A real complaint hidden
A keyword matched.
Instagram AI comment moderation for brands whose posts attract more comments than they can read
Instagram's comment API lets an app reply to, hide, unhide, delete and switch off comments, and recommends webhooks over polling to avoid rate limits. BoldBellows reserves the object ID and event type as the key the moment a delivery lands, pages through comments the way the API pages them, a page at a time, then treats each comment as quoted data, classifies it against your written policy, proposes reply, hide or escalate and records which rule applied. Obvious spam can be hidden automatically if you allow it, because hiding is reversible. Deleting, banning and public replies to criticism wait for a person.
From $810, paid once. Moderate Instagram comments with AI.
01 · the over-moderation problem
A blocklist hides any comment containing a bad word, so a customer who writes that a delivery was a disaster disappears while a polite spam message with a link to a fake giveaway stays. Genuine questions sit unanswered because nobody can read hundreds of comments, a public reply to a complaint is written in a hurry, and deleting something that should have been answered costs trust. When someone asks why their comment vanished, nobody can say which rule removed it.
A keyword matched.
It used polite words.
Nobody read it.
02 · how it works
An Instagram event becomes a proposal in three stages, each with its own evidence.
Before anything is prepared for the AI workflow, the Instagram event is checked against the agreed admission rule.
The webhook delivers the comment, the full text is read, and the model classifies it and proposes the mildest action.
Spam is hidden under the rule, anything else waits for approval, and every hide can be reversed from the log.
The comment API can retrieve, reply to, hide or unhide, delete and switch off comments on a post, so the route chooses the mildest action that solves the problem and records which one it took.
The comment API can retrieve, reply to, hide or unhide, delete and switch off comments, so the route chooses the least drastic action that solves the problem and keeps delete for a person.
Because one key built from the comment ID, the media ID, the policy version and the model run is stored with each record, replaying an event leaves the AI workflow unchanged if the work exists.
03 · what ships in the build
The route grows in three steps: Basic, then Branch, then Guardian.
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Looks at each Instagram event and chooses between act, wait and discard, with notes.
BasicHolds the prompt version, the structured answer and the outcome against the Instagram object they concern.
BasicKeeps one reviewed list of Instagram fields that may reach the AI workflow and refuses additions without sign-off.
BasicClassifies each comment against policy and hides or queues it as the rule allows, on the Instagram AI Comment Moderation service.
BranchFinds the existing proposal through one key built from the comment ID, the media ID, the policy version and the model run, or proves there is none.
BranchDecides, by class and confidence, whether a comment is hidden, queued or answered, for this Instagram AI Comment Moderation service.
BranchTracks mismatches between Instagram and the AI workflow until someone closes them.
GuardianFlags a policy change or a model version that shifts what gets hidden.
GuardianGives the team one place to see blocked work between Instagram and the AI workflow.
Guardian04 · who it's for
Instagram posts attract comments of every kind.
"Clear the spam, keep the critics."
Spam is hidden by rule, and criticism is kept and routed to me.
"Answer the real questions."
Questions are queued with the post and the history.
"Never delete without asking."
Delete and public replies always wait for approval.
"I want to know the rule."
On this Instagram AI Comment Moderation service, every action cites the policy version and the class.
"Different clients, different rules."
Policies and approvers are set account by account.
"I do not want to read every comment."
I see a daily summary and only the exceptions.
The quote reflects proposals, approvals and policies
Basic starts at $810.
05 · compare your options
Each can hide a comment.
| How a run starts | A keyword blocklist | A generic AI zap for Instagram | Our graded-action moderation route |
|---|---|---|---|
| What starts the work | An admin on a busy day | Anything the trigger matches | Only changes on your in-scope list |
| How identity is decided | Checked against old notes | A lookup that may return several | A decision key: comment, policy version and model run |
| What reaches the AI workflow | A handwritten note turned digital | The default field set | A graded action with its rule, reversible and approved where needed |
| After an uncertain result | An email thread to sort it out | Fails quietly | Uses one key built from the comment ID, the media ID, the policy version and the model run to settle what already exists |
A late Instagram notice is compared with the stored checkpoint; anything older than the current proposal is closed with a note.
The class is complaint, not abuse, so the comment stays visible, care is given the order details to write the reply themselves. It searches the AI workflow on one key built from the comment ID, the media ID, the policy version and the model run, weighs what it finds against the plan and logs the verdict.
One key built from the comment ID, the media ID, the policy version and the model run links each Instagram record to its the AI workflow proposal for the life of the route.
Pick a package, answer three short questions about how Instagram data should reach AI Comment Moderation, and your price and turnaround move as you choose.
06 · process & getting started
Six steps, named outputs, and a review after go-live.
We agree what counts as spam, abuse, a question and a complaint, and the action each class may trigger.
Comment access is limited to the one permission the route needs, granted by you, and a test account is used for every rehearsal before any real comment is touched.
The written policy, the actions allowed without approval and the approver for each other action are agreed before a model reads a comment.
Unusual, incomplete and repeated records are run through a test the AI workflow so the route's answers are known, in the Instagram AI Comment Moderation service.
We launch at a checkpoint, watch the first runs with you, and deliver the written handover.
On this Instagram AI Comment Moderation service, the opening weeks are monitored for retries, delays and mismatches, and the results are summarised for you.
07 · turnaround
Timing runs from approved access to Instagram and the model provider.
6 to 10 business days
10 to 16 business days
16 to 24 business days
08 · before we start
09 · security and ownership
Access to Instagram is limited to the objects named in the brief, and the model never holds credentials of its own.
Instagram keeps doing what it does and the AI workflow keeps doing what it does; the connection between them is the only new thing.
The integration user or token carries only the rights the route requires.
New fields in Instagram do not flow into the AI workflow until someone adds them to the map on purpose.
The same event processed twice gives the same result in the AI workflow, because one key built from the comment ID, the media ID, the policy version and the model run decides create or update.
Log lines name the record and the result; they do not reproduce the record.
You are not tied to us: the configuration sits in your accounts.
10 · verified reviews
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 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.
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.
11 · questions
Before you commit, here is what buyers most often want confirmed.
A clean comment section without a full-time moderator is something a zap does well. It does not tell a complaint from abuse, hide before deleting or send a real question to a person. If those matter to you, the build is the right fit; if not, we will say a zap is enough.
Not by default. Hiding is reversible and can be automatic for obvious spam. Deleting and banning wait for a person.
It stays visible. A person gets complaints along with the context, and any public reply is approved first.
By webhook, which Meta recommends over polling to avoid rate limits. The account must be public for comment notifications to arrive.
Yes.
Comment text is treated as data inside fixed instructions, the answer must match a schema, and anything unexpected goes to a person, in the Instagram AI Comment Moderation service.
Whichever you approve; each decision stores the model and the policy version it used.
It comes with every build: a written statement of what the model sees from Instagram, what it may propose and what only a person can change.
Yes. Different teams, mailboxes or sites in Instagram can have their own rules and approvers. It begins at $810.
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.
Keep the conversation open and the spam out
Name the event, the decision and the reviewer, and the Instagram AI route can be quoted today from $810.
Need something the packages do not cover? Tell us and we will quote it.