school",
      "regions": ["Global"],
      "audience": ["language learners", "adults", "business learners"],
      "subjects": ["English", "Business English", "French", "German", "Italian", "Spanish"],
      "tutoring_model": "Live online classes with certified teachers, structured curriculum, and app-based practice.",
      "pricing_model": "Subscription and class-plan pricing; verify by language and country.",
      "tutor_profile": "Certified teachers lead private or small group language classes.",
      "best_for": ["structured language curriculum", "CEFR-style progression", "small group or private live language classes"],
      "caution_notes": "More structured school model than open tutor marketplace.",
      "source_urls": ["https://www.lingoda.com/en/", "https://play.google.com/store/apps/details?id=com.lingoda.application"]
    },
    {
      "slug": "native-camp",
      "name": "NativeCamp",
      "website": "https://nativecamp.net/",
      "status": "active",
      "primary_category": "English tutoring platform",
      "regions": ["Global", "Japan-focused"],
      "audience": ["English learners", "tutors"],
      "subjects": ["English", "conversation"],
      "tutoring_model": "Online English lessons with a platform/app model and flexible teacher availability.",
      "pricing_model": "Plan-based pricing; verify current country-specific pricing.",
      "tutor_profile": "Remote English teachers provide lessons through NativeCamp's platform.",
      "best_for": ["English speaking practice", "learners who want frequent short lessons", "teachers seeking flexible online English work"],
      "caution_notes": "Third-party sources describe it as Japan-focused; confirm current availability from the official site.",
      "source_urls": ["https://nativecamp.net/", "https://play.google.com/store/apps/details?id=com.nativecamp.nativecamp", "https://tefluk.com/tefl-jobs/teach-english-online-native-camp"]
    },
    {
      "slug": "classgap",
      "name": "Classgap",
      "website": "https://www.classgap.com/en",
      "status": "active",
      "primary_category": "Online private lesson marketplace",
      "regions": ["Global", "Europe"],
      "audience": ["students", "adults", "tutors"],
      "subjects": ["languages", "math", "programming", "science", "business", "100+ subjects"],
      "tutoring_model": "Live online private lessons through tutor profiles, scheduling, and a virtual classroom.",
      "pricing_model": "Tutors set rates; the platform handles online classes and secure payments.",
      "tutor_profile": "Tutors can set rates, subjects, and availability.",
      "best_for": ["online-only private lessons", "European and global learners", "language and academic subject tutoring"],
      "caution_notes": "Users should compare tutor profile depth and class tools before booking.",
      "source_urls": ["https://www.classgap.com/en", "https://www.classgap.com/en/become-an-online-tutor", "https://www.classgap.com/en/info/faq"]
    },
    {
      "slug": "skooli",
      "name": "Skooli",
      "website": "https://www.skooli.com/",
      "status": "active",
      "primary_category": "Academic online tutoring",
      "regions": ["North America", "Global online"],
      "audience": ["students", "parents", "schools", "tutors"],
      "subjects": ["math", "English", "science", "business", "school subjects"],
      "tutoring_model": "Instant and scheduled one-on-one online tutoring with an online classroom.",
      "pricing_model": "Direct tutoring and school/district programs; verify current plans.",
      "tutor_profile": "Positions itself around expert teachers and certified educators.",
      "best_for": ["instant academic help", "school subject tutoring", "district tutoring programs"],
      "caution_notes": "Availability and subject depth may vary by time and region.",
      "source_urls": ["https://www.skooli.com/", "https://www.teachaway.com/schools/skooli"]
    },
    {
      "slug": "pear-deck-tutor",
      "name": "Pear Deck Tutor",
      "website": "https://www.peardeck.com/products/pear-deck-tutor",
      "status": "active",
      "primary_category": "Institutional online tutoring",
      "regions": ["United States", "institutional access"],
      "audience": ["K-12", "higher education", "schools", "districts", "tutors"],
      "subjects": ["50+ subjects", "writing", "research help", "academic support"],
      "tutoring_model": "24/7 online tutoring, writing feedback, and research assistance; formerly TutorMe.",
      "pricing_model": "Institutional product; access often provided through schools or colleges.",
      "tutor_profile": "On-demand tutor dashboard and matching for selected subjects.",
      "best_for": ["schools and colleges", "24/7 office hours", "writing lab support"],
      "caution_notes": "Formerly TutorMe; public consumer access may differ from institutional access.",
      "source_urls": ["https://www.peardeck.com/products/pear-deck-tutor", "https://www.peardeck.com/solutions/tutors"]
    },
    {
      "slug": "learner",
      "name": "Learner",
      "website": "https://www.learner.com/",
      "status": "active",
      "primary_category": "Personalized academic tutoring",
      "regions": ["United States"],
      "audience": ["K-12 students", "adult learners", "parents"],
      "subjects": ["math", "ELA", "physics", "chemistry", "test prep", "Spanish"],
      "tutoring_model": "Personalized online tutoring with matched tutors and individualized learning plans.",
      "pricing_model": "Premium tutoring packages; verify current pricing during consultation.",
      "tutor_profile": "Curated tutor matching and subject-specialist tutors.",
      "best_for": ["math tutoring", "careful tutor matching", "students needing ongoing academic support"],
      "caution_notes": "Likely less self-serve than open marketplaces; expect consultation and package pricing.",
      "source_urls": ["https://www.learner.com/", "https://www.learner.com/about-us"]
    },
    {
      "slug": "outschool",
      "name": "Outschool",
      "website": "https://outschool.com/",
      "status": "active",
      "primary_category": "Kids classes and tutoring marketplace",
      "regions": ["Global"],
      "audience": ["kids", "teens", "parents", "teachers"],
      "subjects": ["140000+ classes", "academic enrichment", "hobbies", "life skills", "1-on-1 tutoring"],
      "tutoring_model": "Live and self-paced online classes for ages 3-18, plus one-on-one tutoring listings.",
      "pricing_model": "Class and tutor pricing varies by teacher and format.",
      "tutor_profile": "Teachers create classes and schedules; parents browse by age, subject, and format.",
      "best_for": ["kids enrichment", "homeschool supplements", "interest-based live classes"],
      "caution_notes": "It is class-first, so compare carefully when looking specifically for one-on-one tutoring.",
      "source_urls": ["https://outschool.com/", "https://outschool.com/online-classes/tutoring", "https://outschool.com/teach"]
    },
    {
      "slug": "mytutor",
      "name": "MyTutor",
      "website": "https://www.mytutor.co.uk/",
      "status": "active",
      "primary_category": "UK academic tutoring",
      "regions": ["United Kingdom"],
      "audience": ["school students", "parents", "schools", "university-age tutors"],
      "subjects": ["KS2", "GCSE", "A Level", "30+ subjects", "math", "English", "science"],
      "tutoring_model": "One-on-one online tutoring with interviewed tutors, commonly for UK curriculum support.",
      "pricing_model": "Tutor prices are visible in search and vary by level and experience.",
      "tutor_profile": "UK-focused tutor matching; many tutors are university students or graduates.",
      "best_for": ["UK GCSE and A Level support", "parents wanting curriculum alignment", "online school tutoring"],
      "caution_notes": "Most relevant for UK curriculum; not the best fit for US-specific test prep.",
      "source_urls": ["https://www.mytutor.co.uk/", "https://www.mytutor.co.uk/view-tutors"]
    },
    {
      "slug": "tutorful",
      "name": "Tutorful",
      "website": "https://tutorful.co.uk/",
      "status": "active",
      "primary_category": "UK tutoring marketplace",
      "regions": ["United Kingdom"],
      "audience": ["students", "parents", "adult learners", "tutors"],
      "subjects": ["academic subjects", "languages", "music", "adult learning", "exam prep"],
      "tutoring_model": "Online and in-person private tuition with verified, DBS-checked tutors.",
      "pricing_model": "Tutor-set hourly rates; site advertises online lessons from lower hourly starting points.",
      "tutor_profile": "Hand-picked, background-checked UK tutors with profiles and reviews.",
      "best_for": ["UK families comparing private tutors", "online or in-person lessons", "adult learning as well as school support"],
      "caution_notes": "Users should verify current tutor availability and guarantee terms.",
      "source_urls": ["https://tutorful.co.uk/", "https://tutorful.co.uk/search"]
    },
    {
      "slug": "spires",
      "name": "Spires",
      "website": "https://spires.co/",
      "status": "active",
      "primary_category": "Professional tutoring marketplace",
      "regions": ["United Kingdom", "Global online"],
      "audience": ["school students", "university students", "admissions applicants", "adult learners", "tutors"],
      "subjects": ["school subjects", "university subjects", "admissions", "test prep", "400+ subjects"],
      "tutoring_model": "Marketplace for professional tutors with online classes, recordings, and payments.",
      "pricing_model": "Tutor marketplace pricing; tutors bid or set prices depending on workflow.",
      "tutor_profile": "Professional tutor profiles with online classroom and lesson recording tools.",
      "best_for": ["advanced academic tutoring", "university-level subjects", "admissions tutoring"],
      "caution_notes": "May be more premium or specialist than broad low-cost marketplaces.",
      "source_urls": ["https://spires.co/", "https://spires.co/online-us-college-admissions-tutors"]
    },
    {
      "slug": "gostudent",
      "name": "GoStudent",
      "website": "https://www.gostudent.org/",
      "status": "active",
      "primary_category": "School tutoring platform",
      "regions": ["Europe", "Global online"],
      "audience": ["K-12 students", "parents", "tutors"],
      "subjects": ["30+ school subjects", "math", "English", "science", "languages", "exam prep"],
      "tutoring_model": "Matched one-on-one online tutoring with personalized learning plans and online tools.",
      "pricing_model": "Subscription or package-style tutoring; pricing varies by country and plan.",
      "tutor_profile": "Carefully selected tutors matched to a child's needs and goals.",
      "best_for": ["parents seeking structured ongoing tutoring", "European school support", "online school subject tutoring"],
      "caution_notes": "Review subscription commitments, trial terms, and country-specific pricing before purchase.",
      "source_urls": ["https://www.gostudent.org/en-gb/", "https://www.gostudent.org/en-gb/become-a-tutor/"]
    },
    {
      "slug": "tutorocean",
      "name": "TutorOcean",
      "website": "https://www.tutorocean.com/",
      "status": "active",
      "primary_category": "Global tutoring marketplace",
      "regions": ["Global"],
      "audience": ["students", "college students", "adult learners", "tutors", "institutions"],
      "subjects": ["math", "languages", "university prep", "music", "academic subjects"],
      "tutoring_model": "Students search tutors by subject, language, price, and availability, then book online sessions.",
      "pricing_model": "Tutor-set rates with marketplace booking and payment tools.",
      "tutor_profile": "Global tutor marketplace plus institutional tutoring platform products.",
      "best_for": ["global tutor discovery", "college and academic subject help", "institutions needing online tutoring infrastructure"],
      "caution_notes": "Marketplace depth may vary by subject and geography.",
      "source_urls": ["https://www.tutorocean.com/", "https://corp.tutorocean.com/global-tutoring-marketplace/"]
    },
    {
      "slug": "lessonface",
      "name": "Lessonface",
      "website": "https://www.lessonface.com/home",
      "status": "active",
      "primary_category": "Music, arts, and language lessons",
      "regions": ["Global"],
      "audience": ["music students", "creative learners", "kids", "adults", "teachers"],
      "subjects": ["music", "instruments", "voice", "language", "arts", "crafts", "300+ subjects"],
      "tutoring_model": "Live online private lessons, group classes, self-paced courses, and masterclasses.",
      "pricing_model": "Teacher and class pricing vary; some teachers offer trials.",
      "tutor_profile": "Qualified teachers with profiles, reviews, and flexible booking options.",
      "best_for": ["online music lessons", "arts and craft instruction", "creative skill tutoring"],
      "caution_notes": "Academic tutoring coverage is narrower than music and creative lessons.",
      "source_urls": ["https://www.lessonface.com/home", "https://www.lessonface.com/how-it-works", "https://www.lessonface.com/about"]
    },
    {
      "slug": "brainfuse",
      "name": "Brainfuse",
      "website": "https://home.brainfuse.com/",
      "status": "active",
      "primary_category": "Institutional tutoring and academic support",
      "regions": ["United States", "institutional access"],
      "audience": ["K-12 schools", "libraries", "higher education", "adult learners", "institutions"],
      "subjects": ["core subjects", "writing", "test prep", "language lab", "career support", "nursing support"],
      "tutoring_model": "Live on-demand tutoring, writing feedback, skills building, and institutional academic support programs.",
      "pricing_model": "Institutional subscriptions through schools, libraries, and colleges.",
      "tutor_profile": "Subject-expert tutors delivered through HelpNow and related Brainfuse products.",
      "best_for": ["library-based free tutoring access", "school and college programs", "24/7 academic support"],
      "caution_notes": "Public access usually depends on a participating institution such as a library or school.",
      "source_urls": ["https://home.brainfuse.com/", "https://www.brainfuse.com/highed/helpNow.asp?a_id=B8C2BC44&r=&ss=", "https://home.brainfuse.com/libraries/helpnow/"]
    },
    {
      "slug": "paper",
      "name": "Paper",
      "website": "https://paper.co/",
      "status": "active",
      "primary_category": "K-12 institutional tutoring",
      "regions": ["United States", "Canada"],
      "audience": ["K-12 districts", "schools", "students"],
      "subjects": ["math", "English", "writing", "classroom-aligned curriculum", "K-12 subjects"],
      "tutoring_model": "High-impact tutoring and 24/7 academic support delivered through school and district contracts.",
      "pricing_model": "Institutional contracts; students usually access through their school.",
      "tutor_profile": "Education support and tutors aligned to school/district learning programs.",
      "best_for": ["school districts", "unlimited student support programs", "classroom-aligned K-12 tutoring"],
      "caution_notes": "Not typically a direct parent marketplace.",
      "source_urls": ["https://paper.co/", "https://www.union.k12.ms.us/paper"]
    },
    {
      "slug": "schoolhouse",
      "name": "Schoolhouse.world",
      "website": "https://schoolhouse.world/",
      "status": "active",
      "primary_category": "Free peer tutoring nonprofit",
      "regions": ["Global"],
      "audience": ["students", "peer tutors", "educators", "parents"],
      "subjects": ["SAT prep", "math", "homework help", "college admissions mentorship"],
      "tutoring_model": "Free peer-led tutoring sessions and bootcamps, founded by Sal Khan.",
      "pricing_model": "Free nonprofit model.",
      "tutor_profile": "Peer tutors volunteer, including certified SAT bootcamp tutors for SAT support.",
      "best_for": ["free SAT tutoring", "peer-led academic support", "students who cannot afford private tutoring"],
      "caution_notes": "Peer-led support may not replace professional private tutoring for every need.",
      "source_urls": ["https://schoolhouse.world/", "https://schoolhouse.world/educators", "https://schoolhouse.world/sat-bootcamp"]
    },
    {
      "slug": "revolution-prep",
      "name": "Revolution Prep",
      "website": "https://www.revolutionprep.com/",
      "status": "active",
      "primary_category": "Academic tutoring and test prep",
      "regions": ["United States"],
      "audience": ["K-12 students", "parents", "schools"],
      "subjects": ["100+ subjects", "test prep", "academic tutoring", "AP", "IB", "executive function coaching"],
      "tutoring_model": "Private tutoring, small group tutoring, and test prep with professional online tutors.",
      "pricing_model": "Program/package pricing; official program pages list packages and starting program prices.",
      "tutor_profile": "Professional tutor model rather than a fully open marketplace.",
      "best_for": ["test prep", "families seeking structured professional tutoring", "academic coaching"],
      "caution_notes": "Can be more expensive than marketplaces; review package commitments.",
      "source_urls": ["https://www.revolutionprep.com/", "https://www.revolutionprep.com/programs/"]
    },
    {
      "slug": "etutorworld",
      "name": "eTutorWorld",
      "website": "https://www.etutorworld.com/",
      "status": "active",
      "primary_category": "K-12 tutoring and test prep",
      "regions": ["United States", "Global online"],
      "audience": ["K-12 students", "parents"],
      "subjects": ["math", "science", "English", "Spanish", "STEM", "SAT", "ACT", "SSAT", "ISEE"],
      "tutoring_model": "Live one-on-one online tutoring and test prep for K-12 students.",
      "pricing_model": "Session bundles and packages; pricing is listed on subject/grade pages.",
      "tutor_profile": "Subject tutors for K-12, STEM, and test prep.",
      "best_for": ["K-12 math and science", "test prep bundles", "families wanting live scheduled tutoring"],
      "caution_notes": "Package terms and refund/validity rules should be checked before purchase.",
      "source_urls": ["https://www.etutorworld.com/", "https://www.etutorworld.com/ai-info.html", "https://www.etutorworld.com/online-math-tutoring/3rd-grade-math-tutoring.html"]
    },
    {
      "slug": "24houranswers",
      "name": "24HourAnswers",
      "website": "https://www.24houranswers.com/",
      "status": "active",
      "primary_category": "College homework help and tutoring",
      "regions": ["Global online"],
      "audience": ["college students", "graduate students", "adult learners"],
      "subjects": ["math", "programming", "physics", "chemistry", "computer science", "statistics", "economics"],
      "tutoring_model": "Homework help and live online tutoring with professional tutors and a whiteboard platform.",
      "pricing_model": "Quoted or subject/session-based pricing; verify for each request.",
      "tutor_profile": "Professional tutors, often positioned for college-level help.",
      "best_for": ["college homework support", "STEM and programming questions", "live or written help"],
      "caution_notes": "Students should use it ethically and follow their institution's academic integrity rules.",
      "source_urls": ["https://www.24houranswers.com/", "https://www.24houranswers.com/about-us", "https://www.24houranswers.com/blog/42/Online-Tutoring-Platform-Upgrades"]
    },
    {
      "slug": "studypool",
      "name": "Studypool",
      "website": "https://www.studypool.com/",
      "status": "active",
      "primary_category": "Homework help marketplace",
      "regions": ["Global"],
      "audience": ["students", "college students", "tutors"],
      "subjects": ["math", "science", "writing", "business", "humanities", "homework questions"],
      "tutoring_model": "Students post questions and connect with verified tutors; also offers document and study material access.",
      "pricing_model": "Question/project marketplace pricing and subscriptions for study documents; verify current options.",
      "tutor_profile": "Vetted tutors answer questions and provide explanations.",
      "best_for": ["on-demand homework questions", "college study help", "students comparing answer bids"],
      "caution_notes": "Academic integrity risk is higher for answer-style services; use for learning explanations, not submitting work as your own.",
      "source_urls": ["https://www.studypool.com/", "https://www.studypool.com/askingQuestions", "https://www.studypool.com/online-tutor-job"]
    },
    {
      "slug": "wiingy",
      "name": "Wiingy",
      "website": "https://wiingy.com/",
      "status": "active",
      "primary_category": "Tutor marketplace",
      "regions": ["Global"],
      "audience": ["students", "parents", "adult learners", "tutors"],
      "subjects": ["math", "science", "languages", "music", "coding", "test prep", "350+ subjects"],
      "tutoring_model": "Marketplace connecting students with vetted one-on-one tutors across many subjects.",
      "pricing_model": "Tutor marketplace pricing; app listings mention first-lesson promotions that can change.",
      "tutor_profile": "Global tutor network with subject profiles and tutor-side app tools.",
      "best_for": ["multi-subject one-on-one tutoring", "students comparing many subject tutors", "music and language plus academic support"],
      "caution_notes": "Newer marketplace; verify tutor fit, trial terms, and support policies.",
      "source_urls": ["https://wiingy.com/", "https://tutors.wiingy.com/", "https://play.google.com/store/apps/details?id=com.arpitrw.wiingytutorapp"]
    },
    {
      "slug": "filo",
      "name": "Filo",
      "website": "https://askfilo.com/",
      "status": "active",
      "primary_category": "Instant tutoring platform",
      "regions": ["Global", "India-focused"],
      "audience": ["K-12 students", "college students", "exam aspirants", "tutors"],
      "subjects": ["K-12", "college subjects", "exam prep", "math", "science", "government exam prep"],
      "tutoring_model": "Instant one-on-one tutoring that connects students to expert tutors quickly for live video sessions.",
      "pricing_model": "Plan or app-based pricing varies by market.",
      "tutor_profile": "Large tutor community for instant academic help.",
      "best_for": ["quick doubt solving", "exam prep support", "students who want fast live help"],
      "caution_notes": "Instant tutoring quality depends on the matched tutor and student question clarity.",
      "source_urls": ["https://askfilo.com/", "https://askfilo.com/become-a-filo-tutor-app"]
    },
    {
      "slug": "mathnasium",
      "name": "Mathnasium",
      "website": "https://www.mathnasium.com/",
      "status": "active",
      "primary_category": "Math tutoring center and online tutoring",
      "regions": ["United States", "International centers"],
      "audience": ["K-12 students", "parents"],
      "subjects": ["math", "elementary math", "middle school math", "high school math", "test prep math"],
      "tutoring_model": "In-center and live online math instruction using the Mathnasium Method.",
      "pricing_model": "Center/program-based pricing; consult local center or online enrollment.",
      "tutor_profile": "Specially trained math instructors rather than an open marketplace.",
      "best_for": ["math-only support", "structured learning plans", "students who need consistent math practice"],
      "caution_notes": "Not a broad subject tutoring marketplace; pricing and availability vary by center.",
      "source_urls": ["https://www.mathnasium.com/", "https://www.mathnasium.com/online-tutoring"]
    },
    {
      "slug": "sylvan-learning",
      "name": "Sylvan Learning",
      "website": "https://www.sylvanlearning.com/",
      "status": "active",
      "primary_category": "Tutoring center and online tutoring",
      "regions": ["United States", "Canada"],
      "audience": ["K-12 students", "parents"],
      "subjects": ["reading", "math", "writing", "study skills", "test prep", "online tutoring"],
      "tutoring_model": "Personalized tutoring through learning centers and live online tutoring.",
      "pricing_model": "Center and program-specific pricing; verify with Sylvan or local center.",
      "tutor_profile": "Sylvan educators and Sylvan-certified marketplace tutors through related services.",
      "best_for": ["K-12 academic support", "families wanting a known tutoring-center brand", "online plus local options"],
      "caution_notes": "Availability and exact online format can vary by region and program.",
      "source_urls": ["https://www.sylvanlearning.com/", "https://www.sylvanlearning.com/tutoring/online-tutoring/", "https://www.mysylvanmarketplaceplus.com/"]
    },
    {
      "slug": "club-z",
      "name": "Club Z! Tutoring",
      "website": "https://clubztutoring.com/",
      "status": "active",
      "primary_category": "In-home and online tutoring",
      "regions": ["United States"],
      "audience": ["K-12 students", "college students", "parents"],
      "subjects": ["math", "science", "test prep", "foreign languages", "reading", "writing", "music"],
      "tutoring_model": "One-on-one in-home and online tutoring across many subjects and grade levels.",
      "pricing_model": "Local program pricing; contact Club Z or local branch.",
      "tutor_profile": "Vetted private tutors matched for academic and enrichment needs.",
      "best_for": ["families wanting online or local tutoring", "broad K-12 and college subject support", "one-on-one tutoring"],
      "caution_notes": "Service quality and availability can vary by location.",
      "source_urls": ["https://clubztutoring.com/", "https://clubztutoring.com/become-a-tutor/"]
    },
    {
      "slug": "apprentus",
      "name": "Apprentus",
      "website": "https://www.apprentus.com/en-us/",
      "status": "active",
      "primary_category": "Private lesson marketplace",
      "regions": ["Global", "Europe", "United States"],
      "audience": ["students", "adults", "tutors"],
      "subjects": ["math", "language", "music", "yoga", "academic tutoring", "arts"],
      "tutoring_model": "Searchable and bookable private lessons online or locally across many subjects.",
      "pricing_model": "Tutor-set pricing; platform handles lesson discovery and booking.",
      "tutor_profile": "Teachers list subjects, location, online availability, and lesson details.",
      "best_for": ["private lessons beyond academics", "language and music lessons", "global tutor search"],
      "caution_notes": "Availability varies strongly by city, country, and subject.",
      "source_urls": ["https://www.apprentus.com/en-us/", "https://www.apprentus.com/en-us/how-to-become-a-tutor-teacher"]
    },
    {
      "slug": "care-com-tutoring",
      "name": "Care.com Tutoring",
      "website": "https://www.care.com/c/tutoring-online/",
      "status": "active",
      "primary_category": "Care marketplace with tutor listings",
      "regions": ["United States"],
      "audience": ["families", "parents", "tutors"],
      "subjects": ["school subjects", "grade-level tutoring", "online tutoring"],
      "tutoring_model": "Families search for online or local tutors on the broader Care.com marketplace.",
      "pricing_model": "Tutor-set rates and Care.com membership/job rules may apply.",
      "tutor_profile": "User-created tutor profiles and job applications; Care.com says it does not employ caregivers.",
      "best_for": ["families already using Care.com", "local tutor discovery", "caregiver-style screening workflows"],
      "caution_notes": "Users must do their own diligence; Care.com states it is not responsible for user conduct.",
      "source_urls": ["https://www.care.com/c/tutoring-online/", "https://www.care.com/", "https://www.care.com/online-tutoring-jobs"]
    },
    {
      "slug": "thumbtack-tutors",
      "name": "Thumbtack Tutors",
      "website": "https://www.thumbtack.com/k/tutors/near-me",
      "status": "active",
      "primary_category": "Local services marketplace",
      "regions": ["United States"],
      "audience": ["students", "parents", "local tutors"],
      "subjects": ["math", "reading", "test prep", "private tutoring", "local subjects"],
      "tutoring_model": "Local services marketplace for finding private tutors near a location; some tutors may offer online sessions.",
      "pricing_model": "Professional-set rates and lead-based marketplace dynamics.",
      "tutor_profile": "Service professionals list tutoring services with ratings and local availability.",
      "best_for": ["local tutor search", "comparing private tutors near me", "families wanting quotes"],
      "caution_notes": "Not a dedicated online tutoring platform; online availability depends on individual tutors.",
      "source_urls": ["https://www.thumbtack.com/k/tutors/near-me"]
    },
    {
      "slug": "university-tutor",
      "name": "UniversityTutor",
      "website": "https://www.universitytutor.com/",
      "status": "active",
      "primary_category": "Tutor directory",
      "regions": ["Global"],
      "audience": ["students", "college students", "adult learners", "tutors"],
      "subjects": ["local tutoring", "online tutoring", "college subjects", "school subjects"],
      "tutoring_model": "Directory for local and online tutors with free tutor contact from listings.",
      "pricing_model": "Tutor-set rates; directory-style contact model.",
      "tutor_profile": "Large global directory of independent tutors searchable by subject, location, and online/in-person format.",
      "best_for": ["free tutor contact", "college subject tutor search", "global tutor directory discovery"],
      "caution_notes": "Directory quality varies; users should independently verify tutor credentials and payment terms.",
      "source_urls": ["https://www.universitytutor.com/"]
    },
    {
      "slug": "tutors-com",
      "name": "Tutors.com",
      "website": "https://tutors.com/",
      "status": "active",
      "primary_category": "Tutor marketplace and management software",
      "regions": ["United States"],
      "audience": ["students", "parents", "tutors", "tutoring centers"],
      "subjects": ["math", "English", "Spanish", "science", "coding", "many local tutoring subjects"],
      "tutoring_model": "Online and local tutor discovery with on-demand tutoring messaging and tutor business tools.",
      "pricing_model": "Tutor and service pricing varies; business tools have separate platform rules.",
      "tutor_profile": "Tutors and tutoring centers can use the platform to get requests and manage scheduling.",
      "best_for": ["finding tutors near me", "online tutor search", "tutoring businesses needing management tools"],
      "caution_notes": "Verify whether a specific listing is live online, local, or both.",
      "source_urls": ["https://tutors.com/", "https://tutors.com/pro/how-to-become-a-tutor", "https://tutors.com/for-business"]
    },
    {
      "slug": "tutor-hunt",
      "name": "Tutor Hunt",
      "website": "https://www.tutorhunt.com/",
      "status": "active",
      "primary_category": "UK tutor marketplace",
      "regions": ["United Kingdom"],
      "audience": ["students", "parents", "tutors"],
      "subjects": ["300+ subjects", "academic tutoring", "exam prep", "online lessons"],
      "tutoring_model": "Search and compare online or local tutors by subject, level, qualifications, feedback, and experience.",
      "pricing_model": "Tutor-set rates and platform contact/booking rules.",
      "tutor_profile": "Tutor profiles with qualifications, feedback, and online lesson options.",
      "best_for": ["UK tutor search", "online or in-person private lessons", "subject and level filtering"],
      "caution_notes": "Review platform contact fees, tutor identity checks, and booking terms.",
      "source_urls": ["https://www.tutorhunt.com/", "https://www.tutorhunt.com/blog/post/becoming-an-online-tutor/"]
    },
    {
      "slug": "findtutors",
      "name": "FindTutors",
      "website": "https://www.findtutors.co.uk/",
      "status": "active",
      "primary_category": "UK and Europe tutor marketplace",
      "regions": ["United Kingdom", "Europe"],
      "audience": ["students", "parents", "adult learners", "tutors"],
      "subjects": ["school support", "languages", "sciences", "arts", "technology", "350+ subjects"],
      "tutoring_model": "Marketplace to find, contact, and advertise private tutors online or locally.",
      "pricing_model": "Tutor-set prices and ad/contact model; verify current platform rules.",
      "tutor_profile": "Large tutor advert marketplace with private teacher listings.",
      "best_for": ["UK private tutor discovery", "lower-cost broad tutor browsing", "tutor advertising"],
      "caution_notes": "Listing quality can vary; confirm tutor credentials and lesson format.",
      "source_urls": ["https://www.findtutors.co.uk/", "https://www.findtutors.co.uk/become-a-tutor"]
    },
    {
      "slug": "k12-tutoring",
      "name": "K12 Tutoring",
      "website": "https://tutoring.k12.com/",
      "status": "active",
      "primary_category": "K-12 live online tutoring",
      "regions": ["United States"],
      "audience": ["K-12 students", "parents", "certified teachers"],
      "subjects": ["110+ subjects", "math", "English", "science", "social studies", "world languages"],
      "tutoring_model": "Live one-on-one online tutoring with licensed, vetted, state-certified teachers.",
      "pricing_model": "Direct booking and session packages; verify on K12 tutoring pages.",
      "tutor_profile": "State-certified teachers matched by subject, grade level, and student needs.",
      "best_for": ["families wanting certified K-12 teachers", "broad school subject support", "one-on-one online tutoring"],
      "caution_notes": "K12-branded offerings and Stride/K12 school programs may differ by region.",
      "source_urls": ["https://tutoring.k12.com/", "https://www.k12.com/live-online-tutoring/", "https://www.k12.com/live-online-tutoring/become-an-online-tutor/"]
    },
    {
      "slug": "codewizardshq",
      "name": "CodeWizardsHQ",
      "website": "https://www.codewizardshq.com/",
      "status": "active",
      "primary_category": "Kids coding classes",
      "regions": ["United States", "Global online"],
      "audience": ["kids", "teens", "parents"],
      "subjects": ["coding", "Python", "Java", "HTML/CSS", "JavaScript", "computer science"],
      "tutoring_model": "Live instructor-led online coding classes with structured curriculum for ages 8-18.",
      "pricing_model": "Course/program pricing by coding track; verify current enrollment pricing.",
      "tutor_profile": "Instructor-led classes rather than an open tutor marketplace.",
      "best_for": ["kids learning to code", "structured coding curriculum", "project-based live classes"],
      "caution_notes": "Class model may not suit students who need ad hoc one-on-one homework help.",
      "source_urls": ["https://www.codewizardshq.com/", "https://www.codewizardshq.com/coding-programs-for-kids/"]
    },
    {
      "slug": "heytutor",
      "name": "HeyTutor",
      "website": "https://heytutor.com/",
      "status": "active",
      "primary_category": "School district tutoring provider",
      "regions": ["United States"],
      "audience": ["K-12 school districts", "students", "tutors"],
      "subjects": ["math", "ELA", "high-dosage tutoring", "K-12 academic support"],
      "tutoring_model": "Trackable, customizable in-person and online high-dosage tutoring solutions for school districts.",
      "pricing_model": "District and institutional contracts.",
      "tutor_profile": "Workforce of tutors and paraprofessionals for district programs.",
      "best_for": ["school districts", "high-dosage tutoring implementation", "K-12 intervention programs"],
      "caution_notes": "Current public positioning is district-focused rather than parent self-serve marketplace.",
      "source_urls": ["https://heytutor.com/", "https://heytutor.com/about-us/", "https://support.heytutor.com/hc/en-us"]
    },
    {
      "slug": "yup",
      "name": "Yup",
      "website": "https://www.yup.com/",
      "status": "active/unclear public consumer availability",
      "primary_category": "Math tutoring app",
      "regions": ["United States"],
      "audience": ["students", "schools", "math learners"],
      "subjects": ["math", "grades 3-12", "homework help"],
      "tutoring_model": "On-demand math help through app/web messaging and whiteboard collaboration.",
      "pricing_model": "Historically subscription/app model; verify current availability and pricing.",
      "tutor_profile": "Expert math tutors provide step-by-step guidance.",
      "best_for": ["on-demand math help", "mobile homework support", "schools looking at app-based tutoring"],
      "caution_notes": "Official public site availability should be checked before ranking as a primary consumer option.",
      "source_urls": ["https://www.clever.com/app-gallery/yup", "https://www.linkedin.com/company/yup-math-tutoring"]
    },
    {
      "slug": "chegg-study",
      "name": "Chegg Study",
      "website": "https://www.chegg.com/",
      "status": "active study-help product; Chegg Tutors is closed",
      "primary_category": "Study help and expert Q&A",
      "regions": ["United States", "Global online"],
      "audience": ["college students", "high school students"],
      "subjects": ["homework help", "math", "physics", "geometry", "course solutions", "expert Q&A"],
      "tutoring_model": "Study support tools, step-by-step solutions, and expert Q&A rather than a live tutor marketplace.",
      "pricing_model": "Subscription-style study products; verify current plans.",
      "tutor_profile": "Chegg Tutors, the prior live online tutoring service, was discontinued in 2021; current Chegg is not the same marketplace.",
      "best_for": ["study solutions", "homework explanation support", "students comparing Chegg alternatives"],
      "caution_notes": "Do not list Chegg Tutors as active. Also monitor Chegg Q&A/product changes and academic integrity concerns.",
      "source_urls": ["https://www.chegg.com/", "https://www.chegg.com/study", "https://en.wikipedia.org/wiki/Chegg_Tutors", "https://qnasupport.cheggindia.com/portal/en/kb/articles/frequently-asked-questions"]
    },
    {
      "slug": "acely",
      "name": "Acely",
      "website": "https://acely.com/",
      "status": "active",
      "primary_category": "AI-assisted test prep",
      "regions": ["United States", "Global online"],
      "audience": ["high school students", "SAT students", "ACT students"],
      "subjects": ["SAT", "ACT", "college readiness", "AI tutor"],
      "tutoring_model": "AI-powered SAT and ACT study plans, practice questions, score prediction, and explanations; from Juni Learning.",
      "pricing_model": "Free trial and paid test-prep plans; verify current pricing.",
      "tutor_profile": "Not a traditional human tutor marketplace; positioned as AI tutoring/test prep.",
      "best_for": ["SAT and ACT preparation", "students wanting AI-guided practice", "college readiness"],
      "caution_notes": "Include separately from live tutoring marketplaces; it is more test-prep software than human tutoring.",
      "source_urls": ["https://acely.com/sat-prep", "https://acely.com/reviews", "https://www.prweb.com/releases/acely-named-overall-college-prep-company-of-the-year-in-2025-edtech-breakthrough-awards-program-302476697.html"]
    },
    {
      "slug": "juni-learning",
      "name": "Juni Learning",
      "website": "https://junilearning.com/",
      "status": "legacy/redirected toward Acely",
      "primary_category": "Kids coding and STEAM tutoring",
      "regions": ["United States", "Global online"],
      "audience": ["kids", "teens", "parents"],
      "subjects": ["coding", "STEAM", "math", "English"],
      "tutoring_model": "Historically live one-on-one online coding and STEAM instruction for kids and teens.",
      "pricing_model": "Legacy offering; verify current status through Juni/Acely before recommending.",
      "tutor_profile": "Juni was known for private online instruction with instructors for kids.",
      "best_for": ["historical comparison", "coding tutoring alternatives", "redirecting users to current Acely/Juni offerings"],
      "caution_notes": "The legacy Juni URL redirects to Acely in current checks; treat as legacy unless current Juni pages reappear.",
      "source_urls": ["https://junilearning.com/", "https://acely.com/", "https://www.trustpilot.com/review/junilearning.com"]
    },
    {
      "slug": "livexp",
      "name": "LiveXP",
      "website": "https://livexp.com/",
      "status": "closed",
      "primary_category": "Language tutoring marketplace",
      "regions": ["Global"],
      "audience": ["language learners", "language tutors"],
      "subjects": ["languages"],
      "tutoring_model": "Former online language learning platform.",
      "pricing_model": "Not applicable; closed.",
      "tutor_profile": "No longer active according to its homepage closure notice.",
      "best_for": ["legacy reference", "alternatives content"],
      "caution_notes": "LiveXP states it ceased activity as of 2025-03-25; do not recommend it as an active option.",
      "source_urls": ["https://livexp.com/"]
    },
    {
      "slug": "takelessons",
      "name": "TakeLessons",
      "website": "https://learn.microsoft.com/en-us/takelessons/takelessons-closure-faq",
      "status": "closed",
      "primary_category": "Private lesson marketplace",
      "regions": ["United States"],
      "audience": ["music students", "language learners", "teachers"],
      "subjects": ["music", "languages", "academic subjects", "hobbies"],
      "tutoring_model": "Former marketplace for online and in-person lessons, acquired by Microsoft.",
      "pricing_model": "Not applicable; closed.",
      "tutor_profile": "No longer accessible after closure.",
      "best_for": ["legacy reference", "alternatives content for former TakeLessons users"],
      "caution_notes": "Microsoft's closure FAQ says TakeLessons account information is no longer accessible directly as of 2024-11-15.",
      "source_urls": ["https://learn.microsoft.com/en-us/takelessons/takelessons-closure-faq"]
    }
  ]
}