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Product Description Generation

Query this niche via MCPmarket_report({ query: "Product Description Generation", response_mode: "summary" })
active marketmarket pulse 48/100commercial money present0 new builders in 30d9 listings
basis: all observed monthly plans · commercial-form-v2
Agents · median
$261/mo
$30–$1,129 middle half · 5 providers · median of every priced plan point, all tiers
MCP servers · median
None priced — too few for a MCP servers median.

All plans — Agents vs MCPs

each dot = one provider · log scale
Agents $261
Linguix Product Description Ge · $12
One Click Store · $29
Autominds Content · $30
Pimics Ai Agentthe Next Step I · $1,129
Autominds Content · $79
Ahrefs Product Desc Gen · $261
Pimics Ai Agentthe Next Step I · $445
Pimics Ai Agentthe Next Step I · $1,471
Ahrefs Product Desc Gen · $1,589
$10
$25
$50
$100
$250
$500
$1,000
AgentsMCP serversshaded = middle half · line = median
What the figures on this page are. This page is Agentery's fixed-niche view of Product Description Generation (latest observation 2026-10-14T03:32:48.116Z). The headline medians above are computed from that data per delivery type and buyer-tier tab: on a tier tab, the median of each provider's plan at that tier; on “All”, every priced plan point across tiers pooled. Small cohorts show as “too few” rather than a median. The embedded response below is the broader fixed-niche report: its by_provider_type.*.median pools all tiers, pricing.byPersona.* is per buyer tier, and the unit cohorts (e.g. Pro flat) are per tier and billing unit — so those blocks legitimately differ from one headline figure. Over MCP today the advertised tools are market_report (a semantic neighbourhood for your query, not this fixed niche) and price_benchmark (query/task); niche_report stays callable as a legacy alias. Their cohorts are defined differently, so their numbers can differ from this page.
market_reportprice_benchmark
See the MCP response behind this pagefixed-niche report (legacy niche_report alias, full mode) — broader than the headline figure
{
  "niche": "product-description-generation",
  "parent_sector": "ecommerce-retail",
  "provider_type_pricing": {
    "slug": "product-description-generation",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 29,
      "p25": null,
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      "providers": 5
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    "by_provider_type": {
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      },
      "mcp": {
        "median": null,
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        "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": "emerging",
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    "byTierCohorts": {
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              {
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              },
              {
                "provider": "pimics_ai_agentthe_next_step_i",
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              {
                "provider": "pimics_ai_agentthe_next_step_i",
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              {
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      },
      {
        "day": "2026-09-18",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-19",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-20",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-21",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-22",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-23",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-24",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-25",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-26",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-27",
        "index": 100,
        "pairs": 11,
        "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": 12,
        "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": 12,
        "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": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-09",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-10",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-11",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-12",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 100,
        "pairs": 10,
        "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": "ai_ebook_generator",
      "name": "ai-ebook-generator",
      "url": "https://www.scrivibe.com",
      "short_summary": "generates complete multi-chapter eBooks from a single description",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Basic Package",
              "price": "$9.00",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Popular Package",
              "price": "$29.00",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Premium Package",
              "price": "$49.00",
              "kind": "one_off",
              "billed": "one_off"
            }
          ]
        },
        "observed": true,
        "billing": "one-time",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Basic Package $9 (one-time)",
        "summary": "Basic Package $9 (one-time). Scrivibe sells one-time token packages from $9.00 for 50,000 tokens to $49.00 for 500,000 tokens."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "autominds_content",
      "name": "Autominds Content Agent",
      "url": "https://apps.shopify.com/autominds-content-agent",
      "short_summary": "generates SEO-friendly content (blog posts, product descriptions, landing pages, social media posts) for e-commerce stores",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Grow",
            "monthly_native": 30,
            "monthly_usd": 30,
            "commitment": "monthly",
            "basis": "$30/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "Free",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Grow",
              "price": "$30 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Scale",
              "price": "$79 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 30,
        "monthly_usd": 30,
        "headline": "Free plan; paid from $30/mo",
        "summary": "Free plan; paid from $30/mo. Autominds Content Agent offers a permanent free tier, plus Grow at $30/month and Scale at $79/month, with charges billed in USD every 30 days."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "product_descriptions",
      "name": "Product Description Agent",
      "url": "https://writer.com/agents/product-description",
      "short_summary": "Generates multiple product descriptions for ecommerce products from product name and features",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": []
        },
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "Contact sales (no public price). Writer publicly lists a Starter plan with a 14-day free trial and an Enterprise plan requiring contact with sales, but provides no numeric pricing."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "versableai",
      "name": "Versableai",
      "url": "https://versableai.com/",
      "short_summary": "generates market-ready automotive product listings (titles, descriptions, specs) and normalizes/enhances auto parts product data into ACES/PIES compliant format",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Versable does not publish pricing on the provided homepage and directs prospective customers to book a demo."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "pimics_ai_agentthe_next_step_i",
      "name": "Pimics AI Agent",
      "url": "https://pimics.com/en/resources/blog/pimics-ai-agent-the-next-step-in-product-data-management-automation",
      "short_summary": "automates intelligent transformation of product data for product information management (analyzing text inputs, generating marketing descriptions, interpreting…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Start",
            "monthly_native": 390,
            "monthly_usd": 436.52,
            "commitment": "monthly",
            "basis": "€390/month",
            "billing_verified": true
          },
          "currency": "EUR",
          "notes": [
            "prices in EUR as published; USD figures are conversions at 2026-10-14"
          ],
          "lines": [
            {
              "name": "Start",
              "price": "€390 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Lite",
              "price": "€690 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Professional",
              "price": "€990 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Corporate",
              "price": "€1.290 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 436.52,
        "monthly_usd": 436.52,
        "headline": "From €390/mo",
        "summary": "From €390/mo. Pimics lists four recurring plans from €390/mo to €1.290/mo, with prices valid for contracts of at least one year and monthly contracts priced 20% higher."
      },
      "evidence_quality": "low",
      "upvotes": 0
    },
    {
      "agent_id": "ahrefs_product_desc_gen",
      "name": "Ahrefs Product Desc Gen",
      "url": "https://ahrefs.com/writing-tools/product-description-generator",
      "short_summary": "An AI writing tool that generates product descriptions from product details or images, with controls for tone, length, and level of detail. Intended for ecomme…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Plan 1",
            "monthly_native": 119,
            "monthly_usd": 133.2,
            "commitment": "monthly",
            "basis": "€119/month",
            "billing_verified": true
          },
          "currency": "EUR",
          "notes": [
            "prices in EUR as published; USD figures are conversions at 2026-10-14"
          ],
          "lines": [
            {
              "name": "Plan 1",
              "price": "€ 119 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Plan 2",
              "price": "€ 229 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Plan 3",
              "price": "€ 419 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Plan 4",
              "price": "€ 1,394 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 133.2,
        "monthly_usd": 133.2,
        "headline": "From €119/mo",
        "summary": "From €119/mo. Ahrefs publicly lists subscription plans starting at €119 per month, with higher tiers priced at €229, €419, and €1,394 per month."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "hypotenuse_ai",
      "name": "Hypotenuse Ai",
      "url": "https://hypotenuse.ai/features/ai-agents-for-ecommerce",
      "short_summary": "AI agents for ecommerce that automate product content creation, data enrichment, and image editing. Specializes in product descriptions, SEO optimization, cata…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Basic",
              "price": "Custom",
              "kind": "custom"
            },
            {
              "name": "Ecommerce Enterprise",
              "price": "Custom",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "Contact sales (no public price). Hypotenuse AI lists Basic and Ecommerce Enterprise plans, but both require custom pricing and contacting the company."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "linguix_product_description_ge",
      "name": "Linguix Product Description Ge",
      "url": "https://linguix.com/agent/product-description-generator",
      "short_summary": "AI agent that generates compelling product descriptions for eCommerce from product names and key features. Creates persuasive copy for online stores and market…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Linguix Pro",
            "monthly_native": 11.67,
            "monthly_usd": 11.67,
            "commitment": "monthly",
            "basis": "$11.67/month",
            "billing_verified": true
          },
          "annual_option": {
            "line": "Linguix Pro (annual billing)",
            "monthly_equivalent_native": 11.67,
            "total_native": 140.04
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$ 0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Linguix Pro",
              "price": "$11.67 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Linguix Pro (annual billing)",
              "price": "$11.67 / month billed annually",
              "kind": "base_subscription",
              "billed": "annually"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 11.67,
        "monthly_usd": 11.67,
        "headline": "Free plan; paid from $11.67/mo; $11.67/mo equivalent billed annually",
        "summary": "Free plan; paid from $11.67/mo; $11.67/mo equivalent billed annually. Linguix offers a free plan and a Pro subscription shown at $11.67 per month when billed annually, or $140 annually."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "synai_product_writer",
      "name": "Synai Product Writer",
      "url": "https://synai.eu/en/ai-product-descriptions/",
      "short_summary": "A custom AI agent that generates SEO-focused ecommerce product descriptions using a brand’s voice, product data, audience, and tone. Supports workflows for Sho…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": []
        },
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "Contact sales (no public price). SynAI offers tailored AI consulting and directs prospective customers to contact the company for details, with no public pricing shown."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "intershop_ai_copilots",
      "name": "Intershop Ai Copilots",
      "url": "https://intershop.com/en/e-commerce-platform/ai-copilots-and-agents",
      "short_summary": "AI-powered copilots and agents for B2B e-commerce platforms. Includes Copilot for Buyers (digital sales assistant), Copilot for Merchants, Product Content Agen…",
      "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."
      },
      "home_niche": "product-listing-optimization-ecom",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/product-description-generation",
  "summary": {
    "niche": "product-description-generation",
    "sector": "ecommerce-retail",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Pro median $30/mo (4 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": 4,
          "reliability": "low",
          "median": 29.5,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "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": 3,
          "reliability": "low",
          "median": 261.06,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "enterprise",
          "buyer_tier_label": "Enterprise",
          "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": [
            1470.6,
            1589.16
          ]
        }
      ],
      "warnings": [
        "This niche currently has sufficient agent pricing but insufficient MCP pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "product-description-generation"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/product-description-generation",
    "counts": {
      "listings_with_price_capture": 10,
      "listings_with_observed_public_price": 9,
      "providers_with_numeric_monthly_price_latest_scan": 5,
      "like_for_like_comparable_pairs": 5
    },
    "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": 29.5,
        "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": "linguix_product_description_ge",
            "usd": 11.67
          },
          {
            "provider": "one_click_store",
            "usd": 29
          },
          {
            "provider": "autominds_content",
            "usd": 30
          },
          {
            "provider": "pimics_ai_agentthe_next_step_i",
            "usd": 1128.6
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 261.06,
        "provider_count": 3,
        "plan_observation_count": 5,
        "data_confidence": 0.25,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.25,
          "provider_count": 3,
          "plan_observation_count": 5
        },
        "reliability": "low",
        "members": [
          {
            "provider": "autominds_content",
            "usd": 79
          },
          {
            "provider": "ahrefs_product_desc_gen",
            "usd": 261.06
          },
          {
            "provider": "pimics_ai_agentthe_next_step_i",
            "usd": 444.6
          }
        ]
      },
      {
        "tier": "enterprise",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 1529.88,
        "provider_count": 2,
        "plan_observation_count": 2,
        "data_confidence": 0.15,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.1,
          "provider_count": 2,
          "plan_observation_count": 2
        },
        "reliability": "low",
        "members": [
          {
            "provider": "pimics_ai_agentthe_next_step_i",
            "usd": 1470.6
          },
          {
            "provider": "ahrefs_product_desc_gen",
            "usd": 1589.16
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 10,
      "listings_with_observed_public_price": 9,
      "normalized_observations": 12,
      "comparable_providers": 5,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "one_time": 3,
        "ambiguous_cadence": 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": {
      "one_time": 3,
      "ambiguous_cadence": 2
    },
    "billing_mix": {
      "contact_sales": 3,
      "freemium": 2,
      "subscription": 3,
      "one-time": 1
    },
    "free_tier_share": 0.22,
    "top_providers": [
      {
        "agent_id": "ai_ebook_generator",
        "name": "ai-ebook-generator",
        "price": {
          "commercial": {
            "currency": "USD",
            "lines": [
              {
                "name": "Basic Package",
                "price": "$9.00",
                "kind": "one_off",
                "billed": "one_off"
              },
              {
                "name": "Popular Package",
                "price": "$29.00",
                "kind": "one_off",
                "billed": "one_off"
              },
              {
                "name": "Premium Package",
                "price": "$49.00",
                "kind": "one_off",
                "billed": "one_off"
              }
            ]
          },
          "observed": true,
          "billing": "one-time",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Basic Package $9 (one-time)",
          "summary": "Basic Package $9 (one-time). Scrivibe sells one-time token packages from $9.00 for 50,000 tokens to $49.00 for 500,000 tokens."
        },
        "observed": true
      },
      {
        "agent_id": "autominds_content",
        "name": "Autominds Content Agent",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Grow",
              "monthly_native": 30,
              "monthly_usd": 30,
              "commitment": "monthly",
              "basis": "$30/month",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Free",
                "price": "Free",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Grow",
                "price": "$30 / month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Scale",
                "price": "$79 / month",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 30,
          "monthly_usd": 30,
          "headline": "Free plan; paid from $30/mo",
          "summary": "Free plan; paid from $30/mo. Autominds Content Agent offers a permanent free tier, plus Grow at $30/month and Scale at $79/month, with charges billed in USD every 30 days."
        },
        "observed": true
      },
      {
        "agent_id": "product_descriptions",
        "name": "Product Description Agent",
        "price": {
          "commercial": {
            "currency": "USD",
            "lines": []
          },
          "observed": true,
          "billing": "contact_sales",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Contact sales (no public price)",
          "summary": "Contact sales (no public price). Writer publicly lists a Starter plan with a 14-day free trial and an Enterprise plan requiring contact with sales, but provides no numeric pricing."
        },
        "observed": true
      },
      {
        "agent_id": "versableai",
        "name": "Versableai",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "Versable does not publish pricing on the provided homepage and directs prospective customers to book a demo."
        },
        "observed": false
      },
      {
        "agent_id": "pimics_ai_agentthe_next_step_i",
        "name": "Pimics AI Agent",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Start",
              "monthly_native": 390,
              "monthly_usd": 436.52,
              "commitment": "monthly",
              "basis": "€390/month",
              "billing_verified": true
            },
            "currency": "EUR",
            "notes": [
              "prices in EUR as published; USD figures are conversions at 2026-10-14"
            ],
            "lines": [
              {
                "name": "Start",
                "price": "€390 /mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Lite",
                "price": "€690 /mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Professional",
                "price": "€990 /mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Corporate",
                "price": "€1.290 /mo",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 436.52,
          "monthly_usd": 436.52,
          "headline": "From €390/mo",
          "summary": "From €390/mo. Pimics lists four recurring plans from €390/mo to €1.290/mo, with prices valid for contracts of at least one year and monthly contracts priced 20% higher."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "product-description-generation"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "product-description-generation",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "ai_ebook_generator"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "ai_ebook_generator"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}
Full market

4 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.