Hundreds of reviews, one tired founder:
now it is one calm agent
A one-star review sits unanswered for a week because nobody has time to open the console, read it, and write something that is not a copy-pasted template. We build an agent that drafts a reply in your voice for every review, pulls out the actual bug reports hiding in the complaints, and leaves the ones that need a careful human touch for a person.
The process today
App store reviews arrive continuously and unread for most small teams, because checking App Store Connect or the Google Play console is not anyone’s actual job, it is something a founder or a developer does between other tasks when they remember to. Industry benchmarks for app developer response rates commonly put the share of reviews that ever get a reply at well under half for teams without a dedicated process, and the ones that do get a reply often wait days or weeks, by which point the reviewer has moved on and the reply helps only the next person reading it.
The bigger cost is buried inside the complaints. A chunk of one and two-star reviews are not really complaints about the product, they are unfiled bug reports: “crashes every time I open the camera,” “lost my streak after the update.” Without someone reading every review and pulling that detail out into a ticket, real bugs sit in the public review section instead of the bug tracker, visible to every future downloader and invisible to the team that could fix them.
What the agent does
Drafts a reply for every new review within hours, matched to your brand’s actual voice, learned from the replies you have already written rather than a generic template.
Extracts bug reports and feature requests from the free text of a review and files them as a ticket in your bug tracker, tagged with the app version and device details the reviewer gave.
Flags angry and low-rating reviews for a human reply, holding anything at one or two stars, or anything with language suggesting real frustration, instead of auto-posting a reply that might read as dismissive.
Replies in the reviewer’s language across international storefronts, so a German or Thai review gets a reply in German or Thai instead of English with a translation note.
Compiles a weekly digest of recurring complaints by app version, so a spike tied to a specific release is visible before the next update ships.
Watches the rating trend and alerts the team if the average score drops suddenly, which usually means a bad release got out before anyone noticed.
What stays with humans
The agent drafts, a person approves anything that is not a routine, positive or neutral review. One and two-star reviews, anything mentioning a refund, a safety issue or legal language, and any reply that would need to acknowledge a real mistake publicly, all go to a human first. Decisions about how to respond to a coordinated review-bombing incident, or whether to appeal a review to the platform, stay entirely with your team.
Guards
A review period where every drafted reply is checked by a person before auto-posting is switched on, so the tone and judgment are confirmed against your real review history first. After that, low-rating reviews are held for human reply by default regardless of how the tone guide reads, every posted reply is logged against the original review, rate limits prevent a burst of replies from looking automated, and a kill switch stops posting on either storefront instantly.
Price and timeline
| Package | Price | Best for |
|---|---|---|
| Single automation | from $500 | One app, one or two storefronts, replies matched to your existing voice |
| Department package | from $2,500 | Review replies plus ASO description variants and other development automations |
3 to 7 days covers learning your brand voice, connecting both storefronts, and the review period before auto-posting goes live.
Related
Pairs naturally with ASO description variants since both read the same store listing and review data, and with push and email lifecycle messaging for apps that also run their own retention campaigns. Part of automation of everything digital and built the way we build AI agents for our own products. The review discipline comes from shipping our own apps under the same scrutiny: the fitness app with an AI coach and 1,077 backend tests, and TaskWall, reviewed by three specialized agents before a single native module shipped.
Tell us which storefronts and how many apps, and we will send back a fixed price and a plan for the first week: get in touch.
Tired of doing this by hand? We can take the whole routine off your team, not just this step: Routine takeover, from $400 →
FAQ
How much does an app review reply agent cost?
One app, one or two storefronts (App Store and Google Play), starts from $500. A department package covering review replies plus ASO description variants starts from $2,500, priced once we know your review volume and number of apps.
How long does it take to go live?
3 to 7 days: learning your brand voice from past replies or examples you give us, connecting to App Store Connect and the Google Play Developer API, and a short review period where drafted replies are checked before auto-posting is switched on.
Which tools does it connect to?
App Store Connect API and the Google Play Developer API for reading reviews and posting replies, your bug tracker (Jira, Linear or similar) for routing extracted bug reports, and Slack or Telegram for the human review queue.
What if the agent posts a bad reply?
Low-rating and clearly upset reviews never auto-post, they go to a person first. For the routine reviews that do post automatically, every reply follows a fixed tone guide built from your own past replies, and the whole history is visible in the console so a bad one can be edited or deleted in one click.
Is our app and review data safe?
The agent reads only the review and app metadata exposed through the official store APIs, under your own developer account credentials, and we do not retain review content outside the reply pipeline. Access can be revoked at any time.