What it connects to

Local-business adapter: resolves a business, finds its nearby same-type rivals, and pulls everyone's real Google reviews and ratings.

Pulls the real review corpus at scale for the D2C adapter (Amazon product reviews) and the mobile-apps adapter (App Store reviews), where a direct pull would rate-limit.

Mobile-apps adapter: reads an app's real Play Store reviews via google-play-scraper, server-side.

Reads the review corpus and produces the gap map, quotes, segments, and the marketer and operator outputs. The same engine runs all three adapters.

Amplify hosting, a worker Lambda for live runs, and DynamoDB for jobs, saved accounts, and rate limits. The whole pipeline runs here.

Send the action plan, with its success criteria and evidence quotes, straight into a project. Needs your Jira account and token.

A digest of each run dropped into a channel: the weakness, the ad angle, and the punch-list.

Reply drafting is live today. Posting a reply to Google needs the GBP API approval, which is a longer road, so replies stay draft-only for now.

Download a full report to share, or the raw scores and quotes to drop into a spreadsheet.

Fire a report into any tool when a run finishes.

Watch a competitor over time. Natural for the D2C and mobile-apps adapters, where the source returns a deep review history; held back for local until a denser source than the handful Google returns is in place.