An honest complaint hidden
A rude word matched.
Facebook Page AI comment moderation for businesses whose posts and ads draw heated comments
Facebook Page AI comment moderation that sorts spam, abuse and questions, proposes the gentlest action first and hides before it ever deletes
A Facebook Page comment section is public, attracts scams on every ad and holds some of your most honest customer feedback. Comments can be replied to, hidden or deleted with the pages_manage_engagement permission, and a feed webhook announces them as they arrive. BoldBellows saves the comment, its post and the time Facebook reported them, parks an unclear event in a queue instead of guessing what it meant, then treats each comment as quoted data, classifies it against your written policy, proposes reply, hide or escalate and records the rule behind it. Obvious scams can be hidden automatically if you allow it, because a hide can be undone. Everything else waits for a person.
View Pricing
From $820, paid once. Moderate Facebook Page comments with AI.
- Moderate Facebook Page comments with AI
- Hide before delete, reversible
- Questions go to a person
How the Facebook Pages AI route earns its place
- Gentle firsthide before delete
- Reversibleevery hide can be undone
- Customers heardquestions and complaints reach people
- Policy citedeach action names its rule
- Launch reviewThe first weeks are watched against the checkpoint log
- No meter running$820 covers design, build, tests and handover; nothing accrues afterwards
B2Before and after
A banned-word list hides the honest complaint and lets the polite scam stand
The Page's word filter hides any comment with a rude word, so a customer who says the delivery was a disaster disappears from view while a scam that promises free gift cards in perfect English stays under every ad. Real questions about prices and opening hours sit unanswered under promoted posts, a rushed public reply to an angry customer makes things worse, and when a customer asks why their comment vanished nobody can say which rule removed it.
Sound familiar?
A scam under every ad
It used polite words.
A pricing question unanswered
Nobody read it.
A rushed public reply
There was no review step.
A comment gone with no explanation
No rule was logged.
A visitor post ignored
Only Page posts were watched.
The same Page, with a comment section you can stand behind
Before
- Events are copied across unjudged
- A word list hides whatever matches
- Nobody can say why a comment disappeared
After
- Create, update or skip is decided by one key built from the Page, the comment ID, the policy version and the model run
- Comments are classified against a written policy
- Every action is graded, logged and reversible
D4How it works
How a Page comment becomes a graded, reversible action under a written policy
The path is short: admit, match, write, record.
1. Confirm the trigger
The route confirms that the Facebook Pages event is authentic and that the Page event is one you asked it to act on.
2. Receive, read, classify
The feed webhook delivers the comment, the full text is fetched, and the model classifies it and proposes the gentlest action.
3. Act, approve, undo
Scams are hidden under the rule, everything else waits for approval, and any hide can be reversed from the log.
E5Inside your workflow
Inside the Facebook Page moderation route: the parts that do the sorting
Pick the depth you need.
Entry
Rule-based admitter
Matches the incoming event to the admission rule and logs the match for later audit.
Entry
Stable identity ledger
Links each model run to the Facebook Pages object that started it, then stores the decision under that pair.
Entry
Value normaliser
Standardises formats, dates and casing from Facebook Pages so the AI workflow receives clean values.
Engine
Classifier and action writer
Classifies each comment against policy and hides or queues it as the rule allows.
Engine
Comment-ID matcher
Compares the event with what one key built from the Page, the comment ID, the policy version and the model run points to and picks the matching action.
Engine
Policy and approval matrix
Decides, by class and confidence, whether a comment is hidden, queued or answered.
Audit Desk
Moderation register
Produces a dated list of differences so they can be cleared in order, in the Facebook AI Comment Moderation service.
Audit Desk
Policy drift monitor
Flags a policy edit or a new model version that shifts what gets hidden.
Audit Desk
Incident trail
Keeps the sequence of events around any problem so the cause can be found fast.
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G7Who it is for
Helping automotive dealers read new Page comments, sort spam, abuse, questions and praise, and propose the gentlest action, with a person approving anything beyond hiding obvious spam
A Facebook Page invites public comments of every kind. A model can sort them while people keep the decisions that matter.
Page manager
"Clear the scams, keep the critics."
Scam links are hidden by rule, and criticism stays visible and routed to me.
Customer care lead
"Answer the real questions."
Questions reach my queue with the post and the history.
Marketing director
"Our ads attract scammers."
Comments under ads are screened the moment they arrive.
Legal adviser
"I want to know the rule."
Every action cites the policy version and the class.
Agency account manager
"Each client has a different tolerance."
Policies and approvers are set Page by Page.
Owner
"I never want to delete the wrong comment."
Delete is never automatic, and hides can be undone.
Proposals, approvals and policies move the estimate for Facebook AI Comment Moderation
Cost your Facebook Page moderation route, one policy choice at a time
See the cost of a person-approved Facebook Pages AI route before any conversation. Entry starts at $820.
View Pricing
One setup fee
I9Your options
Facebook Pages to the AI workflow: the quick way, the usual way and a graded-action moderation route
Each can hide a comment. Only one grades the action, logs the rule and keeps it reversible.
| How a run starts | A word filter on the Page | A generic AI zap for Facebook Pages | Our graded-action moderation route |
|---|---|---|---|
| What starts the work | A manual check | Each raw notification | A Page event that passes eligibility |
| How identity is decided | Name typed, hope it matches | Name match, first result wins | One key: Page, comment, policy version and model run |
| What reaches the AI workflow | Key fields, sometimes | Loosely formatted text | A graded action with its rule, reversible and approved where needed |
| After an uncertain result | A weekly tidy-up | Stops and loses context | Reconciles first, writes only the difference |
Yesterday's change, today's record
A Facebook Pages event older than the state in the AI workflow is logged and closed, so delivery timing never decides which version wins.
A customer comments under an ad that the product arrived broken, with strong language
The class is complaint, not abuse, so the comment stays visible, care receives it with the order lookup, and a person writes the public reply. The proposal is located through one key built from the Page, the comment ID, the policy version and the model run, compared with the intended values and classified.
Decide one key built from the Page, the comment ID, the policy version and the model run early: it is how the route recognises its own work.
Pricing
Build your Facebook Pages AI Comment Moderation price
Pick a package, answer three short questions about how Facebook Pages data should reach AI Comment Moderation, and your price and turnaround move as you choose.
J11The process
Six steps to Page moderation that stays fair
The plan has six steps and a fixed shape, so timelines stay honest.
-
Day 1
Define the classes
We agree what counts as a scam, abuse, a question and a complaint, and the action each class may trigger.
-
Access review
Approve access
The route is given scoped reads on Facebook Pages, a model you have approved and a clear list of who signs off.
-
Build phase
Write the policy and approvals
The written policy, the actions allowed without approval and the approver for every other action are agreed before a model reads a comment.
-
Before you review
Replay the troublemakers
Known problem cases are replayed through a test the AI workflow until each one ends safely, in the Facebook AI Comment Moderation service.
-
Release day
Launch with notes
The last step is release: a defined start, a review window and a PDF you can keep.
-
Day 1
Confirm it holds
A short review confirms that counts, matches and exceptions behave as they did in testing.
K12Turnaround
How long the AI Comment Moderation packages take
Days are counted from the point access to Facebook Pages and the approval chain is settled.
Entry
6 to 10 business days
Engine
10 to 16 business days
Audit Desk
16 to 24 business days
L13Getting started
What we ask of you
Authorisation to reach the Facebook Pages objects in scope
Admin or moderator access to the Facebook Page, a written moderation policy and a person who owns decisions
A named Facebook Pages contact who can approve access requests
The fields from Facebook Pages that the AI workflow must receive
Details of any other tools that already write to the AI workflow
Permission to document the route in your handover pack
M14Safety and ownership
Approved data only, through supported doors only
A bounded slice of Facebook Pages goes to the model, and its output is treated as advice that a rule or a person must accept.
Leaves both tools alone
The build uses supported access on each side and does not alter how Facebook Pages or the AI workflow behave for anyone else on your team.
Scoped, revocable access
Permissions are written down, minimal and reversible.
Scoped to the route
With Facebook AI Comment Moderation in place, the proposal receives the agreed fields for this route alone, which keeps reports and permissions in the AI workflow simple.
Checked before it is repeated
Each retry is preceded by a read of the AI workflow through one key built from the Page, the comment ID, the policy version and the model run, which keeps a timeout from becoming a duplicate.
Minimal logging
Evidence of a run is kept as references, not as copies of data.
Full handover
The PDF names each rule, credential and owner so your admins are never guessing.
N15In their words
What BoldBellows clients say
Verified reviews from business owners who use BoldBellows automations every day, from marketing and sales to support and operations.
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 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 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 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.
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 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.
P16FAQ
Facebook Pages, AI and your comments: what Page managers ask before trusting it
We collected the questions that decide most purchases and answered them.
Can a simple Facebook Pages integration run the AI part?
Buying a Page comment section that stays civil from a connector is fine. Expecting it to tell a complaint from abuse, hide before deleting or pass a real question to a person is where they fall short. That is the difference between moving data and running a route.
Will it delete comments?
Not by default. Hiding is reversible and can be automatic for obvious scams. Deleting waits for a person.
What happens to criticism?
It stays visible. A person receives complaints with the context, and any public reply is approved first.
Does it watch visitor posts?
Yes, where the app has access to them, so a comment on a visitor post is screened like any other.
Can a hidden comment be restored?
Yes. Every hide is logged with its rule and can be undone.
Could a comment trick the model?
Comment text is treated as data inside fixed instructions, the answer must match a schema, and anything unexpected goes to a person.
Which model classifies the comments?
Whichever you approve; each decision stores the model and the policy that applied.
Are masked fields part of the Facebook Pages route?
We decide, field by field, which Facebook Pages data is shown, masked or withheld, and you approve that before the build.
Can it follow our escalation path?
Yes. Starting at $820.
What if we want to swap the model later on the Facebook AI Comment Moderation service?
The handover lists every interface the route uses. If one changes, the affected item stops and is flagged instead of being written from a guess. Repairs after your review window are quoted separately.
Q17Keep your Page civil and your customers heard
Give your Page AI sorting with a person in charge
Bring the Facebook Pages workflow you want help with and a name for the approver; the price opens at $820.
- From $820, paid once
- Gentle first
- Policy cited
- No monthly fee from us
Unusual volumes or extra systems are quoted on request.