Onboarding Automation

{
  "niche": "onboarding-automation",
  "parent_sector": "customer-success-support",
  "provider_type_pricing": {
    "slug": "onboarding-automation",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 500,
      "p25": null,
      "p75": null,
      "providers": 3
    },
    "by_provider_type": {
      "agent": {
        "median": 500,
        "p25": null,
        "p75": null,
        "providers": 3,
        "publishable": true,
        "confidence": "provisional"
      },
      "mcp": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 0,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced MCP servers are available."
      }
    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
  },
  "crowding_level": "crowded",
  "observed_node_count": 18,
  "adjacent_niches": [
    "meeting-notes-transcription",
    "customer-support-tier1",
    "ticket-triage-routing",
    "churn-prediction-intervention",
    "ai-scheduling-assistant",
    "technical-support-document-agent"
  ],
  "market_pulse": {
    "pulse": 57,
    "drivers": [
      "enterprise money present"
    ],
    "price_move_30d_pct": null,
    "money_share": 0.5,
    "entry_rate": 0,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 3,
    "quarantined_agents": 0,
    "confidence": "high",
    "published": {
      "d": false,
      "w": false,
      "m": false
    },
    "held_reason": {
      "d": null,
      "w": null,
      "m": null
    },
    "driver": {
      "d": null,
      "w": null,
      "m": null
    },
    "tier_contribution": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_series": {
      "individual": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "pro": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "team_sme": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "enterprise": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ]
    },
    "tier_own_move": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_agents": {
      "individual": 2,
      "pro": 1,
      "team_sme": 2,
      "enterprise": 0
    },
    "obs_range": {
      "d": null,
      "w": null,
      "m": null
    },
    "tier_obs_range": {
      "d": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "w": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "m": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      }
    }
  },
  "pricing": {
    "sampleSize": 7,
    "observed": 4,
    "byPersona": {
      "free": {
        "n": 0,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0
      },
      "individual": {
        "n": 5,
        "nPriced": 4,
        "reliability": "low",
        "median": 57,
        "p25": 11.27,
        "p75": 199.25,
        "min": 0.08,
        "max": 500,
        "mean": 153.52,
        "stdev": 235.05,
        "usageShare": 0.2
      },
      "pro": {
        "n": 1,
        "nPriced": 1,
        "reliability": "none",
        "median": 3000,
        "p25": 3000,
        "p75": 3000,
        "min": 3000,
        "max": 3000,
        "mean": 3000,
        "stdev": 0,
        "usageShare": 0
      },
      "team_sme": {
        "n": 2,
        "nPriced": 2,
        "reliability": "low",
        "median": 312.5,
        "p25": 168.75,
        "p75": 456.25,
        "min": 25,
        "max": 600,
        "mean": 312.5,
        "stdev": 406.59,
        "usageShare": 0
      },
      "enterprise": {
        "n": 2,
        "nPriced": 1,
        "reliability": "none",
        "median": 0.03,
        "p25": 0.03,
        "p75": 0.03,
        "min": 0.03,
        "max": 0.03,
        "mean": 0.03,
        "stdev": 0,
        "usageShare": 0.5
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 3,
        "p25": 57,
        "median": 99,
        "p75": 299.5,
        "confidence": "low",
        "usageShare": 0.2,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "team_sme": {
        "nMonthly": 2,
        "p25": 168.75,
        "median": 312.5,
        "p75": 456.25,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "enterprise": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0.5,
        "mixedBilling": true,
        "monthlyComparable": false
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 278.5,
          "provider_count": 2,
          "plan_observation_count": 3,
          "data_confidence": 0.16,
          "data_confidence_basis": {
            "provider_component": 0.17,
            "observation_component": 0.15,
            "provider_count": 2,
            "plan_observation_count": 3
          },
          "reliability": "low",
          "members": [
            {
              "provider": "elixirclaw_customer_onboarding",
              "usd": 57
            },
            {
              "provider": "aelios",
              "usd": 500
            }
          ]
        }
      ],
      "rejected": {
        "free_or_zero": 1,
        "usage_not_monthly": 2,
        "ambiguous_cadence": 1
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 5,
            "offers": [
              {
                "provider": "aelios",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$500 / month",
                "monthly_usd": 500
              },
              {
                "provider": "aelios",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$3,000 / month",
                "monthly_usd": 3000
              },
              {
                "provider": "elixirclaw_customer_onboarding",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$15/month",
                "monthly_usd": 15
              },
              {
                "provider": "elixirclaw_customer_onboarding",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/month",
                "monthly_usd": 99
              },
              {
                "provider": "stackone_ai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$600 /month",
                "monthly_usd": 600
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_user",
            "count": 1,
            "offers": [
              {
                "provider": "elixirclaw_customer_onboarding",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "per_user",
                "price": "$25/User/Month",
                "monthly_usd": 25
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "per_agent",
            "count": 2,
            "offers": [
              {
                "provider": "lyzr_customer_onboarding",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_agent",
                "price": "$0.08/agent run",
                "monthly_usd": null
              },
              {
                "provider": "lyzr_customer_onboarding",
                "tier": "enterprise",
                "billing": "usage",
                "unit": "per_agent",
                "price": "$0.03/agent run",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "elixirclaw_customer_onboarding",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 4,
          "normalized_observations": 6,
          "comparable_providers": 3,
          "strict_cohorts": 1,
          "exclusion_reasons": {
            "free_or_zero": 1,
            "usage_not_monthly": 2,
            "ambiguous_cadence": 1
          }
        }
      }
    },
    "billingMix": {
      "freemium": 1,
      "usage": 1,
      "subscription": 2
    },
    "freeTierShare": 0.25,
    "medianLowestUsd": 500
  },
  "movement": null,
  "index_series": {
    "series": [
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      }
    ],
    "latest": 100,
    "day_change_pct": 0,
    "methodology": "Chained daily price index, base 100 on the first priced scan day (29 Jun 2026). The overall index is the COMPOSITE of the four buyer-tier indices (individual / pro / team&sme / enterprise): each day it moves by the equal-weighted average of the tiers' moves. Each tier index is like-for-like — only agents priced on both consecutive scan days (per-agent ratios, geometric mean, clipped to [0.2, 5]) — so composition changes (agents revealing or hiding prices) can never move it."
  },
  "top_agents": [
    {
      "agent_id": "stackone_ai",
      "name": "Stackone Ai",
      "url": "https://stackone.com/use-cases/ai-agent-customer-onboarding/",
      "short_summary": "automates customer onboarding by detecting closed-won deals, creating onboarding projects, provisioning accounts, scheduling training, tracking milestones, and…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 600,
        "monthly_usd": 600,
        "headline": "Free tier, then from $600/mo",
        "summary": "Free tier, then from $600/mo. StackOne offers a free Starter plan and a Team plan priced at $600 per month, with additional credits and advanced connector and security capabilities."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "ai_client_onboarding_workflow_",
      "name": "Ai Client Onboarding Workflow",
      "url": "https://cassidyai.com/solutions/ai-client-onboarding-workflow-agent",
      "short_summary": "automates client onboarding workflow for marketing agencies—from signed contract to campaign-ready—handling intake, document collection, e-signatures, access p…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is shown on the supplied Cassidy AI client onboarding workflow agent page."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "lyzr_customer_onboarding",
      "name": "Lyzr Customer Onboarding",
      "url": "https://lyzr.ai/blueprints/banking/customer-onboarding-agent/",
      "short_summary": "automates customer onboarding for banking, including identity verification, data extraction, and KYC/AML compliance checks",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "Lyzr uses usage-based pricing of $0.08 per agent run on its cloud or $0.03 per agent run for VPC/on-prem deployments, with LLM costs billed separately."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "nag",
      "name": "Zoro",
      "url": "https://www.getzoro.com/nag",
      "short_summary": "schedules and sends reminder notifications until tasks are completed",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "elixirclaw_customer_onboarding",
      "name": "Customer Onboarding Specialist AI Agents",
      "url": "https://elixirclaw.ai/ai-agents/customer-onboarding-ai-agents",
      "short_summary": "Automates customer onboarding by providing personalized 24/7 support, training, demos guidance, and troubleshooting to new users",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 15,
        "monthly_usd": 15,
        "headline": "From $15/mo",
        "summary": "From $15/mo. Subscription-based SaaS with four tiers ranging from $15/month (Starter) to custom Enterprise pricing, with per-user Team option at $25/user/month."
      },
      "evidence_quality": "low",
      "upvotes": 0
    },
    {
      "agent_id": "aelios",
      "name": "Aelios",
      "url": "https://www.aeliosai.com/",
      "short_summary": "AI voice agent that runs interactive product demos, onboarding, and customer success interactions 24/7 with your voice and avatar. Embeddable widget for SaaS,…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 500,
        "monthly_usd": 500,
        "headline": "From $500/mo",
        "summary": "From $500/mo. Aelios AI offers Basic at $500 per month and Pro at $3,000 per month, with a 30-day free trial and no setup fee."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "gecko_engage",
      "name": "Gecko Engage",
      "url": "https://geckoengage.com/",
      "short_summary": "Student engagement platform for higher education featuring AI chatbots powered by ChatGPT, live chat, cloud call center, event management, and automated campai…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Gecko presents a higher-education student engagement platform with multiple AI and communication modules, but no public pricing is shown."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "customer_io",
      "name": "Customer Io",
      "url": "https://www.customer.io/",
      "short_summary": "Customer engagement platform with AI Agent for automated campaign creation, audience segmentation, and personalized messaging across email, SMS, push, and in-a…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 100,
        "monthly_usd": 100,
        "headline": "From $100/mo",
        "summary": "From $100/mo. Customer.io offers Essentials from $100 per month billed monthly, Premium from $1,000 per month billed yearly, and custom-priced Enterprise plans."
      },
      "home_niche": "email-marketing-personalisation",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "delight_ai",
      "name": "Delight AI",
      "url": "https://delight.ai/",
      "short_summary": "Acts as an AI concierge that autonomously resolves customer service requests, coordinating across systems, teams, and partners from first message to final conf…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing plans or billing terms are shown on the homepage."
      },
      "home_niche": "customer-support-tier1",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "freshworks_ai_platform",
      "name": "Freddy Agentic AI Platform",
      "url": "https://freshworks.com/theworks/company-news/uncomplicate-cx-launch-2025/",
      "short_summary": "Autonomously manages and resolves customer support issues end-to-end, including completing actions like order management, flight rescheduling, account verifica…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Freshworks lists product-specific pricing links but no public prices are visible in the supplied content."
      },
      "home_niche": "customer-support-tier1",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "sierra",
      "name": "Sierra",
      "url": "https://sierra.ai/",
      "short_summary": "builds and runs AI customer-experience agents that handle customer interactions",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Sierra states that it uses outcome-based pricing, but no public price or plan details are shown."
      },
      "home_niche": "customer-support-tier1",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/onboarding-automation",
  "summary": {
    "niche": "onboarding-automation",
    "sector": "customer-success-support",
    "pricing_by_provider_type": {
      "headline": "No published benchmark for onboarding-automation yet — too few comparable priced providers. Observed offers are listed.",
      "benchmarks": [
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            57,
            500
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "onboarding-automation"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/onboarding-automation",
    "counts": {
      "listings_with_price_capture": 7,
      "listings_with_observed_public_price": 4,
      "providers_with_numeric_monthly_price_latest_scan": null,
      "like_for_like_comparable_pairs": null
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "m": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 278.5,
        "provider_count": 2,
        "plan_observation_count": 3,
        "data_confidence": 0.16,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.15,
          "provider_count": 2,
          "plan_observation_count": 3
        },
        "reliability": "low",
        "members": [
          {
            "provider": "elixirclaw_customer_onboarding",
            "usd": 57
          },
          {
            "provider": "aelios",
            "usd": 500
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 7,
      "listings_with_observed_public_price": 4,
      "normalized_observations": 6,
      "comparable_providers": 3,
      "strict_cohorts": 1,
      "exclusion_reasons": {
        "free_or_zero": 1,
        "usage_not_monthly": 2,
        "ambiguous_cadence": 1
      }
    },
    "pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
    "pricing_excluded_observations": {
      "free_or_zero": 1,
      "usage_not_monthly": 2,
      "ambiguous_cadence": 1
    },
    "billing_mix": {
      "freemium": 1,
      "usage": 1,
      "subscription": 2
    },
    "free_tier_share": 0.25,
    "top_providers": [
      {
        "agent_id": "stackone_ai",
        "name": "Stackone Ai",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 600,
          "monthly_usd": 600,
          "headline": "Free tier, then from $600/mo",
          "summary": "Free tier, then from $600/mo. StackOne offers a free Starter plan and a Team plan priced at $600 per month, with additional credits and advanced connector and security capabilities."
        },
        "observed": true
      },
      {
        "agent_id": "ai_client_onboarding_workflow_",
        "name": "Ai Client Onboarding Workflow",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing is shown on the supplied Cassidy AI client onboarding workflow agent page."
        },
        "observed": false
      },
      {
        "agent_id": "lyzr_customer_onboarding",
        "name": "Lyzr Customer Onboarding",
        "price": {
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Paid (price not published)",
          "summary": "Lyzr uses usage-based pricing of $0.08 per agent run on its cloud or $0.03 per agent run for VPC/on-prem deployments, with LLM costs billed separately."
        },
        "observed": true
      },
      {
        "agent_id": "nag",
        "name": "Zoro",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public price found on the vendor site."
        },
        "observed": false
      },
      {
        "agent_id": "elixirclaw_customer_onboarding",
        "name": "Customer Onboarding Specialist AI Agents",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 15,
          "monthly_usd": 15,
          "headline": "From $15/mo",
          "summary": "From $15/mo. Subscription-based SaaS with four tiers ranging from $15/month (Starter) to custom Enterprise pricing, with per-user Team option at $25/user/month."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "onboarding-automation"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "onboarding-automation",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "stackone_ai"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "stackone_ai"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}