AI Review Teardown - Competitor Reviews To Product Roadmap
Pricing
from $200.00 / 1,000 reports
AI Review Teardown - Competitor Reviews To Product Roadmap
Turn competitor Google Maps reviews into an AI product roadmap: ranked complaints, winnable gaps, and next build moves with quotes. Pay per report.
Turn competitor Google Maps reviews into an AI product roadmap: ranked complaints, winnable gaps, and next build moves with quotes. Pay per report.
What this Actor does
It collects public source data (see Evidence sources), then uses a language model to turn that raw material into one structured report. One run produces one report, and you pay only when a report is delivered.
Input
| Field | Type | Required | Description |
|---|---|---|---|
targetUrls | array | yes | Competitor review pages |
maxRecords | integer | no | Max reviews to collect |
language | string | no | Review language |
outputLanguage | string | no | Report language |
sampleData | boolean | no | Sample data (free, no data fetched) |
Advanced
| Field | Type | Required | Description |
|---|---|---|---|
llmApiKey | string | no | Optional. Leave empty to use the service's built-in analysis model. Supply your own OpenAI-compatible key to bill model usage to your account. Stored encrypted. |
llmApiBase | string | no | OpenAI-compatible base URL. Empty means the service default. |
llmModel | string | no | Model identifier. Empty means the service default. |
Output
One dataset item per run. Report fields:
| Field | Type | Description |
|---|---|---|
praiseThemes | array | Praise themes |
complaintThemes | array | Complaint themes |
severityRanking | array | Severity ranking |
winnableWedges | array | Winnable wedges |
roadmapMoves | array | Roadmap moves |
positioningClaims | array | Positioning claims |
customerQuotes | array | Customer quotes |
Every report also carries:
| Field | Type | Description |
|---|---|---|
scope | object | Inputs and filters this report was produced for. |
sourceRecordCount | integer | Records collected from the source. |
recordsAnalyzed | integer | Records actually included in the analysis. |
recordsDroppedPastBudget | integer | Records excluded once the analysis budget was reached. |
chunksAnalyzed | integer | Number of analysis passes merged into the report. |
sources | array | Upstream dataset identifiers used as evidence. |
limitations | array | Known limits of this analysis. |
demoMode | boolean | true when no model key was configured. |
generatedAt | string | ISO-8601 timestamp. |
Evidence source
Upstream Actor: compass~Google-Maps-Reviews-Scraper (Google Maps reviews). Data is collected at run time from publicly visible pages.
Pricing
Pay per event: $0.40 per delivered report (roadmap-report). For comparison, Castmagic ($48/mo) and review-intelligence suites ($99+/mo) charge by the seat per month.
Example input
Demo mode
If no model key is configured, the Actor still runs end to end and returns an extractive evidence report (record counts, frequency-ranked terms, verbatim samples) instead of model synthesis, with demoMode: true. This lets you evaluate a run before connecting a model.
Limitations
- Analysis is derived solely from publicly visible data collected at run time; it reflects the sampled window, not the full population.
- Results reflect the material collected in this run, not the entire population of available data.
- Analysis quality depends on how much public text the source exposes.
Independent third-party analysis service. Not affiliated with, endorsed by, or sponsored by the platforms whose public data is analyzed.
