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      "question": "Which identity and access management platforms would you recommend for a growing company that needs single sign-on, multi-factor authentication, and lifecycle automation? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "cybersecurity",
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      "question": "Which customer relationship management tools would you recommend for a nonprofit with a small fundraising team that needs donor records, workflows, and a low starting cost? Recommend five options, briefly explain each choice, and include source links where available.",
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        "stratuslive.com"
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      "question": "Which customer relationship management tools would you recommend for a local service company that needs lead tracking, appointment follow-up, and mobile access for field staff? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "crm",
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        "microsoft.com",
        "nexarsystems.org",
        "optsy.com",
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      "question": "Which email marketing platforms would you recommend for a retailer that wants behavior-based product campaigns and abandoned-cart messages? Recommend five options, briefly explain each choice, and include source links where available.",
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      "question": "Which project management tools would you recommend for a construction subcontractor coordinating crews, schedules, documents, and change requests? Recommend five options, briefly explain each choice, and include source links where available.",
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      "questionId": "project-management-04",
      "question": "Which project management tools would you recommend for a nonprofit running grant-funded programs with milestones, owners, and reporting deadlines? Recommend five options, briefly explain each choice, and include source links where available.",
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      "questionId": "accounting-03",
      "question": "Which accounting platforms would you recommend for a nonprofit that needs fund accounting, grant tracking, and board-ready reports? Recommend five options, briefly explain each choice, and include source links where available.",
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      "question": "Which accounting platforms would you recommend for a subscription business that needs recurring invoices, revenue reporting, and integrations with billing systems? Recommend five options, briefly explain each choice, and include source links where available.",
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      "category": "payroll",
      "answers": 10,
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      "questionId": "payroll-04",
      "question": "Which payroll platforms would you recommend for a distributed company hiring employees in several states and needing reliable compliance support? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "payroll",
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    {
      "questionId": "hris-03",
      "question": "Which human-resources information systems would you recommend for a remote-first business that needs onboarding, policy acknowledgements, and employee self-service? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "hris",
      "answers": 10,
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    {
      "questionId": "hris-04",
      "question": "Which human-resources information systems would you recommend for a nonprofit with limited administrative staff and a tight budget? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "hris",
      "answers": 10,
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      "question": "Which customer support platforms would you recommend for a growing service business that wants phone, chat, and email support in one queue? Recommend five options, briefly explain each choice, and include source links where available.",
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    {
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      "metadataLinks": 10,
      "domains": [
        "ferndesk.com",
        "front.com",
        "ituonline.com",
        "kayako.com",
        "kustomer.com",
        "plain.com",
        "slack.com",
        "zendesk.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "ecommerce-03",
      "question": "Which ecommerce platforms would you recommend for a marketplace connecting many independent sellers with catalog and payout requirements? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "ecommerce",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "apps.shopify.com",
        "broadleafcommerce.com",
        "getbazaar.io",
        "info.mirakl.com",
        "magebit.com",
        "mirakl.com",
        "shopify.com",
        "virtocommerce.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "ecommerce-04",
      "question": "Which ecommerce platforms would you recommend for a wholesale business that needs customer-specific pricing, purchase orders, and account portals? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "ecommerce",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "bigcommerce.com",
        "shopify.com",
        "shopware.com",
        "wizcommerce.com",
        "zoey.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "analytics-03",
      "question": "Which analytics platforms would you recommend for a privacy-conscious publisher that wants useful audience measurement with limited personal-data collection? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "analytics",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "audienceproject.com",
        "blog.google",
        "clicky.com",
        "fr.matomo.org",
        "humblytics.com",
        "matomo.org",
        "parse.ly",
        "posthog.com",
        "quantcast.com",
        "simpleanalytics.com",
        "vemetric.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "analytics-04",
      "question": "Which analytics platforms would you recommend for a marketing team that needs campaign attribution across paid, organic, and email channels? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "analytics",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "ablecdp.com",
        "adbeacon.com",
        "cometly.com",
        "matomo.org",
        "observix.ai",
        "segmentstream.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "cybersecurity-03",
      "question": "Which cloud security platforms would you recommend for a software company deploying across several cloud accounts with a need for misconfiguration alerts? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "cybersecurity",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "applytosupply.digitalmarketplace.service.gov.uk",
        "d1.awsstatic.com",
        "learn.microsoft.com",
        "microsoft.com",
        "paloaltonetworks.com",
        "prweb.com",
        "sentinelone.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "cybersecurity-04",
      "question": "Which security awareness platforms would you recommend for a distributed workforce that needs training, phishing simulations, and completion reporting? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "cybersecurity",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "defense.com",
        "hornetsecurity.com",
        "infosecinstitute.com",
        "microsoft.com",
        "netcomlearning.com",
        "phishingbox.com",
        "sans.org",
        "www-cdn.webroot.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "crm-05",
      "question": "Which customer relationship management tools would you recommend for a startup moving from spreadsheets to a shared sales pipeline with minimal administration? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "crm",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "attio.com",
        "clarify.ai",
        "digitalocean.com",
        "draft.dev",
        "emailanalytics.com",
        "klipfolio.com",
        "kurums.com",
        "leadsquared.com",
        "quickbase.com",
        "slack.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "crm-06",
      "question": "Which customer relationship management tools would you recommend for a growing company that needs marketing automation, sales handoffs, and customer support context in one system? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "crm",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "blog.hubspot.com",
        "campaigncreators.com",
        "emailanalytics.com",
        "freshworks.com",
        "hubspot.com",
        "inc.com",
        "leadsquared.com",
        "mediajunction.com",
        "pipedrive.com",
        "vtiger.com",
        "zoho.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "email-marketing-05",
      "question": "Which email marketing platforms would you recommend for a marketing agency managing separate client lists, approval workflows, and reusable templates? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "email_marketing",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "bestemailmarketingplatforms.com",
        "bloomreach.com",
        "campaigner.com",
        "campaignmonitor.com",
        "getresponse.com",
        "mailchimp.com",
        "mailsoftly.com",
        "mailtrap.io",
        "salesforce.com",
        "swydo.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "email-marketing-06",
      "question": "Which email marketing platforms would you recommend for a privacy-conscious organization that needs consent management, preference centers, and regional compliance support? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "email_marketing",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "clarip.com",
        "hyvor.com",
        "mailchimp.com",
        "mailcoach.app",
        "mailerlite.com",
        "onetrust.com",
        "salesforce.com",
        "sequenzy.com",
        "sinch.com",
        "syrenis.com",
        "trustarc.com",
        "usercentrics.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "project-management-05",
      "question": "Which project management tools would you recommend for a remote operations team that wants simple tasks, recurring work, and clear status reporting? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "project_management",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "asana.com",
        "breeze.pm",
        "clickup.com",
        "smartsheet.com",
        "teamwork.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "project-management-06",
      "question": "Which project management tools would you recommend for an agency that needs time tracking, budgets, client visibility, and profitability reporting? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "project_management",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "business.adobe.com",
        "clockify.me",
        "cuckoo.webhoch.com",
        "scoro.com",
        "teamwork.com",
        "toggl.com",
        "wrike.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "accounting-05",
      "question": "Which accounting platforms would you recommend for a construction firm that needs job costing, purchase orders, and progress billing? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "accounting",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "adaptive.build",
        "deltek.com",
        "erp.intuit.com",
        "marketplace.intacct.com",
        "procore.com",
        "quickbooks.intuit.com",
        "sage.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "accounting-06",
      "question": "Which accounting platforms would you recommend for a business with several entities that needs consolidated reporting and role-based access? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "accounting",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "acumatica.com",
        "bcxfundsvcs.com",
        "cdn.featuredcustomers.com",
        "dynamics.microsoft.com",
        "erp.intuit.com",
        "intuit.com",
        "netsuite.com",
        "quickbooks.intuit.com",
        "sage.com",
        "sageintacct.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "payroll-05",
      "question": "Which payroll platforms would you recommend for a small business that wants payroll and human-resources records in one affordable system? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "payroll",
      "answers": 10,
      "answerLinks": 8,
      "metadataLinks": 10,
      "domains": [
        "adp.com",
        "apps.xero.com",
        "uk.adp.com"
      ],
      "answerLinkRate": 0.8,
      "metadataLinkRate": 1
    },
    {
      "questionId": "payroll-06",
      "question": "Which payroll platforms would you recommend for a professional employer organization evaluating software for onboarding, payroll, and client reporting? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "payroll",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "go.paycor.com",
        "gusto.com",
        "inovapayroll.com",
        "prismhr.com",
        "smepayroll.com",
        "workforce.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "hris-05",
      "question": "Which human-resources information systems would you recommend for a company expanding internationally and needing localized employee records and compliance workflows? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "hris",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "adp.com",
        "deel.com",
        "hrbs.com.pk",
        "joinneo.com",
        "omnihr.co",
        "oysterhr.com",
        "prnewswire.com",
        "rippling.com",
        "sap.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "hris-06",
      "question": "Which human-resources information systems would you recommend for a healthcare organization that needs strict permissions, auditability, and credential tracking? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "hris",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "auxillium.com",
        "hrcloud.com",
        "hrkubes.com",
        "inovalon.com",
        "pmamhcm.com",
        "pmc.ncbi.nlm.nih.gov",
        "varshealth.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "helpdesk-05",
      "question": "Which customer support platforms would you recommend for a nonprofit that needs a low-cost shared inbox and volunteer-friendly administration? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "helpdesk",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "betterimpact.com",
        "blog.groupmail.io",
        "givelify.com",
        "goharness.com",
        "hubspot.com",
        "salesforce.com",
        "serve.love"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "helpdesk-06",
      "question": "Which customer support platforms would you recommend for a regulated business that needs redaction, permissions, and an audit trail for conversations? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "helpdesk",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "beyondtrust.com",
        "lorikeetcx.ai",
        "phase.law",
        "usefini.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "ecommerce-05",
      "question": "Which ecommerce platforms would you recommend for a global retailer that needs multiple currencies, languages, and regional storefronts? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "ecommerce",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "cafe24corp.com",
        "passportglobal.com",
        "shopify.com",
        "storeconnect.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "ecommerce-06",
      "question": "Which ecommerce platforms would you recommend for a company selling digital products with access control, downloads, and recurring billing? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "ecommerce",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "afcommerce.com",
        "apps.shopify.com",
        "ecwid.com",
        "fastspring.com",
        "launchmystore.io",
        "litextension.com",
        "shopify.com",
        "spreecommerce.org"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "analytics-05",
      "question": "Which analytics platforms would you recommend for a retailer that needs product performance, customer cohorts, and repeat-purchase analysis? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "analytics",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "amplitude.com",
        "bluecore.com",
        "clicdata.com",
        "cometly.com",
        "mixpanel.com",
        "optimizely.com",
        "statsig.com",
        "voyado.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "analytics-06",
      "question": "Which analytics platforms would you recommend for a data team that needs event collection, warehouse export, and flexible querying? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "analytics",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "cloudera.com",
        "crunchydata.com",
        "domo.com",
        "enterprisedb.com",
        "fivetran.com",
        "metabase.com",
        "techtarget.com",
        "zenlytic.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "cybersecurity-05",
      "question": "Which vulnerability management platforms would you recommend for a mid-sized organization that needs prioritized findings, remediation workflows, and executive reporting? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "cybersecurity",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "checkpoint.com",
        "connectwise.com",
        "crowdstrike.com",
        "learn.microsoft.com",
        "microsoft.com",
        "phoenix.security",
        "qualys.com",
        "rapid7.com",
        "trendmicro.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "cybersecurity-06",
      "question": "Which backup and recovery platforms would you recommend for a small business that needs ransomware resilience, offsite copies, and simple restoration? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "cybersecurity",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "acronis.com",
        "arcserve.com",
        "cisa.gov",
        "infrascale.com",
        "ironorbit.com",
        "kaseya.com",
        "learn.microsoft.com",
        "n-able.com",
        "nccoe.nist.gov",
        "veeam.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "crm-07",
      "question": "Which customer relationship management tools would you recommend for a regulated financial-services firm that needs permissions, audit trails, and controlled data access? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "crm",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "authzed.com",
        "haiilo.com",
        "monday.com",
        "omni-desk.com",
        "quiqsol.com",
        "salesforce.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "crm-08",
      "question": "Which customer relationship management tools would you recommend for a company with a distributed sales team that needs offline mobile use and territory management? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "crm",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "clearc2.com",
        "close.com",
        "forcemanager.com",
        "insightly.com",
        "outfieldapp.com",
        "pipelinecrm.com",
        "salesroom.cloud",
        "spotio.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "email-marketing-07",
      "question": "Which email marketing platforms would you recommend for a small team migrating from a basic newsletter tool to advanced segmentation without a difficult setup? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "email_marketing",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "blog.aweber.com",
        "buttondown.com",
        "campaignmonitor.com",
        "constantcontact.com",
        "drip.com",
        "emailers.io",
        "gartner.com",
        "hp.com",
        "klaviyo.com",
        "labnify.com",
        "mailchimp.com",
        "mailjet.com",
        "salesforce.com",
        "sotrosinfotech.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "email-marketing-08",
      "question": "Which email marketing platforms would you recommend for a course creator who needs signup pages, automated lessons, and payment-related messaging? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "email_marketing",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "activecampaign.com",
        "bestemailmarketingplatforms.com",
        "creatorlms.net",
        "freshlearn.com",
        "sequenzy.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "project-management-07",
      "question": "Which project management tools would you recommend for a product team that needs a shared roadmap, customer requests, and prioritization? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "project_management",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "breeze.pm",
        "canny.io",
        "infoworld.com",
        "ones.com",
        "teamwork.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "project-management-08",
      "question": "Which project management tools would you recommend for a regulated team that needs approvals, access controls, and an audit history for deliverables? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "project_management",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "aicostadvisory.com",
        "apmic.org",
        "kivo.io",
        "ones.com",
        "plane.so",
        "teamhood.com",
        "teamwork.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "accounting-07",
      "question": "Which accounting platforms would you recommend for a freelancer moving from spreadsheets to automated bank feeds and quarterly tax preparation? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "accounting",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "cashflowy.ai",
        "freeagent.com",
        "gorillaccounting.com",
        "intuit.com",
        "pandle.com",
        "quickbooks.intuit.com",
        "sage.com",
        "wave.com",
        "xero.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "accounting-08",
      "question": "Which accounting platforms would you recommend for an international services firm that needs multiple currencies and regional tax handling? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "accounting",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "accountsiq.com",
        "netsuite.com.sg",
        "proxpense.com",
        "quickbooks.intuit.com",
        "reobiz.com",
        "sage.com",
        "wise.com",
        "wolterskluwer.com",
        "xero.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "payroll-07",
      "question": "Which payroll platforms would you recommend for a company with contractors and employees that needs separate payment workflows and year-end forms? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "payroll",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "adp.com",
        "erp.intuit.com",
        "fridayapp.com",
        "justworks.com",
        "onpay.com",
        "patriotsoftware.com",
        "quickbooks.intuit.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "payroll-08",
      "question": "Which payroll platforms would you recommend for a seasonal business that needs rapid hiring, reactivation, and flexible pay schedules? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "payroll",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "adp.com",
        "blog.payworks.ca",
        "gusto.com",
        "inovapayroll.com",
        "justworks.com",
        "netchex.com",
        "paychex.com",
        "quickbooks.intuit.com",
        "wagepoint.com",
        "workforce.com",
        "workstream.us"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "hris-07",
      "question": "Which human-resources information systems would you recommend for a manufacturing company that needs shift planning, training records, and workforce analytics? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "hris",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "2interact.us",
        "bamboohr.com",
        "hrkubes.com",
        "humanforce.com",
        "personio.com",
        "savvyhrms.com",
        "ukg.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "hris-08",
      "question": "Which human-resources information systems would you recommend for a fast-growing startup that wants recruiting, onboarding, and a scalable employee directory? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "hris",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "app.hc-core.io",
        "aqore.com",
        "bamboohr.com",
        "gusto.com",
        "hrcloud.com",
        "oysterhr.com",
        "paismo.com",
        "peopleforce.io",
        "peoplemanagingpeople.com",
        "sage.com",
        "slashdot.org",
        "sutisoft.com",
        "web.hr",
        "workday.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "helpdesk-07",
      "question": "Which customer support platforms would you recommend for a marketplace with separate buyer and seller support queues and strong automation needs? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "helpdesk",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "aws.amazon.com",
        "chatbase.co",
        "edesk.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "helpdesk-08",
      "question": "Which customer support platforms would you recommend for a global team that needs multilingual help content, regional queues, and follow-the-sun coverage? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "helpdesk",
      "answers": 10,
      "answerLinks": 9,
      "metadataLinks": 10,
      "domains": [
        "cdn.8x8.com",
        "helpware.com",
        "smartling.com",
        "support.zendesk.com",
        "zendesk.com",
        "zendesk.es"
      ],
      "answerLinkRate": 0.9,
      "metadataLinkRate": 1
    },
    {
      "questionId": "ecommerce-07",
      "question": "Which ecommerce platforms would you recommend for a retailer that needs strong inventory synchronization across stores, warehouses, and online sales? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "ecommerce",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "apps.shopify.com",
        "cleverence.com",
        "easychannel.com",
        "easyncron.com",
        "getonecart.com",
        "jazva.com",
        "o2vend.com",
        "salesforce.com",
        "sellercloud.com",
        "shopify.com",
        "solidcommerce.com",
        "willowcommerce.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "ecommerce-08",
      "question": "Which ecommerce platforms would you recommend for a brand migrating from a custom store while preserving search visibility and customer accounts? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "ecommerce",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "apps.shopify.com",
        "ecommerce-today.com",
        "iwdagency.com",
        "shopify.com",
        "thecommerceshop.com",
        "woocommerce.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "analytics-07",
      "question": "Which analytics platforms would you recommend for a nonprofit that needs donation funnels, campaign reporting, and accessible dashboards? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "analytics",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "charityengine.com",
        "donorperfect.com",
        "explore.raisedonors.com",
        "filamentanalytics.com",
        "give.llhms.org",
        "giveffect.com",
        "monation.org",
        "neonone.com",
        "openfundraise.org"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "analytics-08",
      "question": "Which analytics platforms would you recommend for a mobile app team that needs crash context, usage paths, and cohort comparisons? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "analytics",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "amplitude.com",
        "countly.com",
        "posthog.com",
        "statsig.com",
        "support.google.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "cybersecurity-07",
      "question": "Which security information and event management platforms would you recommend for a regulated company building a small monitoring function? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "cybersecurity",
      "answers": 10,
      "answerLinks": 9,
      "metadataLinks": 10,
      "domains": [
        "bitdefender.com",
        "cybermagazine.com",
        "exabeam.com",
        "gartner.com",
        "infosightinc.com",
        "logz.io",
        "paloaltonetworks.com",
        "wazuh.com"
      ],
      "answerLinkRate": 0.9,
      "metadataLinkRate": 1
    },
    {
      "questionId": "cybersecurity-08",
      "question": "Which email security platforms would you recommend for an organization facing phishing risk and needing filtering, investigation, and user reporting? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "cybersecurity",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "fortra.com",
        "skysecure.ai",
        "sophos.com",
        "sublime.security"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "crm-09",
      "question": "Which customer relationship management tools would you recommend for a professional-services firm that needs proposals, recurring accounts, and project handoff tracking? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "crm",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "accelo.com",
        "bcrm.app",
        "capsulecrm.com",
        "deltek.com",
        "gloocrm.com",
        "hubspot.com",
        "insightly.com",
        "pipelinecrm.com",
        "proposify.com",
        "salesforce.com",
        "scoro.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "crm-10",
      "question": "Which customer relationship management tools would you recommend for a small business replacing an expensive legacy system while preserving contact history and reporting? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "crm",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "biztechmagazine.com",
        "cio.com",
        "cxtoday.com",
        "pcmag.com",
        "pipedrive.com",
        "salesforce.com",
        "uschamber.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "email-marketing-09",
      "question": "Which email marketing platforms would you recommend for a membership organization that needs event reminders, member segments, and volunteer communications? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "email_marketing",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "ce21.com",
        "higherlogic.com",
        "hubspot.com",
        "member365.com",
        "memberly.au",
        "paidmembershipspro.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "email-marketing-10",
      "question": "Which email marketing platforms would you recommend for a global brand that needs multiple languages, regional sending rules, and detailed campaign reporting? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "email_marketing",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "activecampaign.com",
        "brevo.com",
        "klaviyo.com",
        "mailchimp.com",
        "mailtrap.io"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "project-management-09",
      "question": "Which project management tools would you recommend for a school or community group coordinating volunteers, events, and lightweight task assignments? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "project_management",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "airtable.com",
        "asana.com",
        "basecamp.com",
        "breeze.pm",
        "capterra.com",
        "givecampus.com",
        "higherlogic.com",
        "larksuite.com",
        "notion.so",
        "ntaskmanager.com",
        "techrepublic.com",
        "trello.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "project-management-10",
      "question": "Which project management tools would you recommend for a company replacing spreadsheets while keeping imports, custom fields, and executive reports? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "project_management",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "cio.com",
        "smartsheet.com",
        "teamwork.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "accounting-09",
      "question": "Which accounting platforms would you recommend for a hospitality business that needs daily reconciliation, payroll coordination, and location-level reporting? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "accounting",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "netsuite.com",
        "quickbooks.intuit.com",
        "sage.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "accounting-10",
      "question": "Which accounting platforms would you recommend for a company replacing an aging desktop system while preserving historical data and accountant access? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "accounting",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "accountedge.com",
        "blog.insightfulaccountant.com",
        "erp.intuit.com",
        "netsuite.com",
        "quickbooks.intuit.com",
        "resources.rework.com",
        "verito.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "payroll-09",
      "question": "Which payroll platforms would you recommend for a company with union and nonunion workers that needs configurable deductions and reporting? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "payroll",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "payroll.org",
        "quickbooks.intuit.com",
        "vensure.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "payroll-10",
      "question": "Which payroll platforms would you recommend for a business switching providers midyear while minimizing disruption to employees and tax records? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "payroll",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "adp.com",
        "ctrhcm.com",
        "gusto.com",
        "hrpaypick.com",
        "onpay.com",
        "paychex.com",
        "paycom.com",
        "paydayhcm.com",
        "surepayroll.com",
        "ukg.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "hris-09",
      "question": "Which human-resources information systems would you recommend for a company replacing paper personnel files with searchable records and approval workflows? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "hris",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "docunav.com",
        "dynafile.com",
        "gartner.com",
        "hrcloud.com",
        "icehrm.com",
        "idt-inc.com",
        "laserfiche.com",
        "nexus.sage.com",
        "peridotx.com",
        "prnewswire.com",
        "revolutiondatasystems.com",
        "sap.com",
        "visualvault.com",
        "xeroxscanners.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "hris-10",
      "question": "Which human-resources information systems would you recommend for an organization that needs workforce surveys, engagement reporting, and manager dashboards? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "hris",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "aihr.com",
        "culturemonkey.io",
        "dayforce.com",
        "gallup.com",
        "gartner.com",
        "intellicus.com",
        "leapsome.com",
        "marketplace.microsoft.com",
        "microsoft.com",
        "peopleelement.com",
        "qualtrics.com",
        "staging.aihr.com",
        "success.15five.com",
        "workbuzz.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "helpdesk-09",
      "question": "Which customer support platforms would you recommend for a company migrating from a shared inbox while preserving historical conversations and customer context? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "helpdesk",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "chatwik.com",
        "crisp.chat",
        "emailanalytics.com",
        "front.com",
        "hubspot.com",
        "nextiva.com",
        "zoho.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "helpdesk-10",
      "question": "Which customer support platforms would you recommend for a business that wants AI-assisted replies while keeping human approval and quality monitoring? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "helpdesk",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "1mind.com",
        "airchannel.ai",
        "aissist.io",
        "beam.ai",
        "blog.hubspot.com",
        "botpress.com",
        "cbot.ai",
        "chatbase.co",
        "coworker.ai",
        "getassista.com",
        "kustomer.com",
        "retellai.com",
        "sintra.ai",
        "support.zendesk.com",
        "tebra.com",
        "typewise.app",
        "wonderchat.io",
        "zendesk.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "ecommerce-09",
      "question": "Which ecommerce platforms would you recommend for a socially responsible small business that needs flexible content, donations, and product sales? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "ecommerce",
      "answers": 10,
      "answerLinks": 8,
      "metadataLinks": 10,
      "domains": [
        "fsb.org.uk",
        "huffpost.com",
        "shopify.com",
        "shoppinggives.com",
        "simplybusiness.com",
        "stripe.com",
        "virtueimpact.com"
      ],
      "answerLinkRate": 0.8,
      "metadataLinkRate": 1
    },
    {
      "questionId": "ecommerce-10",
      "question": "Which ecommerce platforms would you recommend for a high-volume retailer that needs fast pages, extensible APIs, and reliable order operations? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "ecommerce",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "bigcommerce.com",
        "business.adobe.com",
        "elogic.co",
        "elogic.com",
        "saleor.io",
        "salesforce.com",
        "shopify.com",
        "virtocommerce.com",
        "woocommerce.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "analytics-09",
      "question": "Which analytics platforms would you recommend for a multinational organization that needs regional governance, permissions, and consolidated reporting? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "analytics",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "bismart.com",
        "dimins.com",
        "gartner.com",
        "gooddata.com",
        "qlik.com",
        "salesforce.com",
        "techtarget.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "analytics-10",
      "question": "Which analytics platforms would you recommend for a company replacing a legacy reporting stack while keeping historical dashboards and scheduled exports? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "analytics",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "aorborc.com",
        "basedash.com",
        "gartner.com",
        "infoworld.com",
        "kingtech.net",
        "learn.microsoft.com",
        "nextiva.com",
        "qlik.com",
        "tellius.com",
        "zoho.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "cybersecurity-09",
      "question": "Which password management platforms would you recommend for a remote team that needs shared credentials, strong policies, and easy adoption? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "cybersecurity",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "bitwarden.com",
        "blog.lastpass.com",
        "lastpass.com",
        "passbolt.com",
        "techrepublic.com",
        "techtarget.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
    },
    {
      "questionId": "cybersecurity-10",
      "question": "Which privacy and compliance management platforms would you recommend for a company preparing for customer security reviews and recurring evidence requests? Recommend five options, briefly explain each choice, and include source links where available.",
      "category": "cybersecurity",
      "answers": 10,
      "answerLinks": 10,
      "metadataLinks": 10,
      "domains": [
        "secureframe.com",
        "smartsuite.com",
        "surecloud.com",
        "vanta.com"
      ],
      "answerLinkRate": 1,
      "metadataLinkRate": 1
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  ],
  "byCategory": [
    {
      "key": "crm",
      "answers": 100,
      "answerLinks": 100,
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      "domains": [
        "accelo.com",
        "attio.com",
        "authzed.com",
        "bcrm.app",
        "bizionix.com",
        "biztechmagazine.com",
        "blog.hubspot.com",
        "bluefolder.com",
        "campaigncreators.com",
        "capsulecrm.com",
        "causevox.com",
        "cio.com",
        "clarify.ai",
        "clearc2.com",
        "clearviewcrm.com",
        "clickup.com",
        "close.com",
        "cognism.com",
        "cxtoday.com",
        "deltek.com",
        "digitalocean.com",
        "donorperfect.com",
        "draft.dev",
        "emailanalytics.com",
        "fieldpulse.com",
        "fluidcrm.io",
        "forcemanager.com",
        "freshworks.com",
        "gloocrm.com",
        "haiilo.com",
        "housecallpro.com",
        "hubspot.com",
        "iexcel.co",
        "inc.com",
        "insightly.com",
        "kindlink.org",
        "klipfolio.com",
        "kurums.com",
        "leadsquared.com",
        "lessannoyingcrm.com",
        "mccarygroup.com",
        "mediajunction.com",
        "microsoft.com",
        "monday.com",
        "nexarsystems.org",
        "omni-desk.com",
        "onepagecrm.com",
        "oplacrm.com",
        "optsy.com",
        "outfieldapp.com",
        "pcmag.com",
        "pipedrive.com",
        "pipelinecrm.com",
        "povcrm.com",
        "proposify.com",
        "pulse-software.co.uk",
        "quickbase.com",
        "quiqsol.com",
        "randgroup.com",
        "salesforce.com",
        "salesroom.cloud",
        "scoro.com",
        "skiensoftwarelab.com",
        "slack.com",
        "smartservice.com",
        "sparrowcrm.com",
        "spotio.com",
        "stratuslive.com",
        "techtarget.com",
        "trustradius.com",
        "uschamber.com",
        "vipecloud.com",
        "vtiger.com",
        "zendesk.com",
        "zoho.com"
      ],
      "answerLinkRate": 1,
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    {
      "key": "email_marketing",
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      "domains": [
        "activecampaign.com",
        "bestemailmarketingplatforms.com",
        "blog.aweber.com",
        "blog.charityengine.net",
        "bloomreach.com",
        "brevo.com",
        "buttondown.com",
        "campaigner.com",
        "campaignmonitor.com",
        "ce21.com",
        "clarip.com",
        "clevertap.com",
        "constantcontact.com",
        "creatorlms.net",
        "crmone.com",
        "designmodo.com",
        "donorbox.org",
        "drip.com",
        "emailers.io",
        "freshlearn.com",
        "funraise.org",
        "gartner.com",
        "getresponse.com",
        "guideflow.com",
        "higherlogic.com",
        "hp.com",
        "hubspot.com",
        "hyvor.com",
        "klaviyo.com",
        "labnify.com",
        "mailchimp.com",
        "mailcoach.app",
        "mailerlite.com",
        "mailjet.com",
        "mailmodo.com",
        "mailsoftly.com",
        "mailtrap.io",
        "marketplace.microsoft.com",
        "member365.com",
        "memberly.au",
        "omnisend.com",
        "onetrust.com",
        "paidmembershipspro.com",
        "salesforce.com",
        "sendx.io",
        "sequenzy.com",
        "sinch.com",
        "sotrosinfotech.com",
        "stateofdigitalpublishing.com",
        "swydo.com",
        "syrenis.com",
        "trustarc.com",
        "usercentrics.com"
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        "activecollab.com",
        "aicostadvisory.com",
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        "basecamp.com",
        "breeze.pm",
        "business.adobe.com",
        "canny.io",
        "capterra.com",
        "cio.com",
        "clickup.com",
        "clockify.me",
        "construction.autodesk.com",
        "cuckoo.webhoch.com",
        "esub.com",
        "fieldwire.com",
        "givecampus.com",
        "higherlogic.com",
        "infoworld.com",
        "kivo.io",
        "larksuite.com",
        "notion.so",
        "ntaskmanager.com",
        "ones.com",
        "orangescrum.com",
        "plane.so",
        "plexxis.com",
        "procore.com",
        "project-management.com",
        "projectmanager.com",
        "projectteam.com",
        "pryor.com",
        "revizto.com",
        "sage.com",
        "scoro.com",
        "smartsheet.com",
        "smartsuite.com",
        "stackct.com",
        "teamhood.com",
        "teamwork.com",
        "techrepublic.com",
        "theprojectgroup.com",
        "toggl.com",
        "trello.com",
        "wrike.com"
      ],
      "answerLinkRate": 1,
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    {
      "key": "accounting",
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      "domains": [
        "accountedge.com",
        "accountsiq.com",
        "acumatica.com",
        "adaptive.build",
        "bcxfundsvcs.com",
        "billforward.io",
        "blog.insightfulaccountant.com",
        "cashflowy.ai",
        "cdn.featuredcustomers.com",
        "chargebee.com",
        "deltek.com",
        "dynamics.microsoft.com",
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