Algorithmic Trading Bot

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          "priced_providers": 11,
          "normalized_observations": 18,
          "comparable_providers": 8,
          "strict_cohorts": 3,
          "exclusion_reasons": {
            "one_time": 4,
            "usage_not_monthly": 1,
            "ambiguous_cadence": 1
          }
        }
      }
    },
    "quoteOnlyProvidersByTier": {
      "individual": 0,
      "pro": 0,
      "team_sme": 0,
      "enterprise": 1
    },
    "billingMix": {
      "subscription": 3,
      "freemium": 7,
      "free": 4,
      "contact_sales": 2,
      "one-time": 1
    },
    "freeTierShare": 0.65,
    "medianLowestUsd": 49.99
  },
  "movement": null,
  "index_series": {
    "series": [
      {
        "day": "2026-09-25",
        "index": 100,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-26",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-27",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-28",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-29",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-30",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-01",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-02",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-03",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-04",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-05",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-06",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-07",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-08",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-09",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-10",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-11",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-12",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-15",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-16",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-17",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-18",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-19",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-20",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-21",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-22",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-23",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-24",
        "index": 100,
        "pairs": 14,
        "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": "agentic_traders",
      "name": "Agentic Traders",
      "url": "https://agentictraders.io/",
      "short_summary": "builds and runs AI trading agents that execute user-defined strategies 24/7 across crypto, forex, stocks, and commodities",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "PRO",
            "monthly_native": 19,
            "monthly_usd": 19,
            "commitment": "monthly",
            "basis": "$19/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "FREE",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "PRO",
              "price": "$19/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "ELITE",
              "price": "$39/month",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 19,
        "monthly_usd": 19,
        "headline": "Free plan; paid from $19/mo",
        "summary": "Free plan; paid from $19/mo. Freemium SaaS with a permanent free tier ($0) and two paid subscription tiers at $19/month and $39/month for additional AI Traders and features."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "ai_trading_agent",
      "name": "AI Trading Agent for cTrader",
      "url": "https://ctrader.com/products/2661",
      "short_summary": "Analyzes markets, trends, and trades inside cTrader; gives trade suggestions; opens and manages trades; adjusts SL/TP; reviews past trades; draws chart objects…",
      "price": {
        "observed": false,
        "billing": "unknown",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The AI Trading Agent product shows two public USD offers of $29 and $49, but the billing period and offer differences are not specified."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "aitrader",
      "name": "AI-Trader",
      "url": "https://github.com/HKUDS/AI-Trader",
      "short_summary": "Agent-native trading platform where AI agents publish trading signals, debate strategies, copy trades, and trade across markets (stocks, crypto, forex, options…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No reliable public SaaS pricing or subscription plans are shown in the supplied homepage content."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "alpaca",
      "name": "Alpaca Trading API",
      "url": "https://alpaca.markets/",
      "short_summary": "Provides APIs for stock, options, and crypto trading; enables building trading algorithms, apps, and embedded investing; MCP Server allows trading via natural…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public subscription or usage pricing was found; the supplied pricing URL returns a 404 page."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "alpaca_trading_api",
      "name": "Alpaca Trading",
      "url": "https://docs.alpaca.markets/us/docs/trading-api",
      "short_summary": "Provides API for trading stocks and crypto, including order placement, short selling, fractional trading, and advanced order types",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No reliable public pricing is shown in the supplied Alpaca documentation pages."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "luxalgo",
      "name": "AI trading platform",
      "url": "https://www.luxalgo.com/",
      "short_summary": "AI trading platform that builds and backtests trading strategies/indicators, automates TradingView charts, generates Pine Script code, and sets trading alerts",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Essential",
            "monthly_native": 24.99,
            "monthly_usd": 24.99,
            "commitment": "monthly",
            "basis": "$24.99/month",
            "billing_verified": true
          },
          "annual_option": {
            "line": "Essential (annual billing)",
            "monthly_equivalent_native": 24.99,
            "total_native": 299.88
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Essential",
              "price": "$24.99/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Essential (annual billing)",
              "price": "$24.99/mo billed annually",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Premium",
              "price": "$39.99/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Premium (annual billing)",
              "price": "$39.99/mo billed annually",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Ultimate",
              "price": "$59.99/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Ultimate (annual billing)",
              "price": "$59.99/mo billed annually",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "AI Ultra",
              "price": "$119.99/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "AI Ultra (annual billing)",
              "price": "$119.99/mo billed annually",
              "kind": "base_subscription",
              "billed": "annually"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 24.99,
        "monthly_usd": 24.99,
        "headline": "From $24.99/mo; $24.99/mo equivalent billed annually",
        "summary": "From $24.99/mo; $24.99/mo equivalent billed annually. LuxAlgo lists four subscription plans from $24.99/mo to $119.99/mo, with annual introductory discounts and 30-day money-back guarantees."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "nexustrade_ai",
      "name": "NexusTrade",
      "url": "https://nexustrade.io/",
      "short_summary": "researches markets, builds, backtests, and deploys algorithmic trading strategies, monitors and rebalances live portfolios automatically",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Data-Driven Investor",
            "monthly_native": 40,
            "monthly_usd": 40,
            "commitment": "monthly",
            "basis": "$40/month",
            "billing_verified": true
          },
          "annual_option": {
            "line": "Data-Driven Investor (annual billing)",
            "monthly_equivalent_native": 40,
            "total_native": 480
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Observer",
              "price": "Free",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Data-Driven Investor",
              "price": "$40/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Data-Driven Investor (annual billing)",
              "price": "$40/mo billed annually ($480 billed annually)",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Algorithmic Trader",
              "price": "$80/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Algorithmic Trader (annual billing)",
              "price": "$80/mo billed annually ($960 billed annually)",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Unstoppable Quant",
              "price": "$160/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Unstoppable Quant (annual billing)",
              "price": "$160/mo billed annually ($1,920 billed annually)",
              "kind": "base_subscription",
              "billed": "annually"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 40,
        "monthly_usd": 40,
        "headline": "Free plan; paid from $40/mo; $40/mo equivalent billed annually",
        "summary": "Free plan; paid from $40/mo; $40/mo equivalent billed annually. NexusTrade offers a free Observer tier and three paid monthly subscription plans starting at $40/month, with lower effective rates when billed annually and a limited October promotion."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "sml_base4_signals",
      "name": "sml-base4-signals",
      "url": "https://scriptmasterlabs.com",
      "short_summary": "provides autonomous AI trading intelligence and micropayment infrastructure for agents",
      "price": {
        "commercial": {
          "rates": [
            {
              "line": "Direct call",
              "per": "per direct call",
              "text": "$0.01 per direct call"
            },
            {
              "line": "100-query pack",
              "per": "per unit",
              "text": "$0–$100 per unit"
            },
            {
              "line": "One-shot",
              "per": "per one-shot",
              "text": "$0 per one-shot"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Generative Engine Optimization Checklist",
              "price": "$19",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Recurring subscription",
              "price": "$0 recurring subscription",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Direct call",
              "price": "$0.005 USDC / direct call",
              "kind": "usage_rate",
              "unit": "direct call",
              "billed": "usage"
            },
            {
              "name": "100-query pack",
              "price": "$0.002 USDC / 100-query pack",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "One-shot",
              "price": "$0.001 USDC / one-shot",
              "kind": "usage_rate",
              "unit": "one-shot",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "One-time packages from $19; $0.01 per direct call; $0–$100 per unit (usage-based)",
        "summary": "One-time packages from $19; $0.01 per direct call; $0–$100 per unit (usage-based). ScriptMasterLabs lists a free recurring subscription, usage-based agent charges, and one-time downloadable guides including a promotional $9 checklist price through Nov 5."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "squeezeos_api",
      "name": "squeezeos",
      "url": "https://squeezeos-api.onrender.com",
      "short_summary": "provides institutional AI trading intelligence and market data analysis including BUY/SELL/HOLD directives, market scanning, options intelligence, and trading…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Starter",
            "monthly_native": 29,
            "monthly_usd": 29,
            "commitment": "monthly",
            "basis": "$29/month",
            "billing_verified": true
          },
          "rates": [
            {
              "line": "Dev Pack",
              "per": "per one-time",
              "text": "$9 per one-time"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Dev Pack",
              "price": "$9 / one-time",
              "kind": "usage_rate",
              "unit": "one-time",
              "billed": "usage"
            },
            {
              "name": "Starter",
              "price": "$29 / mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Institutional",
              "price": "$79 / mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 29,
        "monthly_usd": 29,
        "headline": "From $29/mo",
        "summary": "From $29/mo. SqueezeOS offers a $9 one-time Dev Pack plus monthly Starter and Institutional subscriptions at $29 and $79 per month."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "aistrategyminer",
      "name": "Aistrategyminer",
      "url": "https://aistrategyminer.com",
      "short_summary": "Design trading strategies with your AI and open them in a visual no-code Strategy Builder. Compose and validate strategy flows, then get a link that opens them…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "free",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$899 one-time",
              "kind": "one_off",
              "billed": "one_off"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free; Pro $899 (one-time)",
        "summary": "Free; Pro $899 (one-time). AIStrategyMiner offers free builder and demo features, while Pro costs $899 as a single non-renewing payment."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "c8_hedge",
      "name": "C8 Hedge",
      "url": "https://c8hedge.com/",
      "short_summary": "Provides institutional-grade FX hedging recommendations (optimal hedge ratios) for currency exposures, dynamically adjusting based on macro, trend, carry, and…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Pro",
            "monthly_native": 99,
            "monthly_usd": 99,
            "commitment": "monthly",
            "basis": "$99/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Pro",
              "price": "$99/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Custom",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 99,
        "monthly_usd": 99,
        "headline": "From $99/mo",
        "summary": "From $99/mo. C8 Hedge offers a Pro plan at $99/month with a 30-day free trial (no credit card required), plus a custom-priced Enterprise tier."
      },
      "home_niche": "treasury-cash-management",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/algorithmic-trading-bot",
  "summary": {
    "niche": "algorithmic-trading-bot",
    "sector": "financial-services",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Pro median $65/mo (6 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "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": 6,
          "reliability": "medium",
          "median": 64.5,
          "p25": 52.49,
          "p75": 114.74,
          "status": "ok"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 4,
          "reliability": "low",
          "median": 179.5,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "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": 39,
          "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": "algorithmic-trading-bot"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/algorithmic-trading-bot",
    "counts": {
      "listings_with_price_capture": 49,
      "listings_with_observed_public_price": 17,
      "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": true,
        "value_pct": -3,
        "driver": "nexustrade_ai's \"Unstoppable Quant\" $200→$160 (-20%)"
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 34,
        "provider_count": 4,
        "plan_observation_count": 4,
        "data_confidence": 0.31,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.2,
          "provider_count": 4,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "luxalgo",
            "usd": 24.99
          },
          {
            "provider": "squeezeos_api",
            "usd": 29
          },
          {
            "provider": "agentic_traders",
            "usd": 39
          },
          {
            "provider": "stockhero",
            "usd": 49.99
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 69,
        "provider_count": 7,
        "plan_observation_count": 10,
        "data_confidence": 0.57,
        "data_confidence_basis": {
          "provider_component": 0.58,
          "observation_component": 0.5,
          "provider_count": 7,
          "plan_observation_count": 10
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "agentic_traders",
            "usd": 19
          },
          {
            "provider": "luxalgo",
            "usd": 49.99
          },
          {
            "provider": "nexustrade_ai",
            "usd": 60
          },
          {
            "provider": "tradytics",
            "usd": 69
          },
          {
            "provider": "squeezeos_api",
            "usd": 79
          },
          {
            "provider": "stockhero",
            "usd": 129.99
          },
          {
            "provider": "tars_ai_stock_broker",
            "usd": 499
          }
        ],
        "p25": 55,
        "p75": 104.5
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 179.5,
        "provider_count": 4,
        "plan_observation_count": 4,
        "data_confidence": 0.31,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.2,
          "provider_count": 4,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "luxalgo",
            "usd": 119.99
          },
          {
            "provider": "nexustrade_ai",
            "usd": 160
          },
          {
            "provider": "tradeos_ai",
            "usd": 199
          },
          {
            "provider": "tradytics",
            "usd": 199
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 49,
      "listings_with_observed_public_price": 17,
      "normalized_observations": 18,
      "comparable_providers": 8,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "one_time": 4,
        "usage_not_monthly": 1,
        "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": {
      "one_time": 4,
      "usage_not_monthly": 1,
      "ambiguous_cadence": 1
    },
    "billing_mix": {
      "subscription": 3,
      "freemium": 7,
      "free": 4,
      "contact_sales": 2,
      "one-time": 1
    },
    "free_tier_share": 0.65,
    "top_providers": [
      {
        "agent_id": "agentic_traders",
        "name": "Agentic Traders",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "PRO",
              "monthly_native": 19,
              "monthly_usd": 19,
              "commitment": "monthly",
              "basis": "$19/month",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "FREE",
                "price": "$0",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "PRO",
                "price": "$19/month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "ELITE",
                "price": "$39/month",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 19,
          "monthly_usd": 19,
          "headline": "Free plan; paid from $19/mo",
          "summary": "Free plan; paid from $19/mo. Freemium SaaS with a permanent free tier ($0) and two paid subscription tiers at $19/month and $39/month for additional AI Traders and features."
        },
        "observed": true
      },
      {
        "agent_id": "ai_trading_agent",
        "name": "AI Trading Agent for cTrader",
        "price": {
          "observed": false,
          "billing": "unknown",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "The AI Trading Agent product shows two public USD offers of $29 and $49, but the billing period and offer differences are not specified."
        },
        "observed": false
      },
      {
        "agent_id": "aitrader",
        "name": "AI-Trader",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No reliable public SaaS pricing or subscription plans are shown in the supplied homepage content."
        },
        "observed": false
      },
      {
        "agent_id": "alpaca",
        "name": "Alpaca Trading API",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public subscription or usage pricing was found; the supplied pricing URL returns a 404 page."
        },
        "observed": false
      },
      {
        "agent_id": "alpaca_trading_api",
        "name": "Alpaca Trading",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No reliable public pricing is shown in the supplied Alpaca documentation pages."
        },
        "observed": false
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "algorithmic-trading-bot"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "algorithmic-trading-bot",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "agentic_traders"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "agentic_traders"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}