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Documentation Index

Fetch the complete documentation index at: https://anchors.in/docs/llms.txt

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The AI Analysis Report is the most detailed view of your campaign on anchors. It goes well beyond impressions and engagement rate. It tells you what people felt when they read the post, what questions they asked, whether they wanted to buy, and which creator actually delivered business value — not just reach. For marketers, this report is where influencer marketing stops being a gut-feel channel and starts being a data-backed one.
The AI Analysis Report is available after posts go live and comments start coming in. The more comments a campaign generates, the richer the analysis. Reports update as new data syncs from LinkedIn.

How to access the report

From your live campaign dashboard, click View All Analysis or Check Post-Analysis Report on any creator row. You can also access it from the left-side campaign progress panel under AI Analysis Report.

Overall vs creator-level report

At the top of the report, you can switch between two views:
ViewWhat it covers
Overall Campaign AnalysisCombined data across all creators in the campaign
Individual Creator AnalysisDeep dive into one specific creator’s performance
Start with the overall view to understand how the campaign performed as a whole. Then go creator by creator to understand who drove which kind of value. Overall vs individual creator report selector on anchors

The three report tabs

Both the overall view and the individual creator view are split into three tabs. Each tab answers a different question.
TabThe question it answers
AI Comment AnalysisWhat did people say and how did they feel?
Engaged AudienceWho actually interacted with the content?
Reached AudienceWho saw the content, even if they did not engage?

Tab 1: AI Comment Analysis

This is the most valuable tab for marketers. Comments on LinkedIn are not noise — they are direct signals from your target audience about how they responded to the campaign. AI Comment Analysis tab on anchors

Campaign metrics summary

At the top of this tab, a quick summary of the campaign’s overall performance:
MetricWhat it shows
Total reachUnique people who saw the campaign posts
Total likesCombined likes across all posts
Total commentsCombined comments across all posts
Total repostsCombined reshares across all posts
Average engagement rateEngagement rate averaged across all creators

Top audience categories

Shows the strongest audience signals from the campaign across four dimensions. You can filter the view by reach, engaged likes, or engaged comments.
DimensionWhat it tells you
RoleWhich job titles showed up most in the campaign audience
LocationWhich cities or countries the audience came from
SeniorityWhether you reached entry level, managers, directors, or CXOs
IndustryWhich industries the audience works in
This is useful for comparing against the audience you targeted. If you set filters for founders and HR leaders but the top role in your report is student, something went wrong in creator selection and you can fix it in the next campaign.

Sentiment Analysis

The AI reads every comment across all creator posts and sorts them into three buckets. Sentiment Analysis section in AI report on anchors
SentimentWhat it means
PositiveComments that show approval, interest, praise, or enthusiasm
NegativeComments that show criticism, disappointment, or concern
NeutralComments that are informational or observational without strong feeling
Under each sentiment bucket, the report shows example comments so you can read actual responses rather than just percentages. Why this matters for marketers Sentiment tells you things a like count never will. A post can have 500 likes and a comment section full of scepticism. A post can have 80 likes and 40 comments from people saying they are going to try the product this week. The numbers look very different but the second post is the better campaign outcome. Tracking sentiment across campaigns also tells you whether certain creators, topics, or content formats consistently generate more positive responses. That feeds directly into brief writing and creator selection for future campaigns.

Emotional signals

Beyond positive, negative, and neutral, the report also identifies the specific emotions present in comments:
EmotionWhat it looks like in comments
Excitement”This is exactly what I have been looking for”
CuriosityQuestions about how the product works or where to get it
TrustMentions of the brand or creator being credible
SupportEncouragement and sharing the post with others
DisappointmentExpectations that were not met
FrustrationComplaints about a feature, experience, or claim
SkepticismDoubt about the product’s claims or the creator’s authenticity
Scepticism and frustration in comments are early warning signals. If they appear consistently across multiple creators in a campaign, it usually means either the product claim in the brief was too strong or the creator’s audience did not trust the collaboration.

Comment depth analysis

The report splits comments into two categories:
CategoryWhat it means
SuperficialShort, low-effort comments like “Great post” or single word reactions
DetailedLonger comments that engage with the content, ask questions, or share an opinion
Detailed comments indicate real audience involvement. They are also more likely to be from the professional, decision-maker audience you were trying to reach. A high ratio of detailed to superficial comments is a strong signal that the content resonated at a deeper level.

Customer Query Analysis

This section is where the report shifts from brand perception into business intelligence. The AI identifies comments that contain actual buyer signals and sorts them into three categories. Customer Query Analysis section on anchors
Comments where people asked questions about the product — how it works, where to get it, pricing, availability, features, or anything else they wanted to know before deciding whether to try it.The report shows:
  • Volume of product queries
  • Top query categories (delivery, pricing, availability, features, etc.)
  • Example queries
  • AI-generated insight summarising what the audience most wanted to know
Why this mattersProduct queries are your market research. If ten people asked about pricing in comments, that is a signal your brief did not address cost expectations clearly enough — or that pricing transparency could convert more buyers. If people keep asking where to buy, your brief needs a clearer call to action. These insights directly improve your next campaign brief.

Best performing influencers

This section highlights creators by the type of value they delivered — not just who got the most reach. Best performing influencers section on anchors
CategoryWhat it identifies
Best performing influencerHighest overall campaign performance across metrics
Highest positive sentimentCreator whose comments had the most positive audience response
Most customer queries generatedCreator who drove the most audience curiosity about the product
Most purchase intentCreator whose audience showed the strongest buying signals
This matters because the creator who generated the most impressions is not always the one who delivered the most business value. A mid-sized creator with a highly engaged niche audience often drives more purchase intent and more qualified queries than a larger creator with a passive following.

Influencer performance comparison table

A side-by-side breakdown of every creator in the campaign across the key intelligence metrics. Influencer performance comparison table on anchors
ColumnWhat it shows
InfluencerCreator name
Total commentsVolume of comments on their post
Positive commentsCount of positive sentiment comments
Negative commentsCount of negative sentiment comments
Neutral commentsCount of neutral sentiment comments
Product queriesNumber of product questions in comments
Purchase intentNumber of comments showing buying interest
Customer concernsNumber of comments flagging concerns
This table is exportable as a CSV. Use the Export CSV button at the top right of the table to download the full creator comparison. This is useful for presenting campaign results to stakeholders, comparing campaigns over time, or building your own analysis on top of the data.

Tab 2: Engaged Audience

This tab focuses on who actually interacted with the campaign — people who liked or commented, not just people who scrolled past. Engaged Audience tab on anchors

Top metrics

MetricWhat it shows
Engagement rateAverage rate across all posts
Total likesCombined likes from engaged audience
Total commentsCombined comments from engaged audience

Audience snapshot

A quick summary of the strongest engaged audience signals:
SignalWhat it tells you
Top roleThe most common job title among people who engaged
Top locationWhere most of the engaged audience is based
Top industryThe industry most represented in engagement
Top seniorityThe seniority level most present in engagement

Audience distribution

A full breakdown of the engaged audience across four dimensions. Toggle between Likes and Comments to see whether different audience segments engage differently.
DimensionWhat to look for
Job rolesAre the roles engaging with the content the same ones you targeted?
LocationsIs engagement coming from the right geographies?
IndustriesAre the industries represented what you expected?
Seniority levelsAre decision-makers engaging or mostly junior profiles?
Why this matters for marketers Engagement from the wrong audience is a common problem in influencer marketing that most brands never catch because they do not have this data. If you targeted CTOs and your engaged audience is mostly entry-level employees, the creator’s audience did not match what their profile suggested. This tab gives you proof of that mismatch so you can make a better creator decision next time.

Tab 3: Reached Audience

This tab shows who saw the campaign posts, even if they did not like or comment. It is about visibility and audience spread. Reached Audience tab on anchors

Top reach metrics

MetricWhat it shows
Total reachUnique people who saw the posts
Engagement rateHow much of the reached audience actively engaged
LikesTotal likes from reached audience
CommentsTotal comments from reached audience
Likes to comments ratioBalance between passive and active response

Reach summary

Quick snapshot of the strongest reached audience signals — top location, top role, top seniority.

Audience distribution

Full breakdown of the reached audience across job roles, locations, industries, and seniority. This is particularly useful for awareness campaigns where the goal was visibility into a specific professional segment rather than direct engagement. Reached vs engaged — why both matter
Reached audienceEngaged audience
What it measuresWho saw the contentWho responded to it
Best forAwareness campaignsPerformance campaigns
What it tells youWhether the campaign reached the right peopleWhether the content moved the right people
Risk to watchHigh reach, wrong audienceHigh engagement, low seniority or wrong role

Individual creator report

Switch to any creator using the selector at the top of the report page. Everything described above — all three tabs — is available at the individual creator level too. Individual creator AI report on anchors Use the individual report to:
  • Compare two creators who had similar reach but different comment quality
  • Identify which creator drove the most purchase intent relative to their audience size
  • Decide which creators to work with again based on audience fit, not just performance numbers
  • Build an internal shortlist of high-value creators for future campaigns

Rate the influencer

After reviewing the AI report, you will see a Rate the Influencer panel on the side. This is private and only visible to your team. Rate the influencer panel on anchors
FieldWhat to fill in
Overall experience ratingStar rating covering content quality, revision experience, and campaign effectiveness
Future collaboration likelihoodScore from 1 to 10 on whether you would work with them again
Additional feedbackFree text for specific notes about the collaboration
Submit a rating for each creator. This data feeds into anchors’ creator ranking system and improves future recommendations for your account and others on the platform.

What marketers should do with this report

Most marketers look at a campaign report once and file it. Here is how to actually use it.
If negative sentiment or scepticism appeared consistently, read the example comments. They will tell you exactly which claim, tone, or product angle did not land. Rewrite that part of your brief for the next campaign.
Every unanswered question in a comment is a conversion that did not happen. If people kept asking about pricing, add a pricing reference to the next brief. If they asked about delivery, make sure creators mention it. The comments are telling you what your content is missing.
Sort the influencer comparison table by purchase intent. The creator at the top of that column is your highest business-value creator from this campaign. Work with them again. The one at the bottom with high reach and zero purchase intent is not worth the same budget next time.
Compare the top role and top seniority in your engaged audience against what you set in the influencer criteria. If there is a mismatch, your creator selection or audience filters need adjusting. The data tells you exactly where the gap is.
Download the influencer performance table as a CSV. Use it to build a campaign summary for your team or leadership. The data covers sentiment, queries, intent, and concerns — enough to present a full picture of what the campaign delivered without relying on vanity metrics.
If the same concern appeared in comments across multiple creators, take it to your product or customer success team. Comments on an influencer post are unsolicited feedback from real potential buyers. That is valuable data that goes beyond campaign performance.

Next steps

My Influencers

Save top-performing creators from this campaign to your private influencer list, you can access from the dashboard

Collab Library

See how other brands are running LinkedIn influencer campaigns for inspiration and benchmarking.