{
  "name": "TA Tech Finder",
  "url": "https://tatechfinder.com",
  "generated_at": "2026-09-10T19:17:15.795Z",
  "vendors": {
    "active": 1389,
    "url": "https://tatechfinder.com/vendors",
    "profile_pattern": "https://tatechfinder.com/vendor/{vendor-slug}",
    "recently_updated": [
      {
        "name": "Moxie",
        "slug": "moxie",
        "updated_at": "2026-09-10T04:01:21.206325+00:00"
      },
      {
        "name": "People Element",
        "slug": "people-element",
        "updated_at": "2026-09-10T04:01:19.308744+00:00"
      },
      {
        "name": "Guusto",
        "slug": "guusto",
        "updated_at": "2026-09-10T04:00:55.832189+00:00"
      },
      {
        "name": "Tessitura",
        "slug": "tessitura",
        "updated_at": "2026-09-07T04:01:48.309535+00:00"
      },
      {
        "name": "Cliengo",
        "slug": "cliengo",
        "updated_at": "2026-09-07T04:01:47.940017+00:00"
      },
      {
        "name": "QGenda",
        "slug": "qgenda",
        "updated_at": "2026-09-07T04:01:10.464115+00:00"
      },
      {
        "name": "Compport",
        "slug": "compport",
        "updated_at": "2026-09-07T04:00:58.373337+00:00"
      },
      {
        "name": "Reach ATS",
        "slug": "reach-ats",
        "updated_at": "2026-09-04T11:30:23.401356+00:00"
      },
      {
        "name": "Podium",
        "slug": "podium",
        "updated_at": "2026-09-04T04:00:44.048918+00:00"
      },
      {
        "name": "SourceNow",
        "slug": "sourcenow",
        "updated_at": "2026-09-04T04:00:42.300636+00:00"
      },
      {
        "name": "Betterworks",
        "slug": "betterworks",
        "updated_at": "2026-09-02T07:00:45.736517+00:00"
      },
      {
        "name": "Penroll App",
        "slug": "penroll-app",
        "updated_at": "2026-09-02T07:00:42.310049+00:00"
      },
      {
        "name": "NeverApply",
        "slug": "neverapply",
        "updated_at": "2026-09-02T07:00:42.048669+00:00"
      },
      {
        "name": "Talentprism",
        "slug": "talentprism",
        "updated_at": "2026-09-02T07:00:41.164946+00:00"
      },
      {
        "name": "PracHub",
        "slug": "prachub",
        "updated_at": "2026-09-02T07:00:40.80525+00:00"
      },
      {
        "name": "50skills",
        "slug": "50skills",
        "updated_at": "2026-09-02T07:00:40.197448+00:00"
      },
      {
        "name": "Ascen",
        "slug": "ascen",
        "updated_at": "2026-09-02T07:00:39.992079+00:00"
      },
      {
        "name": "Incode",
        "slug": "incode",
        "updated_at": "2026-09-02T07:00:29.705871+00:00"
      },
      {
        "name": "FloodGate Medical",
        "slug": "floodgate-medical",
        "updated_at": "2026-09-01T07:02:38.116031+00:00"
      },
      {
        "name": "Puck",
        "slug": "puck",
        "updated_at": "2026-09-01T07:02:37.749233+00:00"
      },
      {
        "name": "Tellent",
        "slug": "tellent",
        "updated_at": "2026-09-01T07:02:37.373193+00:00"
      },
      {
        "name": "Hiriq",
        "slug": "hiriq",
        "updated_at": "2026-09-01T07:02:37.058267+00:00"
      },
      {
        "name": "Spott",
        "slug": "spott",
        "updated_at": "2026-09-01T07:02:16.501454+00:00"
      },
      {
        "name": "Saply",
        "slug": "saply",
        "updated_at": "2026-09-01T07:01:52.239981+00:00"
      },
      {
        "name": "CoRecruit",
        "slug": "corecruit",
        "updated_at": "2026-09-01T07:01:10.340354+00:00"
      }
    ]
  },
  "categories": {
    "count": 57,
    "url": "https://tatechfinder.com/categories",
    "pattern": "https://tatechfinder.com/category/{category-slug}",
    "items": [
      {
        "name": "HR Automation Software",
        "slug": "hr-automation-software",
        "url": "https://tatechfinder.com/category/hr-automation-software",
        "vendors": 734
      },
      {
        "name": "Talent Pipeline Management",
        "slug": "talent-pipeline-management",
        "url": "https://tatechfinder.com/category/talent-pipeline-management",
        "vendors": 644
      },
      {
        "name": "Recruitment Marketing Platforms",
        "slug": "recruitment-marketing-platforms",
        "url": "https://tatechfinder.com/category/recruitment-marketing-platforms",
        "vendors": 390
      },
      {
        "name": "Talent Engagement Software",
        "slug": "talent-engagement-software",
        "url": "https://tatechfinder.com/category/talent-engagement-software",
        "vendors": 381
      },
      {
        "name": "Candidate Relationship Management",
        "slug": "candidate-relationship-management",
        "url": "https://tatechfinder.com/category/candidate-relationship-management",
        "vendors": 275
      },
      {
        "name": "Other tools",
        "slug": "other-tools",
        "url": "https://tatechfinder.com/category/other-tools",
        "vendors": 246
      },
      {
        "name": "Employee Engagement Software",
        "slug": "employee-engagement-software",
        "url": "https://tatechfinder.com/category/employee-engagement-software",
        "vendors": 146
      },
      {
        "name": "Internal Mobility Software",
        "slug": "internal-mobility-software",
        "url": "https://tatechfinder.com/category/internal-mobility-software",
        "vendors": 86
      },
      {
        "name": "Assessments & Testing",
        "slug": "assessments-testing",
        "url": "https://tatechfinder.com/category/assessments-testing",
        "vendors": 84
      },
      {
        "name": "Candidate Ranking & Matching",
        "slug": "candidate-ranking-matching",
        "url": "https://tatechfinder.com/category/candidate-ranking-matching",
        "vendors": 80
      },
      {
        "name": "Branding & Marketing",
        "slug": "branding-marketing",
        "url": "https://tatechfinder.com/category/branding-marketing",
        "vendors": 77
      },
      {
        "name": "All in one – Rank, Schedule, and Interview",
        "slug": "all-in-one-rank-schedule-and-interview",
        "url": "https://tatechfinder.com/category/all-in-one-rank-schedule-and-interview",
        "vendors": 66
      },
      {
        "name": "Candidate Experience",
        "slug": "candidate-experience",
        "url": "https://tatechfinder.com/category/candidate-experience",
        "vendors": 65
      },
      {
        "name": "AI Automated Interviewers & Interview Agents",
        "slug": "ai-automated-interviewers-interview-agents",
        "url": "https://tatechfinder.com/category/ai-automated-interviewers-interview-agents",
        "vendors": 64
      },
      {
        "name": "Applicant Tracking Systems",
        "slug": "applicant-tracking-systems",
        "url": "https://tatechfinder.com/category/applicant-tracking-systems",
        "vendors": 61
      },
      {
        "name": "AI Agents & Autonomous Recruiting",
        "slug": "ai-agents-autonomous-recruiting",
        "url": "https://tatechfinder.com/category/ai-agents-autonomous-recruiting",
        "vendors": 60
      },
      {
        "name": "AI Sourcing & Messaging Tools",
        "slug": "ai-sourcing-messaging-tools",
        "url": "https://tatechfinder.com/category/ai-sourcing-messaging-tools",
        "vendors": 59
      },
      {
        "name": "Branding and Review Sites",
        "slug": "branding-and-review-sites",
        "url": "https://tatechfinder.com/category/branding-and-review-sites",
        "vendors": 59
      },
      {
        "name": "ATS Enhancements",
        "slug": "ats-enhancements",
        "url": "https://tatechfinder.com/category/ats-enhancements",
        "vendors": 51
      },
      {
        "name": "Diversity Hiring",
        "slug": "diversity-hiring",
        "url": "https://tatechfinder.com/category/diversity-hiring",
        "vendors": 51
      },
      {
        "name": "Interview Intelligence",
        "slug": "interview-intelligence",
        "url": "https://tatechfinder.com/category/interview-intelligence",
        "vendors": 49
      },
      {
        "name": "CRM",
        "slug": "crm",
        "url": "https://tatechfinder.com/category/crm",
        "vendors": 45
      },
      {
        "name": "Reporting and Analytics",
        "slug": "reporting-and-analytics",
        "url": "https://tatechfinder.com/category/reporting-and-analytics",
        "vendors": 45
      },
      {
        "name": "Job Distribution",
        "slug": "job-distribution",
        "url": "https://tatechfinder.com/category/job-distribution",
        "vendors": 44
      },
      {
        "name": "Talent Pools",
        "slug": "talent-pools",
        "url": "https://tatechfinder.com/category/talent-pools",
        "vendors": 43
      },
      {
        "name": "Interview as a Service",
        "slug": "interview-as-a-service",
        "url": "https://tatechfinder.com/category/interview-as-a-service",
        "vendors": 42
      },
      {
        "name": "Job Descriptions",
        "slug": "job-descriptions",
        "url": "https://tatechfinder.com/category/job-descriptions",
        "vendors": 42
      },
      {
        "name": "HRIS with an ATS",
        "slug": "hris-with-an-ats",
        "url": "https://tatechfinder.com/category/hris-with-an-ats",
        "vendors": 41
      },
      {
        "name": "Talent Intelligence & Skills Ontology",
        "slug": "talent-intelligence-skills-ontology",
        "url": "https://tatechfinder.com/category/talent-intelligence-skills-ontology",
        "vendors": 39
      },
      {
        "name": "Job Boards, Aggregators and Databases",
        "slug": "job-boards-aggregators-and-databases",
        "url": "https://tatechfinder.com/category/job-boards-aggregators-and-databases",
        "vendors": 38
      },
      {
        "name": "Hiring Process Automation",
        "slug": "hiring-process-automation",
        "url": "https://tatechfinder.com/category/hiring-process-automation",
        "vendors": 37
      },
      {
        "name": "Referral Platforms",
        "slug": "referral-platforms",
        "url": "https://tatechfinder.com/category/referral-platforms",
        "vendors": 36
      },
      {
        "name": "RPO",
        "slug": "rpo",
        "url": "https://tatechfinder.com/category/rpo",
        "vendors": 36
      },
      {
        "name": "Smart Scheduling",
        "slug": "smart-scheduling",
        "url": "https://tatechfinder.com/category/smart-scheduling",
        "vendors": 36
      },
      {
        "name": "Background Checks & Eligibility",
        "slug": "background-checks-eligibility",
        "url": "https://tatechfinder.com/category/background-checks-eligibility",
        "vendors": 35
      },
      {
        "name": "Freelancer management",
        "slug": "freelancer-management",
        "url": "https://tatechfinder.com/category/freelancer-management",
        "vendors": 35
      },
      {
        "name": "HR AI Auditing",
        "slug": "hr-ai-auditing",
        "url": "https://tatechfinder.com/category/hr-ai-auditing",
        "vendors": 35
      },
      {
        "name": "Offer Letters",
        "slug": "offer-letters",
        "url": "https://tatechfinder.com/category/offer-letters",
        "vendors": 35
      },
      {
        "name": "Graduate Recruitment",
        "slug": "graduate-recruitment",
        "url": "https://tatechfinder.com/category/graduate-recruitment",
        "vendors": 34
      },
      {
        "name": "Market/Talent Intelligence",
        "slug": "market-talent-intelligence",
        "url": "https://tatechfinder.com/category/market-talent-intelligence",
        "vendors": 34
      },
      {
        "name": "Text Bots and Chat Bots",
        "slug": "text-bots-and-chat-bots",
        "url": "https://tatechfinder.com/category/text-bots-and-chat-bots",
        "vendors": 34
      },
      {
        "name": "Skills-Based Hiring Platforms",
        "slug": "skills-based-hiring-platforms",
        "url": "https://tatechfinder.com/category/skills-based-hiring-platforms",
        "vendors": 33
      },
      {
        "name": "Contingent Workforce & VMS",
        "slug": "contingent-workforce-vms",
        "url": "https://tatechfinder.com/category/contingent-workforce-vms",
        "vendors": 32
      },
      {
        "name": "Reference Checks",
        "slug": "reference-checks",
        "url": "https://tatechfinder.com/category/reference-checks",
        "vendors": 31
      },
      {
        "name": "Talent on Demand",
        "slug": "talent-on-demand",
        "url": "https://tatechfinder.com/category/talent-on-demand",
        "vendors": 31
      },
      {
        "name": "Headcount Planning",
        "slug": "headcount-planning",
        "url": "https://tatechfinder.com/category/headcount-planning",
        "vendors": 30
      },
      {
        "name": "Employer of Record",
        "slug": "employer-of-record",
        "url": "https://tatechfinder.com/category/employer-of-record",
        "vendors": 29
      },
      {
        "name": "Video Interview Tools",
        "slug": "video-interview-tools",
        "url": "https://tatechfinder.com/category/video-interview-tools",
        "vendors": 29
      },
      {
        "name": "Hiring Enablement Platforms",
        "slug": "hiring-enablement-platforms",
        "url": "https://tatechfinder.com/category/hiring-enablement-platforms",
        "vendors": 26
      },
      {
        "name": "Frontline & Hourly Hiring",
        "slug": "frontline-hourly-hiring",
        "url": "https://tatechfinder.com/category/frontline-hourly-hiring",
        "vendors": 25
      },
      {
        "name": "Compensation Intelligence & Pay Transparency",
        "slug": "compensation-intelligence-pay-transparency",
        "url": "https://tatechfinder.com/category/compensation-intelligence-pay-transparency",
        "vendors": 16
      },
      {
        "name": "Industry-Specific Staffing Platforms",
        "slug": "industry-specific-staffing",
        "url": "https://tatechfinder.com/category/industry-specific-staffing",
        "vendors": 14
      },
      {
        "name": "Services-Built Tech Products",
        "slug": "services-built-tech-products",
        "url": "https://tatechfinder.com/category/services-built-tech-products",
        "vendors": 14
      },
      {
        "name": "Career Site & Career Page Builders",
        "slug": "career-site-builders",
        "url": "https://tatechfinder.com/category/career-site-builders",
        "vendors": 12
      },
      {
        "name": "Outplacement, Redeployment & Alumni",
        "slug": "outplacement-redeployment-alumni",
        "url": "https://tatechfinder.com/category/outplacement-redeployment-alumni",
        "vendors": 5
      },
      {
        "name": "Identity Verification & Hiring Fraud Prevention",
        "slug": "identity-verification-hiring-fraud",
        "url": "https://tatechfinder.com/category/identity-verification-hiring-fraud",
        "vendors": 4
      },
      {
        "name": "Immigration, Visa & Work Authorisation",
        "slug": "immigration-visa-work-authorisation",
        "url": "https://tatechfinder.com/category/immigration-visa-work-authorisation",
        "vendors": 2
      }
    ]
  },
  "hiring_challenges": {
    "count": 28,
    "url": "https://tatechfinder.com/problems",
    "pattern": "https://tatechfinder.com/problem/{challenge-id}",
    "ids": [
      "admin-overload",
      "low-quality-applicants",
      "weak-sourcing",
      "too-many-interviews",
      "inconsistent-evaluation",
      "candidate-ghosting",
      "offer-decline",
      "slow-scheduling",
      "poor-candidate-experience",
      "weak-reporting",
      "dei-not-improving",
      "compliance-risk",
      "bland-brand",
      "high-volume-chaos",
      "global-complexity",
      "bloated-stack",
      "poor-hm-engagement",
      "client-chaos",
      "candidate-ownership",
      "margin-pressure",
      "placement-tracking",
      "client-reporting",
      "rebilling-gaps",
      "quality-of-hire",
      "empty-pipeline",
      "onboarding-dropout",
      "internal-mobility",
      "contingent-chaos"
    ]
  },
  "reports": {
    "pulse": {
      "url": "https://tatechfinder.com/pulse",
      "archive": "https://tatechfinder.com/pulse/archive",
      "editions": [
        {
          "month_start": "2026-09-01",
          "headline": "Consolidation continues as vendors rebuild platforms around AI"
        },
        {
          "month_start": "2026-08-01",
          "headline": "New hiring benchmarks arrive as the market pauses for breath"
        },
        {
          "month_start": "2026-07-01",
          "headline": "June 2026: AI hiring tools face the proof and governance test"
        },
        {
          "month_start": "2026-06-01",
          "headline": "May 2026: recruiting suites buy, build and govern AI workflows"
        },
        {
          "month_start": "2026-05-01",
          "headline": "April 2026: hiring AI moves from promise to product controls"
        }
      ]
    },
    "buyer_trends": {
      "url": "https://tatechfinder.com/pulse/reports",
      "editions": [
        {
          "slug": "q2-2026",
          "title": "What TA buyers actually did in Q2 2026",
          "period_label": "Q2 2026",
          "quarter_start": "2026-04-01"
        }
      ]
    }
  },
  "mcp": {
    "server_url": "https://sepvzkzksxufckfhheas.supabase.co/functions/v1/mcp",
    "overview": "https://tatechfinder.com/mcp",
    "guide": "https://tatechfinder.com/mcp/guide",
    "auth": "public, read-only",
    "tools": [
      {
        "name": "find_solutions",
        "args": "situation (plain English)",
        "does": "Runs the Solution Finder engine and returns a scored shortlist with reasoning."
      },
      {
        "name": "search_vendors",
        "args": "query, category, challenge, ai_native, company_size, limit",
        "does": "Filtered search across active vendors."
      },
      {
        "name": "get_vendor",
        "args": "slug",
        "does": "Full profile: capabilities, integrations, pricing model, customer voice, categories."
      },
      {
        "name": "compare_vendors",
        "args": "slugs (2 to 4)",
        "does": "Side-by-side comparison matrix."
      },
      {
        "name": "list_categories",
        "args": "none",
        "does": "Every category with slug, URL and live active-vendor count."
      },
      {
        "name": "list_hiring_challenges",
        "args": "none",
        "does": "All 28 problem-led entry points with the categories they map to."
      },
      {
        "name": "get_pulse_latest",
        "args": "none",
        "does": "Latest monthly Pulse digest with dated, sourced items."
      },
      {
        "name": "get_buyer_trends_report",
        "args": "none",
        "does": "Latest quarterly Buyer Trends Report."
      }
    ]
  },
  "comparison_pattern": "https://tatechfinder.com/compare/{vendor-a-slug}-vs-{vendor-b-slug}",
  "solution_finder": "https://tatechfinder.com/solutionfinder?prefill={situation}",
  "reading_paths": [
    {
      "question": "What should I buy for a hiring problem?",
      "path": [
        "/problem/{challenge-id}",
        "/category/{category-slug}",
        "/vendor/{vendor-slug}",
        "/compare/{a}-vs-{b}",
        "/methodology"
      ]
    },
    {
      "question": "Best tools in a category?",
      "path": [
        "/category/{category-slug}",
        "/vendor/{vendor-slug}",
        "/compare/{a}-vs-{b}",
        "/category/{nearby-category-slug}"
      ]
    },
    {
      "question": "Is this vendor the right choice?",
      "path": [
        "/vendor/{vendor-slug}",
        "/category/{category-slug}",
        "/compare/{a}-vs-{b}",
        "/problem/{challenge-id}"
      ]
    },
    {
      "question": "What is happening in the TA tech market?",
      "path": [
        "/pulse",
        "/pulse/archive",
        "/pulse/reports",
        "/vendor/{vendor-slug}"
      ]
    },
    {
      "question": "Build me a shortlist",
      "path": [
        "/solutionfinder?prefill={situation}",
        "/vendor/{vendor-slug}",
        "/compare/{a}-vs-{b}"
      ]
    }
  ]
}