Google Maps Reviews Pro - Sentiment, Topics, Competitor Delta
Pricing
from $10.00 / 1,000 business summaries
Google Maps reviews with built-in intelligence: per-review sentiment, topic clustering (food/service/wait/cleanliness/value), responder tracking, time-series trend, competitor delta, LLM-ready output. Multi-business batch input. For reputation managers, local SEO, chains.
record_type
Required
business_summary = one business with reviews + analysis. competitor_delta = one pairwise comparison record (only in competitor_delta mode).
place_id
Optional
business_name
Optional
address
Optional
category
Optional
total_review_count
Optional
current_rating
Optional
scraped_at
Required
mode
Required
available
Required
True if the upstream scrape and analysis succeeded for this business.
reason
Optional
Failure reason when available=false.
sentiment_distribution
Optional
Aggregate sentiment distribution across the scraped reviews.
topic_distribution
Optional
Topic -> { count, avg_rating } over reviews where the topic was detected.
responder_metrics
Optional
Owner response stats: response rate, average time-to-respond in days, sentiment of owner replies.
time_series
Optional
Last 12 months of review activity by month (YYYY-MM, count, avg_rating).
top_complaint_topics
Optional
Top topics by negative-review count.
top_praise_topics
Optional
Top topics by positive-review count.
recent_trend
Optional
Derived from time_series: last-30d avg vs trailing 90d avg.
llm_summary_md
Optional
Markdown summary block. Only populated when output_format=llm_ready.
reviews
Optional
Per-review records (only present when record_type=business_summary and output_format != csv_friendly).
comparison_pairs
Optional
For competitor_delta records: pairwise side-by-side comparison entries.
