Banking Automation

{
  "niche": "banking-automation",
  "parent_sector": "financial-services",
  "provider_type_pricing": {
    "slug": "banking-automation",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 51.14,
      "p25": null,
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      "providers": 4
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    "by_provider_type": {
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        "median": 51.14,
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        "publishable": true,
        "confidence": "provisional"
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        "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
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  "crowding_level": "crowded",
  "observed_node_count": 17,
  "adjacent_niches": [
    "quantitative-analysis-agent",
    "ai-banking-chatbot",
    "equity-research-agent",
    "wealth-management-copilot",
    "credit-scoring-agent",
    "ai-insurance-risk-cover"
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  "market_pulse": {
    "pulse": 53,
    "drivers": [
      "enterprise money present",
      "1 new builder in 30d"
    ],
    "price_move_30d_pct": 0.3,
    "money_share": 1,
    "entry_rate": 0.038461538461538464,
    "alive_share": 1
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  "price_move": {
    "d_pct": 0,
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    "comparable_agents": 4,
    "quarantined_agents": 0,
    "confidence": "high",
    "published": {
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      "w": false,
      "m": false
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      "m": {
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    },
    "tier_series": {
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      "team_sme": [
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    },
    "tier_own_move": {
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      "m": {
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    },
    "tier_agents": {
      "individual": 3,
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    "obs_range": {
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    "tier_obs_range": {
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  },
  "pricing": {
    "sampleSize": 21,
    "observed": 7,
    "byPersona": {
      "free": {
        "n": 1,
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      "individual": {
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        "p75": 1624,
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        "stdev": 2423.05,
        "usageShare": 0.25
      },
      "pro": {
        "n": 4,
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        "reliability": "low",
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        "p75": 11249,
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        "max": 14999,
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        "stdev": 7094.92,
        "usageShare": 0
      },
      "team_sme": {
        "n": 1,
        "nPriced": 1,
        "reliability": "none",
        "median": 3990,
        "p25": 3990,
        "p75": 3990,
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        "max": 3990,
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        "stdev": 0,
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      },
      "enterprise": {
        "n": 8,
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        "p25": 0.03,
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        "min": 0.03,
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        "mean": 0.03,
        "stdev": 0,
        "usageShare": 0.13
      }
    },
    "byPersonaMonthly": {
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        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 3,
        "p25": 262,
        "median": 499,
        "p75": 2749,
        "confidence": "low",
        "usageShare": 0.25,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 4,
        "p25": 1136.75,
        "median": 5749,
        "p75": 11249,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "enterprise": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0.13,
        "mixedBilling": true,
        "monthlyComparable": false
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 52.49,
          "provider_count": 3,
          "plan_observation_count": 3,
          "data_confidence": 0.23,
          "data_confidence_basis": {
            "provider_component": 0.25,
            "observation_component": 0.15,
            "provider_count": 3,
            "plan_observation_count": 3
          },
          "reliability": "low",
          "members": [
            {
              "provider": "uipath",
              "usd": 25
            },
            {
              "provider": "individual_kyc_verification_ai",
              "usd": 52.49
            },
            {
              "provider": "onclik_ai",
              "usd": 499
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          ]
        },
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 131.24,
          "provider_count": 3,
          "plan_observation_count": 4,
          "data_confidence": 0.24,
          "data_confidence_basis": {
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            "provider_count": 3,
            "plan_observation_count": 4
          },
          "reliability": "low",
          "members": [
            {
              "provider": "wise_ai_agent_integration",
              "usd": 50
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            {
              "provider": "individual_kyc_verification_ai",
              "usd": 131.24
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            {
              "provider": "onclik_ai",
              "usd": 1499
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          ]
        }
      ],
      "rejected": {
        "ambiguous_cadence": 7,
        "usage_not_monthly": 2
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      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 8,
            "offers": [
              {
                "provider": "individual_kyc_verification_ai",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "₹4,999/mo",
                "monthly_usd": 52.49
              },
              {
                "provider": "individual_kyc_verification_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "₹9,999/mo",
                "monthly_usd": 104.99
              },
              {
                "provider": "individual_kyc_verification_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "₹14,999/mo",
                "monthly_usd": 157.49
              },
              {
                "provider": "onclik_ai",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 499 /mo",
                "monthly_usd": 499
              },
              {
                "provider": "onclik_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 1499 /mo",
                "monthly_usd": 1499
              },
              {
                "provider": "uipath",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$25 per month",
                "monthly_usd": 25
              },
              {
                "provider": "wise_ai_agent_integration",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$50/month",
                "monthly_usd": 50
              },
              {
                "provider": "wise_ai_agent_integration",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$3990/month",
                "monthly_usd": 3990
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "per_agent",
            "count": 2,
            "offers": [
              {
                "provider": "agent_amadeo_your_aipowered_ba",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_agent",
                "price": "$0.08/agent run",
                "monthly_usd": null
              },
              {
                "provider": "agent_amadeo_your_aipowered_ba",
                "tier": "enterprise",
                "billing": "usage",
                "unit": "per_agent",
                "price": "$0.03/agent run",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 7,
            "offers": [
              {
                "provider": "autonomous_ai_agents_for_trade",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Individual quote",
                "monthly_usd": null
              },
              {
                "provider": "individual_kyc_verification_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "letters_of_credit_agentic_auto",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Get your individual quote",
                "monthly_usd": null
              },
              {
                "provider": "onclik_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales",
                "monthly_usd": null
              },
              {
                "provider": "uipath",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales for pricing",
                "monthly_usd": null
              },
              {
                "provider": "uipath",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales for pricing",
                "monthly_usd": null
              },
              {
                "provider": "wise_ai_agent_integration",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 7,
          "normalized_observations": 8,
          "comparable_providers": 4,
          "strict_cohorts": 2,
          "exclusion_reasons": {
            "ambiguous_cadence": 7,
            "usage_not_monthly": 2
          }
        }
      }
    },
    "billingMix": {
      "contact_sales": 2,
      "usage": 1,
      "subscription": 3,
      "freemium": 1
    },
    "freeTierShare": 0.14,
    "medianLowestUsd": 37.5
  },
  "movement": {
    "niche": "banking-automation",
    "sector": "financial-services",
    "pricedNow": 4,
    "pairs": 4,
    "repriced": [
      {
        "handle": "individual_kyc_verification_ai",
        "from": 52.48,
        "to": 52.28,
        "pct": -0.4
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    ],
    "newlyPriced": [],
    "droppedFromPriced": [],
    "likeForLikePct": -0.1,
    "kind": "repricing",
    "narrative": "Genuine repricing: 1 agent repriced — all down (avg -0.1%)."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
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      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 7,
        "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": "payman",
      "name": "Payman AI",
      "url": "https://www.paymanai.com/",
      "short_summary": "executes real banking transactions including payments, transfers, internal money movement, and account/spending analysis via conversational voice or text",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public subscription pricing was observed; the site directs prospective customers to schedule a demo."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "veritus",
      "name": "Veritus",
      "url": "https://veritus.com/",
      "short_summary": "Deploys AI agents that handle consumer lending communications across the loan lifecycle—driving application conversions, providing 24/7 servicing, and conducti…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Veritus does not publish public pricing on the homepage; prospective buyers are directed to request a demo or get in touch."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "agent_amadeo_your_aipowered_ba",
      "name": "Agent Amadeo Your Aipowered Ba",
      "url": "https://lyzr.ai/banking-ai-agent-amadeo",
      "short_summary": "Automates core banking functions including customer onboarding, KYC/AML, loan origination, credit scoring, customer service, compliance monitoring, and regulat…",
      "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 managed cloud or $0.03 per agent run for VPC/on-prem deployments, with LLM costs billed separately."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "agentic_banking",
      "name": "Agentic Banking",
      "url": "https://thisisbud.com/en-us/agentic",
      "short_summary": "Automates banking operations and consumer finances using agentic AI, turning objectives into actions across the bank's middle/back office and managing consumer…",
      "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": "ai_agent_for_video_verificatio",
      "name": "Ai Agent For Video Verificatio",
      "url": "https://unleashx.ai/feeds/service/ai-agent-video-verification-ekyc-regulated-industries",
      "short_summary": "Conducts AI-powered video verification and E-KYC for regulated industries including identity checks, liveness detection, document validation, and compliance mo…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is shown for the AI Video Verification and E-KYC platform."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "autonomous_ai_agents_for_trade",
      "name": "Autonomous Ai Agents For Trade",
      "url": "https://otera.ai/solutions/banking-autonomous-trade-finance",
      "short_summary": "runs end-to-end trade finance operations autonomously: document intake/classification, data capture, compliance and sanctions screening, risk scoring, and trad…",
      "price": {
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "Otera uses outcome-based commercial structures with individualized quotes rather than publicly listed prices."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "banking_ai_agent_sestek",
      "name": "Banking AI Agent",
      "url": "https://sestek.com/banking-ai-agent",
      "short_summary": "automates banking transactions (e.g. money transfers, credit loan applications) via conversational AI",
      "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": "banking_ai_agents",
      "name": "Folio3 AI Agents for Banking",
      "url": "https://agentic.folio3.ai/solutions/banking-ai-agents",
      "short_summary": "builds custom banking AI agents for KYC/onboarding, fraud detection, credit underwriting, AML/SAR drafting, transactional account management, wealth advisory,…",
      "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": "fcm_ai_agent",
      "name": "FCM AI Agent",
      "url": "https://temenos.com/innovation/ai/fcm-ai-agent",
      "short_summary": "automatically evaluates watchlist/sanctions screening alerts to reduce false positives in real-time payment screening",
      "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": "individual_kyc_verification_ai",
      "name": "Individual Kyc Verification Ai",
      "url": "https://turrant.ai/workflows/kyc-onboarding.html",
      "short_summary": "End-to-end individual identity verification (KYC) workflow: collects personal details, verifies identity documents via OCR, address proof, face matching, risk…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 52.28,
        "monthly_usd": 0.55,
        "headline": "From $52.28/mo",
        "summary": "From $52.28/mo. Turrant.ai offers credit-based subscription pricing in INR, starting at ₹4,999/month for the Starter plan with 4,999 credits, scaling to Premium at ₹14,999/month, plus custom Enterprise pricing."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "flowx_ai",
      "name": "Flowx Ai",
      "url": "https://flowx.ai/ai-agent-stacks/retail-mortgage-underwriting",
      "short_summary": "Validates and checks retail mortgage underwriting documents end-to-end (purchase contracts, appraisals, title/land registry, EPC, income/employment, self-emplo…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing or subscription plans are shown; the site directs visitors to book a demo."
      },
      "home_niche": "mortgage-application-processing",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/banking-automation",
  "summary": {
    "niche": "banking-automation",
    "sector": "financial-services",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Individual median $52/mo (3 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "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": 3,
          "reliability": "low",
          "median": 52.49,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 3,
          "reliability": "low",
          "median": 131.24,
          "p25": null,
          "p75": null,
          "status": "median_only"
        }
      ],
      "warnings": [
        "This niche currently has sufficient agent pricing but insufficient MCP pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "banking-automation"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/banking-automation",
    "counts": {
      "listings_with_price_capture": 21,
      "listings_with_observed_public_price": 7,
      "providers_with_numeric_monthly_price_latest_scan": 4,
      "like_for_like_comparable_pairs": 4
    },
    "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": 52.49,
        "provider_count": 3,
        "plan_observation_count": 3,
        "data_confidence": 0.23,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.15,
          "provider_count": 3,
          "plan_observation_count": 3
        },
        "reliability": "low",
        "members": [
          {
            "provider": "uipath",
            "usd": 25
          },
          {
            "provider": "individual_kyc_verification_ai",
            "usd": 52.49
          },
          {
            "provider": "onclik_ai",
            "usd": 499
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 131.24,
        "provider_count": 3,
        "plan_observation_count": 4,
        "data_confidence": 0.24,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.2,
          "provider_count": 3,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "wise_ai_agent_integration",
            "usd": 50
          },
          {
            "provider": "individual_kyc_verification_ai",
            "usd": 131.24
          },
          {
            "provider": "onclik_ai",
            "usd": 1499
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 21,
      "listings_with_observed_public_price": 7,
      "normalized_observations": 8,
      "comparable_providers": 4,
      "strict_cohorts": 2,
      "exclusion_reasons": {
        "ambiguous_cadence": 7,
        "usage_not_monthly": 2
      }
    },
    "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": {
      "ambiguous_cadence": 7,
      "usage_not_monthly": 2
    },
    "billing_mix": {
      "contact_sales": 2,
      "usage": 1,
      "subscription": 3,
      "freemium": 1
    },
    "free_tier_share": 0.14,
    "top_providers": [
      {
        "agent_id": "payman",
        "name": "Payman AI",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public subscription pricing was observed; the site directs prospective customers to schedule a demo."
        },
        "observed": false
      },
      {
        "agent_id": "veritus",
        "name": "Veritus",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "Veritus does not publish public pricing on the homepage; prospective buyers are directed to request a demo or get in touch."
        },
        "observed": false
      },
      {
        "agent_id": "agent_amadeo_your_aipowered_ba",
        "name": "Agent Amadeo Your Aipowered Ba",
        "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 managed cloud or $0.03 per agent run for VPC/on-prem deployments, with LLM costs billed separately."
        },
        "observed": true
      },
      {
        "agent_id": "agentic_banking",
        "name": "Agentic Banking",
        "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": "ai_agent_for_video_verificatio",
        "name": "Ai Agent For Video Verificatio",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing is shown for the AI Video Verification and E-KYC platform."
        },
        "observed": false
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "banking-automation"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "banking-automation",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "payman"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "payman"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}