AI comment analysis: objections, hooks and UGC briefs
Your ad comments turned into strategic material.
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In short
Published · updated
- Facebook and Instagram comments are synced automatically, over 30 or 90 day periods.
- The AI analysis produces a summary, an audience awareness stage, a sentiment breakdown and a list of objections.
- Each objection comes back with its category, frequency, a verbatim quote, a suggested ad angle and a reply template.
- The analysis also delivers hooks sourced from real comments, customer vocabulary, a winning angle and a UGC brief.
Your ad comments hold what no dashboard shows: the exact words your customers use, and the exact reasons they are not buying.
Collection
Every Facebook and Instagram comment is synced, with live progress, over 30 or 90 days.
Two views coexist. A paginated feed of all comments. And a per-ad view in three columns, ad list, comments, creative preview, with sorting by spend or by comment count. Alongside them sit unanswered-comment counters, replied markers, platform badges, copy all and CSV export.
What the analysis produces
The analysis runs per ad or across the whole account, and returns:
- a summary of what is being said
- the audience’s awareness stage, backed by a quote
- a sentiment breakdown
- the objections, each with its category, frequency, a verbatim quote, a suggested ad angle and a reply template
- ready-to-use hooks, sourced from real comments
- the customer vocabulary, as actually used
- a winning angle with an ad concept
- a UGC brief with creator persona, opening line and the objection to address
Why this is strategy, not moderation
An objection that comes back thirty times is not a customer service problem, it is a broken promise in the creative or on the page. The UGC brief at the end of the chain exists for that: turning what people object to into what the next video must say in its first second.
Good to know
The analysis reads what was written. An ad with no comments produces no material, and an audience that rarely comments does not become talkative because you analyzed it.
The objections surfaced reflect the people who bothered to write, not your buyers as a whole. It is dense qualitative signal, not a representative sample.
Comment analysis is included from the Starter plan.
Other features
All features- Autopilot An agent that reads your account, analyzes it, and acts once you agree.
- Creative Studio Produce statics, then decide which ones deserve budget.
- Agency workspace Several media buyers, several accounts, one invoice.
- Bulk upload Meta Ads From raw files to live ads, in a single pass.
- Multi-platform Three ad platforms, one workflow, one creative tracked end to end.
- Bulk upload TikTok Ads Your video files become TikTok ads, no spreadsheet.
- Bulk upload Snapchat Ads Your 9:16 videos become Snapchat ads, ad squad by ad squad.
- Bridge An ad live on one platform goes live on another, with its video; copy, CTA and tracking rewritten for the destination platform.
- Cross-platform stats One creative's performance on each platform, summed then expanded.
- AI naming detection Your naming convention, recognized and applied on its own.
- Testing structures How your creatives are grouped, decided in one card.
- Bulk configuration One configuration set once, propagated across the batch.
- Copywriting Agent Copy written from what the creative actually says.
- Advantage+ controls Eleven toggles, all off by default.
- Duplicate by City A list of cities in, that many localized ad sets out.
- Analytics and funnel What each step costs you, step by step.
Frequently asked questions
Another question? Ask MathieuHow do you analyze Facebook ad comments?
Apogee syncs your ads' Facebook and Instagram comments over 30 or 90 days, then runs an AI analysis per ad or across the whole account. The analysis returns a summary, the audience awareness stage, a sentiment breakdown, objections, hooks, customer vocabulary, a winning angle and a UGC brief.
How do you see comments on Facebook and Instagram ads?
Apogee gathers your ads' Facebook and Instagram comments in two views: a paginated feed of all comments, and a per-ad view in three columns, ad list, comments and creative preview. Ads can be sorted there by spend or by comment count, with platform badges.
How many comments does it take for the analysis to mean something?
Apogee displays no threshold, but the logic is that of any sample: an objection seen three times out of five comments says nothing, the same one seen thirty times out of three hundred says something. The frequency reported per objection exists exactly to make that call.
Can you export comments from your ads?
Yes, by copying them all or exporting a CSV from Apogee's comment analysis. The exported comments are those synced from Facebook and Instagram over the chosen period, and that period is limited to 30 or 90 days. The export complements the two in-app views: the paginated feed of all comments and the per-ad view.
Does the analysis reply to comments for me?
No. Apogee's comment analysis proposes a reply template per objection, which you use or not: the reply itself stays with you. Unanswered-comment counters and replied markers tell you where work remains, and the per-ad view can be sorted by spend to handle the ads with the most budget first.
How do you find customer objections?
Ad comments surface objections in customers' exact words. Apogee's analysis lists each objection with its category, frequency, a verbatim quote, a suggested ad angle and a reply template. These objections reflect the people who bothered to write, not your buyers as a whole.
What is a UGC brief?
A UGC brief is the set of instructions handed to a content creator before they shoot an ad video. The one produced by Apogee's comment analysis contains a creator persona, an opening line and the objection to address, so the next video answers what people object to from its first second.
What are the audience awareness stages?
Awareness stages describe what your audience already knows about its problem and the solutions, following the five-level model popularized by Eugene Schwartz. Apogee's comment analysis infers your audience's awareness stage from its comments, backed by a quote, next to the sentiment breakdown and the objections.
What is sentiment analysis of comments?
Sentiment analysis sorts comments by the tone they express. In Apogee, it provides a sentiment breakdown of the analyzed comments, per ad or across the whole account, alongside the summary, the objections and the audience awareness stage. It is qualitative signal from the people who comment, not a representative sample of your buyers.
How do you find hooks for your ads?
Your ad comments are a source of hooks, because they hold your customers' exact words. Apogee's analysis pulls ready-to-use hooks from real comments, along with customer vocabulary as actually used and a winning angle with an ad concept. An ad with no comments produces no material.
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