Review Response Management

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        "handle": "localo_review_response_generat",
        "from": 39.2,
        "to": 39.13,
        "pct": -0.2
      },
      {
        "handle": "ai_reputation_management_agent",
        "from": 1321.79,
        "to": 1322.46,
        "pct": 0.1
      }
    ],
    "newlyPriced": [],
    "droppedFromPriced": [],
    "likeForLikePct": 4.5,
    "kind": "repricing",
    "narrative": "Genuine repricing: 3 agents repriced — 2 up, 1 down."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-09-16",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-17",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-18",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-19",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-20",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-21",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-22",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-23",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-24",
        "index": 102.038,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-25",
        "index": 102.038,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-26",
        "index": 102.038,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-27",
        "index": 102.038,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-28",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-29",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-30",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-01",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-02",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-03",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-04",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-05",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-06",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-07",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-08",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-09",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-10",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-11",
        "index": 102.038,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-12",
        "index": 102.038,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 102.038,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 102.038,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-15",
        "index": 102.038,
        "pairs": 10,
        "dayChangePct": 0
      }
    ],
    "latest": 102.038,
    "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": "feedbackrobot",
      "name": "FeedbackRobot's AI Review Assistant",
      "url": "https://feedbackrobot.com/ai-review-assistants/web-design-agency-ai-review-assistant",
      "short_summary": "drafts professional, on-brand responses to customer reviews (positive and negative)",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Agent Pro",
            "monthly_native": 99,
            "monthly_usd": 99,
            "commitment": "monthly",
            "basis": "$99/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "0USD",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Agent Pro",
              "price": "$99.00/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Agent Advanced",
              "price": "$199.00/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Agent Enterprise",
              "price": "$399.00/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 99,
        "monthly_usd": 99,
        "headline": "Free plan; paid from $99/mo",
        "summary": "Free plan; paid from $99/mo. FeedbackRobot offers a no-cost 25-action tier plus paid monthly plans from $99 to $399 per business workspace, with annual billing advertised at 15% savings but no annual prices shown."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "jeffreyai",
      "name": "JeffreyAI",
      "url": "https://jeffreyai.com/marketing-services/review-automation/",
      "short_summary": "automates collection, management, and response to customer reviews for online reputation and local SEO",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Business",
            "monthly_native": 34,
            "monthly_usd": 45.05,
            "commitment": "monthly",
            "basis": "£34 per user/month × 1",
            "billing_verified": true
          },
          "currency": "GBP",
          "notes": [
            "other prices: Business + £79 (period not stated)",
            "prices in GBP as published; USD figures are conversions at 2026-10-14"
          ],
          "lines": [
            {
              "name": "Basic",
              "price": "It's Free",
              "kind": "unknown"
            },
            {
              "name": "Business",
              "price": "£34 per user / per month",
              "kind": "base_subscription",
              "unit": "user",
              "billed": "monthly"
            },
            {
              "name": "Business +",
              "price": "£79",
              "kind": "unspecified_period"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 45.05,
        "monthly_usd": 45.05,
        "headline": "From £34/mo (£34 per user/month × 1)",
        "summary": "From £34/mo (£34 per user/month × 1). JeffreyAI offers a free Basic plan, with Business priced at £34 per user per month and a Business+ price shown as £79."
      },
      "evidence_quality": "low",
      "upvotes": 0
    },
    {
      "agent_id": "aelestra_review_response",
      "name": "Aelestra Review Response",
      "url": "https://aelestra.com/ai-review",
      "short_summary": "AI agent that automatically monitors and responds to customer reviews across 50+ platforms including Google, Yelp, TripAdvisor, and Uber Eats. Generates on-bra…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Essentials",
            "monthly_native": 50,
            "monthly_usd": 50,
            "commitment": "monthly",
            "basis": "$50/month",
            "billing_verified": false,
            "billing_note": "the pricing page has a \"Monthly Annual Save 20%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          },
          "currency": "USD",
          "notes": [
            "billing period unverified: the pricing page has a \"Monthly Annual Save 20%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          ],
          "lines": [
            {
              "name": "Essentials",
              "price": "$50/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Services",
              "price": "$100/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Starter Plan",
              "price": "$99/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Growth Plan",
              "price": "$399/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise Plan",
              "price": "Custom",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 50,
        "monthly_usd": 50,
        "headline": "From $50/mo (billing period unverified: page has a Monthly/Annual toggle)",
        "summary": "From $50/mo (billing period unverified: page has a Monthly/Annual toggle). Public monthly subscription plans range from $50/mo for Essentials to $399/mo for Growth, with Enterprise pricing available by contact."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "ai_hub",
      "name": "Ai Hub",
      "url": "https://embedmyreviews.com/features/ai-hub-mcp-server/",
      "short_summary": "An MCP server that connects Claude, Cursor, ChatGPT, and other compatible AI clients to live review, Google Business Profile, campaign, and local search data f…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Current flat-rate pricing",
            "monthly_native": 99,
            "monthly_usd": 99,
            "commitment": "monthly",
            "basis": "$99/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Current flat-rate pricing",
              "price": "$99/month",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 99,
        "monthly_usd": 99,
        "headline": "From $99/mo",
        "summary": "From $99/mo. EmbedMyReviews offers a flat-rate agency platform subscription at $99/month with unlimited clients and locations, plus a 14-day free trial."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "embedsocial_ai_reviews_respond",
      "name": "Embedsocial Ai Reviews Respond",
      "url": "https://embedsocial.com/gbp/ai-reviews-responder",
      "short_summary": "AI-powered tool that automatically responds to Google Reviews across multiple business locations. Helps multi-location businesses maintain higher response rate…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Pro",
            "monthly_native": 29,
            "monthly_usd": 29,
            "commitment": "monthly",
            "basis": "$29/month",
            "billing_verified": false,
            "billing_note": "the pricing page has a \"Monthly Yearly Save 20%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          },
          "currency": "USD",
          "notes": [
            "add-on / component (not a whole-product price): GBP AI Reviews Responder $ 9.00 per month — whether a paid base plan is required is not stated",
            "billing period unverified: the pricing page has a \"Monthly Yearly Save 20%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          ],
          "lines": [
            {
              "name": "GBP AI Reviews Responder",
              "price": "$ 9.00 per month",
              "kind": "add_on",
              "billed": "monthly"
            },
            {
              "name": "Free",
              "price": "$0/ month",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$29/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro Plus",
              "price": "$49/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Premium",
              "price": "$99/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Custom",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 29,
        "monthly_usd": 29,
        "headline": "Free plan; paid from $29/mo (billing period unverified: page has a Monthly/Annual toggle)",
        "summary": "Free plan; paid from $29/mo (billing period unverified: page has a Monthly/Annual toggle). EmbedSocial offers a permanent free plan, paid plans from $29 per month, a GBP-specific offer at $9 per month starting with two locations, and custom Enterprise pricing."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "itsyconnect",
      "name": "Itsyconnect",
      "url": "https://itsyconnect.com",
      "short_summary": "macOS client for App Store Connect with built-in AI for translations, review replies, and analytics insights. Includes MCP server for Claude/Cursor integration…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "free",
              "kind": "free",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Free. Itsyconnect is offered as a free Mac download, with self-hosting also available."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "localith",
      "name": "Localith",
      "url": "https://localith.ai/ai-reviews-reply-agent/",
      "short_summary": "AI agent for multi-location teams that drafts and automates Google review replies, detects sentiment, responds in multiple languages, and routes sensitive revi…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "3+ locations",
            "monthly_native": 6.6,
            "monthly_usd": 6.6,
            "commitment": "monthly",
            "basis": "$6.6 per location/month × 1",
            "billing_verified": true
          },
          "rates": [
            {
              "line": "AI credits",
              "per": "per unit",
              "text": "$0.15 per unit"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Location subscription",
              "price": "$9/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Location subscription (annual billing)",
              "price": "$7.20/month billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "3+ locations",
              "price": "$6.60 per location/month",
              "kind": "base_subscription",
              "unit": "location",
              "billed": "monthly"
            },
            {
              "name": "AI credits",
              "price": "$0.15",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 6.6,
        "monthly_usd": 6.6,
        "headline": "From $6.6/mo ($6.6 per location/month × 1)",
        "summary": "From $6.6/mo ($6.6 per location/month × 1). Localith charges $9/month for up to 2 locations, offers 20% lower per-month pricing when billed yearly, and charges $0.15 per AI credit."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "localo_review_response_generat",
      "name": "Localo Review Response Generat",
      "url": "https://localo.com/local-seo-tool/free/ai-review-response-generator",
      "short_summary": "Free AI tool that generates professional, on-brand responses to Google Business Profile reviews in seconds. Helps local businesses and agencies manage their on…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Single Business",
            "monthly_native": 35,
            "monthly_usd": 39.18,
            "commitment": "monthly",
            "basis": "€35/month",
            "billing_verified": true
          },
          "currency": "EUR",
          "notes": [
            "prices in EUR as published; USD figures are conversions at 2026-10-14"
          ],
          "lines": [
            {
              "name": "Single Business",
              "price": "€35 /month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro 10",
              "price": "€59 /month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Let’s talk! Tell us what you need",
              "kind": "unknown"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 39.18,
        "monthly_usd": 39.18,
        "headline": "From €35/mo",
        "summary": "From €35/mo. Localo lists €35/month for Single Business and €59/month for Pro 10, with custom pricing for Enterprise and a 14-day free trial."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "murray_ai_review_responses",
      "name": "Murray Ai Review Responses",
      "url": "https://murraymarketingservices.com/ai/ai-responses",
      "short_summary": "Automated AI system that generates professional, on-brand replies to Google Business Profile reviews. Features sentiment detection, custom tone matching, and o…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing plans or recurring prices were found; the business directs visitors to schedule a free discovery call."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "piconext_reviews",
      "name": "Piconext Reviews",
      "url": "https://piconext.com/platform/ai-reviews-management/",
      "short_summary": "AI-powered review management for local businesses that generates review responses, analyzes sentiment, synchronizes business listings, and manages reviews acro…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Essentials",
              "price": "Contact us",
              "kind": "custom"
            },
            {
              "name": "Pro",
              "price": "Contact us",
              "kind": "custom"
            },
            {
              "name": "Enterprise",
              "price": "Contact us",
              "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). PicoNext lists monthly Essentials and Pro plans plus a custom Enterprise plan, but requires contacting sales for pricing."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [],
  "page_url": "https://agentery.com/market/review-response-management",
  "summary": {
    "niche": "review-response-management",
    "sector": "sales-marketing-revops",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Individual median $9/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": 9,
          "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": 67.26,
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            39.9,
            249.5
          ]
        },
        {
          "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": [
            399,
            2680
          ]
        }
      ],
      "warnings": [
        "This niche currently has sufficient agent pricing but insufficient MCP pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "review-response-management"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/review-response-management",
    "counts": {
      "listings_with_price_capture": 13,
      "listings_with_observed_public_price": 11,
      "providers_with_numeric_monthly_price_latest_scan": 7,
      "like_for_like_comparable_pairs": 7
    },
    "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": 9,
        "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": "localith",
            "usd": 9
          },
          {
            "provider": "embedsocial_ai_reviews_respond",
            "usd": 9
          },
          {
            "provider": "aelestra_review_response",
            "usd": 74.5
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 83.13,
        "provider_count": 4,
        "plan_observation_count": 7,
        "data_confidence": 0.34,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.35,
          "provider_count": 4,
          "plan_observation_count": 7
        },
        "reliability": "low",
        "members": [
          {
            "provider": "embedsocial_ai_reviews_respond",
            "usd": 49
          },
          {
            "provider": "localo_review_response_generat",
            "usd": 67.26
          },
          {
            "provider": "ai_hub",
            "usd": 99
          },
          {
            "provider": "feedbackrobot",
            "usd": 149
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 144.7,
        "provider_count": 2,
        "plan_observation_count": 3,
        "data_confidence": 0.16,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.15,
          "provider_count": 2,
          "plan_observation_count": 3
        },
        "reliability": "low",
        "members": [
          {
            "provider": "localo_review_response_generat",
            "usd": 39.9
          },
          {
            "provider": "aelestra_review_response",
            "usd": 249.5
          }
        ]
      },
      {
        "tier": "enterprise",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 1539.5,
        "provider_count": 2,
        "plan_observation_count": 3,
        "data_confidence": 0.16,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.15,
          "provider_count": 2,
          "plan_observation_count": 3
        },
        "reliability": "low",
        "members": [
          {
            "provider": "feedbackrobot",
            "usd": 399
          },
          {
            "provider": "ai_reputation_management_agent",
            "usd": 2680
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 13,
      "listings_with_observed_public_price": 11,
      "normalized_observations": 17,
      "comparable_providers": 7,
      "strict_cohorts": 4,
      "exclusion_reasons": {
        "ambiguous_cadence": 7,
        "unrankable_or_unparseable": 4,
        "usage_not_monthly": 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": {
      "ambiguous_cadence": 7,
      "unrankable_or_unparseable": 4,
      "usage_not_monthly": 1
    },
    "billing_mix": {
      "subscription": 5,
      "freemium": 3,
      "contact_sales": 2,
      "free": 1
    },
    "free_tier_share": 0.36,
    "top_providers": [
      {
        "agent_id": "feedbackrobot",
        "name": "FeedbackRobot's AI Review Assistant",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Agent Pro",
              "monthly_native": 99,
              "monthly_usd": 99,
              "commitment": "monthly",
              "basis": "$99/month",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Free",
                "price": "0USD",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Agent Pro",
                "price": "$99.00/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Agent Advanced",
                "price": "$199.00/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Agent Enterprise",
                "price": "$399.00/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 99,
          "monthly_usd": 99,
          "headline": "Free plan; paid from $99/mo",
          "summary": "Free plan; paid from $99/mo. FeedbackRobot offers a no-cost 25-action tier plus paid monthly plans from $99 to $399 per business workspace, with annual billing advertised at 15% savings but no annual prices shown."
        },
        "observed": true
      },
      {
        "agent_id": "jeffreyai",
        "name": "JeffreyAI",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Business",
              "monthly_native": 34,
              "monthly_usd": 45.05,
              "commitment": "monthly",
              "basis": "£34 per user/month × 1",
              "billing_verified": true
            },
            "currency": "GBP",
            "notes": [
              "other prices: Business + £79 (period not stated)",
              "prices in GBP as published; USD figures are conversions at 2026-10-14"
            ],
            "lines": [
              {
                "name": "Basic",
                "price": "It's Free",
                "kind": "unknown"
              },
              {
                "name": "Business",
                "price": "£34 per user / per month",
                "kind": "base_subscription",
                "unit": "user",
                "billed": "monthly"
              },
              {
                "name": "Business +",
                "price": "£79",
                "kind": "unspecified_period"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 45.05,
          "monthly_usd": 45.05,
          "headline": "From £34/mo (£34 per user/month × 1)",
          "summary": "From £34/mo (£34 per user/month × 1). JeffreyAI offers a free Basic plan, with Business priced at £34 per user per month and a Business+ price shown as £79."
        },
        "observed": true
      },
      {
        "agent_id": "aelestra_review_response",
        "name": "Aelestra Review Response",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Essentials",
              "monthly_native": 50,
              "monthly_usd": 50,
              "commitment": "monthly",
              "basis": "$50/month",
              "billing_verified": false,
              "billing_note": "the pricing page has a \"Monthly Annual Save 20%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
            },
            "currency": "USD",
            "notes": [
              "billing period unverified: the pricing page has a \"Monthly Annual Save 20%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
            ],
            "lines": [
              {
                "name": "Essentials",
                "price": "$50/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Services",
                "price": "$100/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Starter Plan",
                "price": "$99/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Growth Plan",
                "price": "$399/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Enterprise Plan",
                "price": "Custom",
                "kind": "custom"
              }
            ]
          },
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 50,
          "monthly_usd": 50,
          "headline": "From $50/mo (billing period unverified: page has a Monthly/Annual toggle)",
          "summary": "From $50/mo (billing period unverified: page has a Monthly/Annual toggle). Public monthly subscription plans range from $50/mo for Essentials to $399/mo for Growth, with Enterprise pricing available by contact."
        },
        "observed": true
      },
      {
        "agent_id": "ai_hub",
        "name": "Ai Hub",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Current flat-rate pricing",
              "monthly_native": 99,
              "monthly_usd": 99,
              "commitment": "monthly",
              "basis": "$99/month",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Current flat-rate pricing",
                "price": "$99/month",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 99,
          "monthly_usd": 99,
          "headline": "From $99/mo",
          "summary": "From $99/mo. EmbedMyReviews offers a flat-rate agency platform subscription at $99/month with unlimited clients and locations, plus a 14-day free trial."
        },
        "observed": true
      },
      {
        "agent_id": "embedsocial_ai_reviews_respond",
        "name": "Embedsocial Ai Reviews Respond",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Pro",
              "monthly_native": 29,
              "monthly_usd": 29,
              "commitment": "monthly",
              "basis": "$29/month",
              "billing_verified": false,
              "billing_note": "the pricing page has a \"Monthly Yearly Save 20%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
            },
            "currency": "USD",
            "notes": [
              "add-on / component (not a whole-product price): GBP AI Reviews Responder $ 9.00 per month — whether a paid base plan is required is not stated",
              "billing period unverified: the pricing page has a \"Monthly Yearly Save 20%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
            ],
            "lines": [
              {
                "name": "GBP AI Reviews Responder",
                "price": "$ 9.00 per month",
                "kind": "add_on",
                "billed": "monthly"
              },
              {
                "name": "Free",
                "price": "$0/ month",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Pro",
                "price": "$29/ month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Pro Plus",
                "price": "$49/ month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Premium",
                "price": "$99/ month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Enterprise",
                "price": "Custom",
                "kind": "custom"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 29,
          "monthly_usd": 29,
          "headline": "Free plan; paid from $29/mo (billing period unverified: page has a Monthly/Annual toggle)",
          "summary": "Free plan; paid from $29/mo (billing period unverified: page has a Monthly/Annual toggle). EmbedSocial offers a permanent free plan, paid plans from $29 per month, a GBP-specific offer at $9 per month starting with two locations, and custom Enterprise pricing."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "review-response-management"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "review-response-management",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "feedbackrobot"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "feedbackrobot"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}