A number without a reason
What changed?
BoldBellowsAI review sentiment and theme analysis for teams who know the rating but not the reasons
AI review sentiment and theme analysis that tags every review by topic and feeling and tracks the themes by location and month
A rating of 4.2 tells you almost nothing about what to fix, while a thousand comments contain the answer if someone could read them all. BoldBellows lists the topics your business wants to track, such as service, price, cleanliness or delivery, and the sites and locations whose reviews belong in the analysis, reads every review, tags the topics and the sentiment of each, groups them into themes and shows how those themes move by location and month, then builds the AI review sentiment and theme analysis step by step: reviews are pulled from your sites, each is tagged with the topics it mentions and the feeling expressed about each topic, similar comments are grouped into themes, trends are shown by location, month and source, and the strongest positive and negative themes are summarized each week with quotes. Staff can drill into any theme and see the reviews behind it. Custom AI review sentiment and theme analysis can add competitor reviews.
View Pricing
From $1,345, billed once.
- AI review sentiment and theme analysis
- Topics and feelings tagged
- Themes tracked by location
What a Reputation Desk review sentiment analysis route has to prove to be trusted
- Every review readnot just a few
- Topic and feeling per commentservice, price, wait, quality
- Trends by locationmonth on month
- Quotes behind each themeevidence, not just numbers
- Fixed scopeWhat is built, tested and handed over is agreed before work begins
- Priced before we start$1,345 to start, quoted in writing first and never billed monthly by us
01the average-hides-everything problem
A star average tells you how people feel but never why
The average rating moves from 4.3 to 4.1 and everyone asks why. Someone reads the last twenty reviews and decides that service is the problem. Another reads a different twenty and decides it is price. The reviews that mention a slow checkout, a rude phone manner or a missing item are scattered across three sites and never counted. Managers receive a screenshot of the rating at the monthly meeting, and decisions are made on the loudest anecdote.
Anecdotes instead of data
Twenty reviews, two opinions.
Reviews on three sites
Nobody reads all of them.
The same reviews, finally read in full
Before: the same theme tag made again
- Anything the trigger matches is sent on
- The team reads a handful of reviews and guesses
- Ratings are compared without reasons
After: Review Sentiment Analysis holds one true theme tag
- A repeat finds its theme tag through the review, the topic and the sentiment
- Every review is tagged by topic and feeling
- Themes and trends are tracked by location and month
02how it works
How a thousand comments become five themes you can act on
Nothing is written until the change is judged and the theme tag has been looked for.
- Admit only what counts. Each Reputation Desk event is verified and logged; anything outside the agreed scope is set aside with a reason.
- Collect, tag, score. Reviews are collected, tagged with topics and scored for the feeling expressed about each.
- Group, trend, report. Similar comments form themes, trends are tracked and a weekly summary shows the movers with quotes.
What Reputation Desk's documentation means for review sentiment analysis
- Themes beat single reviews. One review is an opinion, but hundreds read together show the recurring causes of praise and complaints, which is the part of the data worth acting on.
- Sentiment belongs to a topic. Because one review can praise the food and criticize the wait, the analysis scores feeling per topic rather than one score per review.
- Retry rules. Retries are preceded by a check of Review Sentiment Analysis using the review, the topic and the sentiment, so repeating a request cannot repeat its effect.
03The parts of the route
How review analysis works: tag, group and trend
Launch is the front door. Route is the workshop. Govern is the inspection that keeps the route honest.
LaunchRouteGovern
Event qualifier Launch
Reads the Reputation Desk record and confirms it satisfies the trigger before Review Sentiment Analysis is touched.
Stable identity ledger Launch
Remembers which Reputation Desk item led to which result in the review sentiment analysis step, so a second delivery of the same event finds what was done and does not repeat it.
Mapping contract Launch
Holds the agreed Reputation Desk-to-Review Sentiment Analysis field map as a versioned contract, not a habit.
Topic list Route
Holds the topics you care about and the words customers use for each.
Sentiment per topic Route
Scores the feeling about each topic inside a single review.
Theme grouping Route
Groups similar comments so recurring issues appear as one theme.
Trend view Govern
Shows each theme by location, month and source.
Weekly summary Govern
Delivers the main risers and fallers with representative quotes.
Escalation list Govern
Shows which exceptions are getting old and who has to act on them.
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04Who it's for
Made for hotel managers that then learn what customers love and what keeps annoying them, from the reviews you already have
Reviews are the cheapest research a business ever gets, and they are only useful if someone reads all of them.
Operations director
"Fix the right thing."
Themes show what customers repeat.
Marketing manager
"Use real words."
Quotes feed our messaging.
Franchise owner
"Compare locations fairly."
Each branch has its own themes.
Product manager
"Hear the pain points."
App and software reviews are grouped by feature.
Customer experience lead
"Prove the trend."
Month-on-month charts back the case.
Founder
"Stop guessing."
The weekly page tells me what changed.
05Compare
How Reputation Desk gets into Review Sentiment Analysis: a star average that hides what people actually said, a connector, or a theme analysis that tags every review by topic and sentiment and shows the trend
Each can show a rating. Only one tells you why, by topic, location and month.
| How themes are found | Star averages | Anecdotes | Our analysis route |
|---|---|---|---|
| What starts the work | A team member checks Reputation Desk | Any event the zap listens to | YesA review event that matches your trigger definition |
| How identity is decided | Searched by name or address | Whatever field is mapped first | YesAverages, anecdotes and screenshots |
| What reaches Review Sentiment Analysis | The parts someone thought of | Fields forwarded unchecked | YesTagged topics, themes and trends with quotes |
| After an uncertain result | It waits until somebody notices | Stops with an error email | YesReads Review Sentiment Analysis by the review, the topic and the sentiment before any rewrite |
An old change turns up late
A delayed Reputation Desk event is compared with what Review Sentiment Analysis already holds and is set aside if it would undo something newer.
A review mentions several topics with mixed feelings, such as great staff but a slow booking system
The analysis records each topic with its own sentiment, so the staff praise and the booking complaint both count in their own themes. The review, the topic and the sentiment turns the question into a lookup, and the answer is one of four: nothing, right, wrong or unclear. Everything else is an update, a no-op or a case for a person.
Before fields or branches are discussed, the review, the topic and the sentiment is fixed, because every later decision reads from it.
PricingCost is shaped by topics, sentiment and trends
Review analysis cost: sources and topics
Start with Launch, adjust the scope of the Reputation Desk review sentiment analysis work and watch the price and the delivery window move from $1,345.
One setup fee · Range shown first · PDF handover included
View Pricing
Pricing
Build your Reputation Desk to Review Sentiment Analysis price
Pick a package, answer three short questions about how Reputation Desk data should reach Review Sentiment Analysis, and your price and turnaround move as you choose.
06The process
Six steps from star ratings to themes
Six stages, one owner on your side, and a written output at the end of each.
Choose the topics
We agree the topics that matter to your business and the words customers use for them.
Approve access
First we ask for restricted access to Reputation Desk and to whatever else review sentiment analysis touches, and we agree the identifiers that tie records together.
Agree reports and owners
Which themes are tracked, who receives the weekly summary and what triggers an alert are written down and signed off.
Try to make it fail
Every failure we can think of is tried against a test Review Sentiment Analysis, and the ones that matter become written repair steps.
Launch with notes
We launch at a checkpoint, watch the first runs with you, and deliver the written handover.
Thirty-day look-back
A review at the end of the first month covers volume, exceptions, retries and anything that drifted.
07Turnaround
Delivery times for each Review Sentiment Analysis package
Time is counted from the moment review source access and the topic list are provided.
Launch
6 to 10 business days
Route
10 to 16 business days
Govern
16 to 24 business days
08Before we start
What you bring to the start
A Reputation Desk login or token that can read what the route needs
Access to your review sources, a list of locations and the topics you want tracked
Reputation Desk credentials we can use for the agreed resources and events
The trigger you want: what must happen in Reputation Desk before anything is sent
A decision on which Reputation Desk values must never reach Review Sentiment Analysis
Confirmation of which environment is production
09Security and ownership
Your data stays in its place, except what the map allows
The route reads the Reputation Desk fields on your approved list and nothing beyond them, and it writes only into the places you have named.
Your tools stay as they are
We work with the supported connection points of Reputation Desk and Review Sentiment Analysis and leave the products exactly as you run them today.
Scoped, revocable access
The integration user or token carries only the rights the route requires.
Less data, less exposure
Each field sent to Review Sentiment Analysis has a stated purpose. Sensitive values are excluded or masked before anything is written.
Look, compare, then act
An unclear write is settled by finding the theme tag and comparing it with the intended values, not by sending again.
Minimal logging
Log lines name the record and the result; they do not reproduce the record.
Full handover
You are not tied to us: the configuration sits in your accounts.
10In their words
What BoldBellows clients say
Verified reviews from operations and finance teams who trust BoldBellows to keep their data moving correctly.
AI Workflow Automation for Agencies
Running a digital agency with many clients was overwhelming. BoldBellows built one automation dashboard that tracks tasks, sends updates and creates client reports automatically.
Clients love the transparency and we love the time we get back. Productivity is up, and project delays have dropped to almost zero.
AI Customer Journey Automation
We wanted a smoother path from first contact to purchase. BoldBellows built an AI system that guides each customer there automatically.
It sends personalized messages, recommends products and follows up at just the right moment. Customer retention has improved dramatically.
AI Video & Voice Automation
We publish product videos every week, and BoldBellows introduced us to AI video automation. The system writes the script, voices it and produces the finished video in minutes.
The quality is remarkable: professional voiceovers, clean visuals and smooth editing. Production time went from three days to under 30 minutes, and we scaled our video marketing without adding cost.
AI Email & Smart Inbox Management
Our inbox used to be chaos. BoldBellows built an AI email system that sorts messages, drafts replies and flags anything urgent.
It learns how we write and gets better every week. We reply faster and no longer miss important messages. It feels like having a personal assistant working around the clock.
AI Booking & Scheduling Automation
Our coaching business needed a better way to schedule. BoldBellows automated all of it: bookings, reminders, cancellations and follow-ups.
No-shows fell by 60% and clients enjoy how smooth it is. It feels personal, not robotic. One of the best upgrades we’ve made.
AI Translation & Localisation
When we expanded abroad we needed fast, accurate translations. BoldBellows built an AI translation system that turns our content into several languages instantly.
The translations read naturally and suit each culture. We now serve customers in five new countries without hiring translators. BoldBellows helped us go global.
AI HR & Recruitment Automation
Our HR team was drowning in applications. BoldBellows automated screening, skills-based filtering and interview scheduling.
It saves us hours every week and means we only interview qualified people. Hiring is now faster, better organized and more professional.
AI Accounting & Invoice Automation
BoldBellows automated our whole invoicing process: creating invoices, sending reminders and tracking payments.
Late payments dropped sharply, and our accounting team finally has time for strategy instead of repetitive admin. Worth every penny.
AI Data Entry & Reporting Automation
We used to spend hours collecting data and building weekly reports by hand. BoldBellows automated all of it.
The reports are clean, visual and easy to read, and our managers rely on them for quick decisions. Human error is gone and our numbers are more accurate across the board.
AI Chatbot & Customer Support
BoldBellows built an AI support chatbot for our online boutique, and it has changed how we run the business. We used to have two full-time staff answering the same questions all day. Now the AI handles order tracking, product recommendations and even refund requests on its own.
What surprised me most is how natural it sounds. Customers compliment the ‘agent’ without realizing it’s AI. Our support workload dropped by 75% and customer satisfaction went up dramatically.
AI Content & Social Media Automation
Our marketing agency couldn’t keep up with content. BoldBellows set up an AI content engine that writes blog posts and captions and even designs our social media creatives.
It spots trends and suggests topics for us, so we stay ahead of competitors. We now produce three times the content with the same team, and engagement has soared. They didn’t just automate our workflow, they lifted our whole brand.
AI Lead Qualification & Sales Automation
Our sales team wasted hours chasing cold leads. BoldBellows built an AI lead-scoring system that reads behavior, email engagement and buying signals.
It filters out weak leads and sends personalized follow-ups automatically, so our team only talks to people who are ready to buy. Conversions rose 40% in the first month. It paid for itself straight away.
AI E-commerce Listings Automation
BoldBellows automated our product listings. The AI writes descriptions, organizes photos and publishes listings across several marketplaces.
It even answers customer questions instantly. Our store looks more professional and sales have noticeably increased.
AI Document & Contract Automation
Onboarding was slow because we wrote every contract by hand. BoldBellows automated the lot: contracts, welcome emails and client setup.
What took 48 hours now takes under 10 minutes, and clients regularly tell us how professional it feels.
AI Social Comment & DM Automation
We get thousands of comments and messages every week. BoldBellows built an AI system that replies instantly, filters spam and surfaces the important ones.
Engagement is up and our page looks active around the clock. It’s like having a full social media team that never stops.
AI CRM Automation
Our CRM was barely used because updating it by hand was tedious. BoldBellows automated data entry, tagging, segmentation and follow-ups.
Now the CRM is always up to date and our campaigns are far more accurate. It improved our whole sales pipeline.
AI Voice Assistant
BoldBellows built a custom AI voice assistant for our customer hotline. It answers questions, books appointments and handles simple requests.
Customers love how fast it is, and our call-centre workload dropped dramatically. One of the smartest upgrades we’ve made.
AI Automation Partner
BoldBellows is hands-down the best AI automation partner we’ve worked with. Their systems are fast, reliable and built around how our business actually works.
Every automation they’ve delivered, from customer service to content, runs flawlessly. We’ve saved time, cut costs and grown faster than we expected.
11FAQ
Review analysis: what operations and marketing ask
Before you commit, here is what buyers most often want confirmed.
Is a Zapier flow enough for Reputation Desk review sentiment analysis?
A simple connector can give you the reasons behind the ratings. It will not read every review, tag topics and feelings, group them into themes and track them over time. These are the parts the build adds.
How many reviews do I need?
A few hundred is enough to see themes, and the more you have the finer the picture.
Which sites can it read?
Google, Facebook, Trustpilot, Tripadvisor, Yelp, app stores and others with a feed or API.
Can it compare locations?
Yes. Themes and sentiment are shown for each location and for the brand as a whole.
Is the analysis accurate?
It is tested on reviews you have tagged yourself, and doubtful ones can be reviewed.
Can it track competitors?
Public competitor reviews can be added where the sites allow it.
What affects the price of review analysis?
The number of sources, locations and topics fixes one total, and your quote shows it before anything is built.
Does the Reputation Desk review sentiment analysis price include the field map?
The topic list, sources and reporting rhythm are sent for your approval before the first analysis runs.
Can review sentiment analysis follow our own rules?
Yes. Rules particular to your team, such as who owns a request or which status counts, become branches in the Reputation Desk review sentiment analysis build, from $1,345.
What if Reputation Desk changes after launch?
We document each dependency. When a platform alters something, only the records touching it pause, and you are told which. Fixes beyond the review period are priced on their own.
Next stepFind out why the rating moved
Give your team the reasons behind every rating
Tell us where your reviews live and what you most want to understand; your written quote arrives before we read a comment.
- From $1,345, paid once
- Every review read
- Themes by location
- No monthly fee from us
Need something the packages do not cover? Tell us and we will quote it.