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Crop Monitoring Precision Ag

Query this niche via MCPniche_report({ niche: "crop-monitoring-precision-ag" })
active marketmarket pulse 55/100commercial money present0 new builders in 30d9 listings
basis: all observed monthly plans · commercial-form-v2
Agents · median
$29/mo
3 providers
MCP servers · median
None priced — too few for a MCP servers median.

All plansAgents vs MCPs

each dot = one provider · log scale
Agents $29
Streebo Agriculture Industry · $10
ai_agent_for_smart_irrigation_ · $29
Instacrops Ai Agent · $29
$10
$25
AgentsMCP serversshaded = middle half · line = median

All plans

3 priced
Providervs its cohort medianMonthly
Streebo Agriculture Industryagent
$10 below
ai_agent_for_smart_irrigation_agent
$29 ~median
Instacrops Ai Agentagent
$29 ~median
Position is relative to the provider's own delivery-type median at this tier — never a blended one.
This page is the human view of the MCP answer. The same structured `niche_report` / `price_benchmark` an agent receives over MCP or REST.
niche_reportprice_benchmark
See the MCP response behind this pageniche_report
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        "summary": "Free tier, then from $29/mo. AgentPlace offers a freemium model with a free tier (2,000 credits) and a Pro plan at $29/month (15k credits), plus custom enterprise pricing."
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      "upvotes": 0
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      "evidence_quality": "medium",
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      "price": {
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      "agent_id": "vegavid_ai",
      "name": "AI agents for agriculture",
      "url": "https://vegavid.com/ai-agents-for-agriculture",
      "short_summary": "Autonomous precision agriculture operations including crop monitoring, irrigation scheduling, disease diagnostics, variable rate application, yield prediction,…",
      "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 Vegavid's AI agents for agriculture offering."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "streebo_agriculture_industry",
      "name": "Agriculture Industry AI Agent",
      "url": "https://streebo.com/agriculture-ai-agent",
      "short_summary": "Conversational AI agent for agriculture that answers farmer inquiries, advises on crop harvest timing, crop planning, weather alerts, arranges produce pickup/s…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "From $10/mo",
        "summary": "From $10/mo. Streebo offers a subscription-based Mobile Forms plan starting at $10 per user per month for standard features, with enterprise pricing available upon request."
      },
      "evidence_quality": "low",
      "upvotes": 0
    },
    {
      "agent_id": "cropwise_ai_copilot",
      "name": "Cropwise Ai Copilot",
      "url": "https://github.com/Yukta062006/CropWise-AI-Copilot",
      "short_summary": "An AI-powered farming assistant for Indian farmers that provides crop recommendations, fertilizer and pest guidance, weather updates, live mandi prices, govern…",
      "price": {
        "observed": false,
        "billing": "unknown",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "GitHub offers a free plan, a Team plan at $4 per user/month, and Enterprise starting at $21 per user/month."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "fieldmcp",
      "name": "Fieldmcp",
      "url": "https://fieldmcp.com/glossary",
      "short_summary": "MCP infrastructure that connects AI applications to agricultural and farm data, including John Deere Operations Center, using authenticated APIs for precision…",
      "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": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [],
  "page_url": "https://agentery.com/market/crop-monitoring-precision-ag",
  "summary": {
    "niche": "crop-monitoring-precision-ag",
    "sector": "agriculture-climate",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Pro median $29/mo (3 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": 3,
          "reliability": "low",
          "median": 29,
          "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": "crop-monitoring-precision-ag"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/crop-monitoring-precision-ag",
    "counts": {
      "listings_with_price_capture": 12,
      "listings_with_observed_public_price": 5,
      "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": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 29,
        "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": "streebo_agriculture_industry",
            "usd": 10
          },
          {
            "provider": "ai_agent_for_smart_irrigation_",
            "usd": 29
          },
          {
            "provider": "instacrops_ai_agent",
            "usd": 29
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 12,
      "listings_with_observed_public_price": 5,
      "normalized_observations": 7,
      "comparable_providers": 4,
      "strict_cohorts": 1,
      "exclusion_reasons": {
        "ambiguous_cadence": 2,
        "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": 2,
      "usage_not_monthly": 2
    },
    "billing_mix": {
      "freemium": 2,
      "subscription": 2,
      "usage": 1
    },
    "free_tier_share": 0.4,
    "top_providers": [
      {
        "agent_id": "ai_agent_for_smart_irrigation_",
        "name": "Ai Agent For Smart Irrigation",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 29,
          "monthly_usd": 29,
          "headline": "Free tier, then from $29/mo",
          "summary": "Free tier, then from $29/mo. AgentPlace offers a freemium model with a free tier (2,000 credits) and a Pro plan at $29/month (15k credits), plus custom enterprise pricing."
        },
        "observed": true
      },
      {
        "agent_id": "instacrops_ai_agent",
        "name": "InstaCrops AI Agent",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 29,
          "monthly_usd": 29,
          "headline": "From $29/mo",
          "summary": "From $29/mo. Instacrops is listed at $29 per month for an AI-powered virtual agronomist."
        },
        "observed": true
      },
      {
        "agent_id": "krishiai",
        "name": "Krishiai",
        "price": {
          "observed": false,
          "billing": "unknown",
          "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": "lyzr_ai_agriculture_ai_agents",
        "name": "Lyzr Ai Agriculture Ai Agents",
        "price": {
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Paid (price not published)",
          "summary": "Lyzr charges $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": "terraai",
        "name": "Terraai",
        "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
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "crop-monitoring-precision-ag"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "crop-monitoring-precision-ag",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "ai_agent_for_smart_irrigation_"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "ai_agent_for_smart_irrigation_"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}
Full market

3 providers, one sortable view

Dense enough for many listings; progressive disclosure keeps mobile usable.

Showing only providers with a published price or a free plan. $29 = lowest observed monthly · Free = free to use · Free tier = free plan + paid options.