Review Response Management

{
  "niche": "review-response-management",
  "parent_sector": "sales-marketing-revops",
  "provider_type_pricing": {
    "slug": "review-response-management",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 66.5,
      "p25": null,
      "p75": null,
      "providers": 8
    },
    "by_provider_type": {
      "agent": {
        "median": 45.25,
        "p25": null,
        "p75": null,
        "providers": 6,
        "publishable": true,
        "confidence": "moderate"
      },
      "mcp": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 2,
        "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": "sparse",
  "observed_node_count": 1,
  "adjacent_niches": [
    "ai-marketing-mix-modelling",
    "seo-content-agent",
    "brand-mention-monitoring",
    "competitive-monitoring-scraper",
    "ai-presentation-deck",
    "ad-creative-generation"
  ],
  "market_pulse": {
    "pulse": 51,
    "drivers": [
      "enterprise money present",
      "1 new builder in 30d"
    ],
    "price_move_30d_pct": 0.4,
    "money_share": 0.5454545454545454,
    "entry_rate": 0.05263157894736842,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 9,
    "quarantined_agents": 0,
    "confidence": "high",
    "published": {
      "d": false,
      "w": false,
      "m": false
    },
    "held_reason": {
      "d": null,
      "w": null,
      "m": null
    },
    "driver": {
      "d": null,
      "w": null,
      "m": null
    },
    "tier_contribution": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_series": {
      "individual": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "pro": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "team_sme": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "enterprise": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ]
    },
    "tier_own_move": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_agents": {
      "individual": 2,
      "pro": 4,
      "team_sme": 3,
      "enterprise": 2
    },
    "obs_range": {
      "d": null,
      "w": null,
      "m": null
    },
    "tier_obs_range": {
      "d": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "w": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "m": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      }
    }
  },
  "pricing": {
    "sampleSize": 14,
    "observed": 11,
    "byPersona": {
      "free": {
        "n": 2,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0.5
      },
      "individual": {
        "n": 6,
        "nPriced": 5,
        "reliability": "medium",
        "median": 9,
        "p25": 6.6,
        "p75": 50,
        "min": 0.15,
        "max": 99,
        "mean": 32.95,
        "stdev": 41.82,
        "usageShare": 0.17
      },
      "pro": {
        "n": 7,
        "nPriced": 4,
        "reliability": "low",
        "median": 99,
        "p25": 89,
        "p75": 124,
        "min": 59,
        "max": 199,
        "mean": 114,
        "stdev": 59.72,
        "usageShare": 0
      },
      "team_sme": {
        "n": 6,
        "nPriced": 6,
        "reliability": "medium",
        "median": 91.5,
        "p25": 47,
        "p75": 174.25,
        "min": 34,
        "max": 399,
        "mean": 141.67,
        "stdev": 139.75,
        "usageShare": 0
      },
      "enterprise": {
        "n": 9,
        "nPriced": 3,
        "reliability": "low",
        "median": 1000,
        "p25": 699.5,
        "p75": 2000,
        "min": 399,
        "max": 3000,
        "mean": 1466.33,
        "stdev": 1361.76,
        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0.5,
        "mixedBilling": true,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 4,
        "p25": 8.4,
        "median": 29.5,
        "p75": 62.25,
        "confidence": "low",
        "usageShare": 0.17,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 4,
        "p25": 89,
        "median": 99,
        "p75": 124,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 6,
        "p25": 47,
        "median": 91.5,
        "p75": 174.25,
        "confidence": "medium",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "enterprise": {
        "nMonthly": 3,
        "p25": 699.5,
        "median": 1000,
        "p75": 2000,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 41.15,
          "provider_count": 2,
          "plan_observation_count": 4,
          "data_confidence": 0.17,
          "data_confidence_basis": {
            "provider_component": 0.17,
            "observation_component": 0.2,
            "provider_count": 2,
            "plan_observation_count": 4
          },
          "reliability": "low",
          "members": [
            {
              "provider": "localith",
              "usd": 7.8
            },
            {
              "provider": "aelestra_review_response",
              "usd": 74.5
            }
          ]
        },
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 99,
          "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": "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": 141,
          "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": "localo_review_response_generat",
              "usd": 39.9
            },
            {
              "provider": "project_mcp",
              "usd": 141
            },
            {
              "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
            }
          ]
        }
      ],
      "rejected": {
        "free_or_zero": 4,
        "unrankable_or_unparseable": 3,
        "ambiguous_cadence": 4,
        "usage_not_monthly": 1
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 16,
            "offers": [
              {
                "provider": "aelestra_review_response",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$50/mo",
                "monthly_usd": 50
              },
              {
                "provider": "aelestra_review_response",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$100/mo",
                "monthly_usd": 100
              },
              {
                "provider": "aelestra_review_response",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/mo",
                "monthly_usd": 99
              },
              {
                "provider": "aelestra_review_response",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$399/mo",
                "monthly_usd": 399
              },
              {
                "provider": "ai_hub",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/month",
                "monthly_usd": 99
              },
              {
                "provider": "ai_reputation_management_agent",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "£1000 /mo",
                "monthly_usd": 1340
              },
              {
                "provider": "ai_reputation_management_agent",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "£3000 /mo",
                "monthly_usd": 4020
              },
              {
                "provider": "feedbackrobot",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99.00/mo",
                "monthly_usd": 99
              },
              {
                "provider": "feedbackrobot",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199.00/mo",
                "monthly_usd": 199
              },
              {
                "provider": "feedbackrobot",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$399.00/mo",
                "monthly_usd": 399
              },
              {
                "provider": "localith",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9/month",
                "monthly_usd": 9
              },
              {
                "provider": "localith",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$6.60/month",
                "monthly_usd": 6.6
              },
              {
                "provider": "localo_review_response_generat",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "€35 /month",
                "monthly_usd": 39.9
              },
              {
                "provider": "localo_review_response_generat",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "€59 /month",
                "monthly_usd": 67.26
              },
              {
                "provider": "project_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$83/month",
                "monthly_usd": 83
              },
              {
                "provider": "project_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199/month",
                "monthly_usd": 199
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "other_usage",
            "count": 1,
            "offers": [
              {
                "provider": "localith",
                "tier": "individual",
                "billing": "usage",
                "unit": "other_usage",
                "price": "$0.15 per credit",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 4,
            "offers": [
              {
                "provider": "aelestra_review_response",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "localo_review_response_generat",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Let’s talk!",
                "monthly_usd": null
              },
              {
                "provider": "piconext_reviews",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "review_management_agent",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Book Demo",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 9,
          "normalized_observations": 16,
          "comparable_providers": 7,
          "strict_cohorts": 4,
          "exclusion_reasons": {
            "free_or_zero": 4,
            "unrankable_or_unparseable": 3,
            "ambiguous_cadence": 4,
            "usage_not_monthly": 1
          }
        }
      }
    },
    "billingMix": {
      "subscription": 6,
      "freemium": 3,
      "contact_sales": 2
    },
    "freeTierShare": 0.27,
    "medianLowestUsd": 66.5
  },
  "movement": {
    "niche": "review-response-management",
    "sector": "sales-marketing-revops",
    "pricedNow": 8,
    "pairs": 7,
    "repriced": [
      {
        "handle": "ai_reputation_management_agent",
        "from": 1348.53,
        "to": 1354.13,
        "pct": 0.4
      },
      {
        "handle": "localo_review_response_generat",
        "from": 40.44,
        "to": 40.5,
        "pct": 0.1
      },
      {
        "handle": "embedsocial_ai_reviews_respond",
        "from": 27.73,
        "to": 27.77,
        "pct": 0.1
      }
    ],
    "newlyPriced": [
      "project_mcp"
    ],
    "droppedFromPriced": [
      "jeffreyai"
    ],
    "likeForLikePct": 0.1,
    "kind": "mixed",
    "narrative": "Repricing + composition: 3 agents repriced — all up (avg +0.1%); 1 newly published pricing; 1 stopped showing a public price."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 11,
        "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": "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": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 99,
        "monthly_usd": 99,
        "headline": "Free tier, then from $99/mo",
        "summary": "Free tier, then 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": "project_mcp",
      "name": "Project",
      "url": "https://moregoodreviews.com",
      "short_summary": "More Good Reviews helps businesses get more reviews and keep track of what customers are saying, all in one place.\n\nTrack your reputation: see how many reviews…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 83,
        "monthly_usd": 83,
        "headline": "From $83/mo",
        "summary": "From $83/mo. More Good Reviews publicly lists a Business plan at $83/month and an Agency plan at $199/month, with per-location volume pricing and no numeric annual price 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": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier + paid plans (price not published)",
        "summary": "JeffreyAI offers a free Basic plan and a Business plan priced at £34 per user per month, with a 14-day free trial noted for paid plans."
      },
      "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": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 50,
        "monthly_usd": 50,
        "headline": "From $50/mo",
        "summary": "From $50/mo. 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": {
        "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": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 27.77,
        "monthly_usd": 32.13,
        "headline": "Free tier, then from $27.77/mo",
        "summary": "Free tier, then from $27.77/mo. EmbedSocial offers a permanent free plan and three paid plans priced at €24, €40, and €80 per month when billed yearly; month-to-month prices were not shown."
      },
      "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": {
        "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."
      },
      "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": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 6.6,
        "monthly_usd": 6.6,
        "headline": "From $6.6/mo",
        "summary": "From $6.6/mo. Localith starts at $9/month for 2 locations and 100 credits, with additional locations and AI credits charged separately."
      },
      "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": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 40.5,
        "monthly_usd": 46.87,
        "headline": "From $40.5/mo",
        "summary": "From $40.5/mo. Localo offers monthly plans at €35 for Single Business and €59 for Pro 10, while Enterprise pricing is provided on request."
      },
      "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 reliable public pricing for the AI services is shown in the supplied homepage or work-with-us content."
      },
      "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": "No published benchmark for review-response-management yet — too few comparable priced providers. Observed offers are listed.",
      "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            7.8,
            74.5
          ]
        },
        {
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            67.26,
            149
          ]
        },
        {
          "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": [],
      "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": 14,
      "listings_with_observed_public_price": 11,
      "providers_with_numeric_monthly_price_latest_scan": 8,
      "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": 41.15,
        "provider_count": 2,
        "plan_observation_count": 4,
        "data_confidence": 0.17,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.2,
          "provider_count": 2,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "localith",
            "usd": 7.8
          },
          {
            "provider": "aelestra_review_response",
            "usd": 74.5
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 99,
        "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": "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": 141,
        "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": "localo_review_response_generat",
            "usd": 39.9
          },
          {
            "provider": "project_mcp",
            "usd": 141
          },
          {
            "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": 14,
      "listings_with_observed_public_price": 11,
      "normalized_observations": 16,
      "comparable_providers": 7,
      "strict_cohorts": 4,
      "exclusion_reasons": {
        "free_or_zero": 4,
        "unrankable_or_unparseable": 3,
        "ambiguous_cadence": 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": {
      "free_or_zero": 4,
      "unrankable_or_unparseable": 3,
      "ambiguous_cadence": 4,
      "usage_not_monthly": 1
    },
    "billing_mix": {
      "subscription": 6,
      "freemium": 3,
      "contact_sales": 2
    },
    "free_tier_share": 0.27,
    "top_providers": [
      {
        "agent_id": "feedbackrobot",
        "name": "FeedbackRobot's AI Review Assistant",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 99,
          "monthly_usd": 99,
          "headline": "Free tier, then from $99/mo",
          "summary": "Free tier, then 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": "project_mcp",
        "name": "Project",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 83,
          "monthly_usd": 83,
          "headline": "From $83/mo",
          "summary": "From $83/mo. More Good Reviews publicly lists a Business plan at $83/month and an Agency plan at $199/month, with per-location volume pricing and no numeric annual price shown."
        },
        "observed": true
      },
      {
        "agent_id": "jeffreyai",
        "name": "JeffreyAI",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free tier + paid plans (price not published)",
          "summary": "JeffreyAI offers a free Basic plan and a Business plan priced at £34 per user per month, with a 14-day free trial noted for paid plans."
        },
        "observed": true
      },
      {
        "agent_id": "aelestra_review_response",
        "name": "Aelestra Review Response",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 50,
          "monthly_usd": 50,
          "headline": "From $50/mo",
          "summary": "From $50/mo. 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": {
          "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
      }
    ],
    "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"
      }
    ]
  }
}