Rowfeed Search & Market Data

rowfeed/ai-search-visibility-tracker

rowfeed--ai-search-visibility-tracker

Destructive

This tool calls the Actor "rowfeed/ai-search-visibility-tracker" and retrieves its output results. Actor description: Ask ChatGPT, Google AI Mode, Gemini and Perplexity your customers' questions and see if your brand is mentioned, in which position versus competitors, and which sources are cited. Full answer, brands and sources per prompt. Pay per answer.

Input Schema

Name	Required	Description	Default
`brand`	No	Brand name or domain (e.g. hubspot.com). A domain also counts as cited when the AI links to it. Example values: "HubSpot"	HubSpot
`engines`	No	Which AI assistants to ask: ChatGPT, Google AI Mode, Gemini and Perplexity. Each prompt x engine is one answer. Example values: ["chatgpt"]
`prompts`	No	Questions your customers ask AI assistants, up to 500. Each prompt is asked on each engine. Example values: ["What is the best CRM for a small business? Recommend 5 options."]
`language`	No	Language of the answer (English name). Example values: "English"	English
`location`	No	Country the question is asked from (English name, e.g. Germany). Example values: "United States"	United States
`waitSecs`	No	Max seconds (0–45, default 30) to cap the wait for the Actor run to reach terminal state. For long-running Actors the response returns at the cap with the current run status; follow `nextStep` to poll via get-actor-run. Set to 0 to fire-and-forget.
`competitors`	No	Optional: up to 20 competitor names or domains to compare against. Example values: ["Pipedrive","Salesforce","Zoho CRM"]

Output Schema

Name	Required	Description
`tip`	No	Advisory guidance RAG Web Browser wrote to its key-value store under the reserved "TIP" key
`runId`	Yes	Actor run ID
`stats`	No	Run statistics
`status`	Yes	Run status: READY \| RUNNING \| TIMING-OUT \| TIMED-OUT \| ABORTING \| ABORTED \| SUCCEEDED \| FAILED
`actorId`	Yes	Stable Apify Actor ID from the run record
`summary`	Yes	Past-tense summary of the run state
`exitCode`	No	Actor process exit code; populated for terminal states (especially FAILED)
`nextStep`	Yes	One primary follow-up action with identifiers interpolated
`storages`	Yes	Dataset and key-value store metadata, keyed by alias. "default" is always the primary entry.
`actorName`	No	"username/actor-name"
`startedAt`	No	ISO timestamp when the run started
`finishedAt`	No	ISO timestamp when the run finished (terminal states only)
`statusMessage`	No	Pass-through from Apify run.statusMessage
`apifyConsoleUrl`	No	Personalized Apify Console link to the run; present only for Console sessions

Schema Changelog

Changes observed during successful MCP inspections.

Changed1 schema field changedNov 6, 2026

addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema

Added value: +{
+  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
+  "properties": {
+    "answer": {
+      "type": "string"
+    },
+    "answer_length": {
+      "type": "number"
+    },
+    "brand": {
+      "type": "string"
+    },
+    "brand_cited": {
+      "type": "boolean"
+    },
+    "brand_mentioned": {
+      "type": "boolean"
+    },
+    "brand_position": {
+      "type": "number"
+    },
+    "brands_in_answer": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "check_url": {
+      "type": "string"
+    },
+    "checked_at": {
+      "type": "string"
+    },
+    "competitors_mentioned": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "engine": {
+      "type": "string"
+    },
+    "from_snapshot": {
+      "type": "boolean"
+    },
+    "language": {
+      "type": "string"
+    },
+    "location": {
+      "type": "string"
+    },
+    "model": {
+      "type": "string"
+    },
+    "prompt": {
+      "type": "string"
+    },
+    "search_queries": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "sources": {
+      "items": {
+        "properties": {
+          "domain": {
+            "type": "string"
+          },
+          "title": {
+            "type": "string"
+          },
+          "url": {
+            "type": "string"
+          }
+        },
+        "type": "object"
+      },
+      "type": "array"
+    },
+    "sources_count": {
+      "type": "number"
+    },
+    "tracked_brands": {
+      "items": {
+        "properties": {
+          "brand": {
+            "type": "string"
+          },
+          "cited": {
+            "type": "boolean"
+          },
+          "mentioned": {
+            "type": "boolean"
+          },
+          "position": {
+            "type": "number"
+          }
+        },
+        "type": "object"
+      },
+      "type": "array"
+    }
+  },
+  "type": "object"
+}

Changed5 schema fields changedNov 6, 2026
- addedInput schema / properties / brand / prefill
```
Added value: +"HubSpot"
```
- addedInput schema / properties / competitors / prefill
```
Added value: +[
+  "Pipedrive",
+  "Salesforce",
+  "Zoho CRM"
+]
```
- addedInput schema / properties / language / prefill
```
Added value: +"English"
```
- addedInput schema / properties / location / prefill
```
Added value: +"United States"
```
- addedInput schema / properties / prompts / prefill
```
Added value: +[
+  "What is the best CRM for a small business? Recommend 5 options."
+]
```

Changed1 schema field changedNov 6, 2026

addedInput schema / description

Added value: +"Live lookups need a paid Apify plan (any plan). The pre-filled example works on the free plan."

Changed1 schema field changedNov 5, 2026

removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema

Removed value: -{
-  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
-  "properties": {
-    "answer": {
-      "type": "string"
-    },
-    "answer_length": {
-      "type": "number"
-    },
-    "brand": {
-      "type": "string"
-    },
-    "brand_cited": {
-      "type": "boolean"
-    },
-    "brand_mentioned": {
-      "type": "boolean"
-    },
-    "brand_position": {
-      "type": "number"
-    },
-    "brands_in_answer": {
-      "items": {
-        "type": "string"
-      },
-      "type": "array"
-    },
-    "check_url": {
-      "type": "string"
-    },
-    "checked_at": {
-      "type": "string"
-    },
-    "competitors_mentioned": {
-      "items": {
-        "type": "string"
-      },
-      "type": "array"
-    },
-    "engine": {
-      "type": "string"
-    },
-    "from_snapshot": {
-      "type": "boolean"
-    },
-    "language": {
-      "type": "string"
-    },
-    "location": {
-      "type": "string"
-    },
-    "model": {
-      "type": "string"
-    },
-    "prompt": {
-      "type": "string"
-    },
-    "search_queries": {
-      "items": {
-        "type": "string"
-      },
-      "type": "array"
-    },
-    "sources": {
-      "items": {
-        "properties": {
-          "domain": {
-            "type": "string"
-          },
-          "title": {
-            "type": "string"
-          },
-          "url": {
-            "type": "string"
-          }
-        },
-        "type": "object"
-      },
-      "type": "array"
-    },
-    "sources_count": {
-      "type": "number"
-    },
-    "tracked_brands": {
-      "items": {
-        "properties": {
-          "brand": {
-            "type": "string"
-          },
-          "cited": {
-            "type": "boolean"
-          },
-          "mentioned": {
-            "type": "boolean"
-          },
-          "position": {
-            "type": "number"
-          }
-        },
-        "type": "object"
-      },
-      "type": "array"
-    }
-  },
-  "type": "object"
-}

Changed1 schema field changedOct 30, 2026

addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema

Added value: +{
+  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
+  "properties": {
+    "answer": {
+      "type": "string"
+    },
+    "answer_length": {
+      "type": "number"
+    },
+    "brand": {
+      "type": "string"
+    },
+    "brand_cited": {
+      "type": "boolean"
+    },
+    "brand_mentioned": {
+      "type": "boolean"
+    },
+    "brand_position": {
+      "type": "number"
+    },
+    "brands_in_answer": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "check_url": {
+      "type": "string"
+    },
+    "checked_at": {
+      "type": "string"
+    },
+    "competitors_mentioned": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "engine": {
+      "type": "string"
+    },
+    "from_snapshot": {
+      "type": "boolean"
+    },
+    "language": {
+      "type": "string"
+    },
+    "location": {
+      "type": "string"
+    },
+    "model": {
+      "type": "string"
+    },
+    "prompt": {
+      "type": "string"
+    },
+    "search_queries": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "sources": {
+      "items": {
+        "properties": {
+          "domain": {
+            "type": "string"
+          },
+          "title": {
+            "type": "string"
+          },
+          "url": {
+            "type": "string"
+          }
+        },
+        "type": "object"
+      },
+      "type": "array"
+    },
+    "sources_count": {
+      "type": "number"
+    },
+    "tracked_brands": {
+      "items": {
+        "properties": {
+          "brand": {
+            "type": "string"
+          },
+          "cited": {
+            "type": "boolean"
+          },
+          "mentioned": {
+            "type": "boolean"
+          },
+          "position": {
+            "type": "number"
+          }
+        },
+        "type": "object"
+      },
+      "type": "array"
+    }
+  },
+  "type": "object"
+}

Changed1 schema field changedOct 30, 2026

removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema

Removed value: -{
-  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
-  "properties": {
-    "answer": {
-      "type": "string"
-    },
-    "answer_length": {
-      "type": "number"
-    },
-    "brand": {
-      "type": "string"
-    },
-    "brand_cited": {
-      "type": "boolean"
-    },
-    "brand_mentioned": {
-      "type": "boolean"
-    },
-    "brand_position": {
-      "type": "number"
-    },
-    "brands_in_answer": {
-      "items": {
-        "type": "string"
-      },
-      "type": "array"
-    },
-    "check_url": {
-      "type": "string"
-    },
-    "checked_at": {
-      "type": "string"
-    },
-    "competitors_mentioned": {
-      "items": {
-        "type": "string"
-      },
-      "type": "array"
-    },
-    "engine": {
-      "type": "string"
-    },
-    "from_snapshot": {
-      "type": "boolean"
-    },
-    "language": {
-      "type": "string"
-    },
-    "location": {
-      "type": "string"
-    },
-    "model": {
-      "type": "string"
-    },
-    "prompt": {
-      "type": "string"
-    },
-    "search_queries": {
-      "items": {
-        "type": "string"
-      },
-      "type": "array"
-    },
-    "sources": {
-      "items": {
-        "properties": {
-          "domain": {
-            "type": "string"
-          },
-          "title": {
-            "type": "string"
-          },
-          "url": {
-            "type": "string"
-          }
-        },
-        "type": "object"
-      },
-      "type": "array"
-    },
-    "sources_count": {
-      "type": "number"
-    },
-    "tracked_brands": {
-      "items": {
-        "properties": {
-          "brand": {
-            "type": "string"
-          },
-          "cited": {
-            "type": "boolean"
-          },
-          "mentioned": {
-            "type": "boolean"
-          },
-          "position": {
-            "type": "number"
-          }
-        },
-        "type": "object"
-      },
-      "type": "array"
-    }
-  },
-  "type": "object"
-}

Changed1 schema field changedOct 28, 2026

addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema

Added value: +{
+  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
+  "properties": {
+    "answer": {
+      "type": "string"
+    },
+    "answer_length": {
+      "type": "number"
+    },
+    "brand": {
+      "type": "string"
+    },
+    "brand_cited": {
+      "type": "boolean"
+    },
+    "brand_mentioned": {
+      "type": "boolean"
+    },
+    "brand_position": {
+      "type": "number"
+    },
+    "brands_in_answer": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "check_url": {
+      "type": "string"
+    },
+    "checked_at": {
+      "type": "string"
+    },
+    "competitors_mentioned": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "engine": {
+      "type": "string"
+    },
+    "from_snapshot": {
+      "type": "boolean"
+    },
+    "language": {
+      "type": "string"
+    },
+    "location": {
+      "type": "string"
+    },
+    "model": {
+      "type": "string"
+    },
+    "prompt": {
+      "type": "string"
+    },
+    "search_queries": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    },
+    "sources": {
+      "items": {
+        "properties": {
+          "domain": {
+            "type": "string"
+          },
+          "title": {
+            "type": "string"
+          },
+          "url": {
+            "type": "string"
+          }
+        },
+        "type": "object"
+      },
+      "type": "array"
+    },
+    "sources_count": {
+      "type": "number"
+    },
+    "tracked_brands": {
+      "items": {
+        "properties": {
+          "brand": {
+            "type": "string"
+          },
+          "cited": {
+            "type": "boolean"
+          },
+          "mentioned": {
+            "type": "boolean"
+          },
+          "position": {
+            "type": "number"
+          }
+        },
+        "type": "object"
+      },
+      "type": "array"
+    }
+  },
+  "type": "object"
+}

Changed1 schema field changedOct 28, 2026

removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema

Removed value: -{
-  "description": "JSON Schema for rows in the dataset at `storages.datasets.default.id` — describes row shape only; the rows themselves are NOT returned inline in this response. Inferred from this Actor's historical successful runs. To fetch actual rows, call `get-dataset-items` with the dataset id and a `fields` projection drawn from this schema.",
-  "properties": {
-    "answer": {
-      "type": "string"
-    },
-    "answer_length": {
-      "type": "number"
-    },
-    "brand": {
-      "type": "string"
-    },
-    "brand_cited": {
-      "type": "boolean"
-    },
-    "brand_mentioned": {
-      "type": "boolean"
-    },
-    "brand_position": {
-      "type": "number"
-    },
-    "brands_in_answer": {
-      "items": {
-        "type": "string"
-      },
-      "type": "array"
-    },
-    "check_url": {
-      "type": [
-        "null",
-        "string"
-      ]
-    },
-    "checked_at": {
-      "type": "string"
-    },
-    "competitors_mentioned": {
-      "items": {
-        "type": "string"
-      },
-      "type": "array"
-    },
-    "engine": {
-      "type": "string"
-    },
-    "from_snapshot": {
-      "type": "boolean"
-    },
-    "language": {
-      "type": "string"
-    },
-    "location": {
-      "type": "string"
-    },
-    "model": {
-      "type": "string"
-    },
-    "prompt": {
-      "type": "string"
-    },
-    "search_queries": {
-      "items": {
-        "type": "string"
-      },
-      "type": "array"
-    },
-    "sources": {
-      "items": {
-        "properties": {
-          "domain": {
-            "type": "string"
-          },
-          "title": {
-            "type": "string"
-          },
-          "url": {
-            "type": "string"
-          }
-        },
-        "type": "object"
-      },
-      "type": "array"
-    },
-    "sources_count": {
-      "type": "number"
-    },
-    "tracked_brands": {
-      "items": {
-        "properties": {
-          "brand": {
-            "type": "string"
-          },
-          "cited": {
-            "type": "boolean"
-          },
-          "mentioned": {
-            "type": "boolean"
-          },
-          "position": {
-            "type": [
-              "null",
-              "number"
-            ]
-          }
-        },
-        "type": "object"
-      },
-      "type": "array"
-    }
-  },
-  "type": "object"
-}

Changed2 schema fields changedOct 28, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "string",
-  "null"
-]New value: +[
+  "null",
+  "string"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
Changed2 schema fields changedOct 28, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "null",
-  "string"
-]New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
Changed2 schema fields changedOct 28, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "string",
-  "null"
-]New value: +[
+  "null",
+  "string"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
Changed2 schema fields changedOct 28, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "null",
-  "string"
-]New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
Changed2 schema fields changedOct 28, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "string",
-  "null"
-]New value: +[
+  "null",
+  "string"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
Changed2 schema fields changedOct 28, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "null",
-  "string"
-]New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "string",
-  "null"
-]New value: +[
+  "null",
+  "string"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "null",
-  "string"
-]New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "string",
-  "null"
-]New value: +[
+  "null",
+  "string"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "null",
-  "string"
-]New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "string",
-  "null"
-]New value: +[
+  "null",
+  "string"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "null",
-  "string"
-]New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "string",
-  "null"
-]New value: +[
+  "null",
+  "string"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "null",
-  "string"
-]New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "string",
-  "null"
-]New value: +[
+  "null",
+  "string"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "null",
-  "string"
-]New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "string",
-  "null"
-]New value: +[
+  "null",
+  "string"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "null",
-  "string"
-]New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "string",
-  "null"
-]New value: +[
+  "null",
+  "string"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "null",
-  "string"
-]New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "string",
-  "null"
-]New value: +[
+  "null",
+  "string"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "null",
-  "string"
-]New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "string",
-  "null"
-]New value: +[
+  "null",
+  "string"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "null",
-  "string"
-]New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "string",
-  "null"
-]New value: +[
+  "null",
+  "string"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "null",
-  "string"
-]New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "string",
-  "null"
-]New value: +[
+  "null",
+  "string"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "null",
-  "string"
-]New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "string",
-  "null"
-]New value: +[
+  "null",
+  "string"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "null",
-  "string"
-]New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "string",
-  "null"
-]New value: +[
+  "null",
+  "string"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "null",
-  "string"
-]New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "string",
-  "null"
-]New value: +[
+  "null",
+  "string"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "null",
-  "string"
-]New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "string",
-  "null"
-]New value: +[
+  "null",
+  "string"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "null",
-  "string"
-]New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "string",
-  "null"
-]New value: +[
+  "null",
+  "string"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
Changed2 schema fields changedOct 27, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "null",
-  "string"
-]New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
Changed2 schema fields changedOct 26, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "string",
-  "null"
-]New value: +[
+  "null",
+  "string"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
Changed2 schema fields changedOct 26, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "null",
-  "string"
-]New value: +[
+  "string",
+  "null"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
Changed2 schema fields changedOct 26, 2026
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -[
-  "string",
-  "null"
-]New value: +[
+  "null",
+  "string"
+]
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "number",
-  "null"
-]New value: +[
+  "null",
+  "number"
+]
```
Changed5 schema fields changedOct 26, 2026
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / brands_in_answer / items / type
```
Added value: +"string"
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -"null"New value: +[
+  "string",
+  "null"
+]
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / from_snapshot
```
Added value: +{
+  "type": "boolean"
+}
```
- addedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / search_queries / items / type
```
Added value: +"string"
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -[
-  "null",
-  "number"
-]New value: +[
+  "number",
+  "null"
+]
```
Changed8 schema fields changedOct 26, 2026
- changedInput schema / properties / engines / description
```
Previous value: -"Which AI assistants to ask. Each prompt x engine is one answer.\nExample values: [\"chatgpt\"]"New value: +"Which AI assistants to ask: ChatGPT, Google AI Mode, Gemini and Perplexity. Each prompt x engine is one answer.\nExample values: [\"chatgpt\"]"
```
- changedInput schema / properties / engines / items / enum
```
Previous value: -[
-  "chatgpt",
-  "google_ai_mode"
-]New value: +[
+  "chatgpt",
+  "google_ai_mode",
+  "gemini",
+  "perplexity"
+]
```
- changedInput schema / properties / engines / items / enumTitles
```
Previous value: -[
-  "ChatGPT (with web search)",
-  "Google AI Mode"
-]New value: +[
+  "ChatGPT (with web search)",
+  "Google AI Mode",
+  "Gemini",
+  "Perplexity (Sonar with web search)"
+]
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / brands_in_answer / items / type
```
Removed value: -"string"
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / check_url / type
```
Previous value: -"string"New value: +"null"
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / from_snapshot
```
Removed value: -{
-  "type": "boolean"
-}
```
- removedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / search_queries / items / type
```
Removed value: -"string"
```
- changedOutput schema / properties / storages / properties / datasets / properties / default / properties / itemsSchema / properties / tracked_brands / items / properties / position / type
```
Previous value: -"number"New value: +[
+  "null",
+  "number"
+]
```
AddedOct 21, 2026

TDQS

B3.1/5.0

Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations declare readOnlyHint=false, openWorldHint=true and destructiveHint=true, so the safety profile is already known; the description's 'calls the Actor' and 'Pay per answer' add the useful cost model that annotations do not supply. However, the 'retrieves its output results' framing understates that this launches a live, billable, long-running run whose results must later be polled via get-actor-run. Rate limits and run lifecycle are left to the waitSecs schema text.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences: a boilerplate wrapper sentence followed by the substantive Actor description. The marketing copy ('Full answer, brands and sources per prompt. Pay per answer.') is compact and the core capability is front-loaded, but the generic first sentence earns little and the fragment style is less scannable than a single well-formed lead.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With 7 fully documented parameters, an output schema, and explicit annotations, the description does not need to explain return values or field formats. What is missing is usage context: when this beats sibling visibility/SEO tools, and that live lookups require a paid plan. Adequate but with clear gaps for a paid, multi-engine research tool in a large sibling set.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so every parameter (brand, engines, prompts, language, location, waitSecs, competitors) is already documented in detail in the input schema. The description adds only the conceptual framing of prompts x engines = one answer, without extra syntax or constraints. Baseline 3 applies when the schema does the heavy lifting.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description states a specific verb and resource: ask the same customer questions across ChatGPT, Google AI Mode, Gemini and Perplexity and detect whether the brand is mentioned, its rank versus competitors, and which sources are cited. That is far more informative than the generic 'calls the Actor and retrieves its output results' opener. It never names the closest sibling (rowfeed--google-ai-overview-tracker), but the multi-engine scope still makes the tool identifiable.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no prerequisites, and no routing versus the many sibling rowfeed tools. 'Pay per answer' hints at cost but does not tell the agent when this tracker is the right choice over the single-engine Google AI Overview tracker or a plain SERP tool. The only exclusion-like signal, the paid-plan requirement, lives in the schema description rather than here.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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rowfeed/ai-search-visibility-tracker

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