Content rubric

How to evaluate influencer content quality: a scoring rubric for drafts and live posts

Judge influencer content in two passes: five pass or fail gates, then ten scored criteria. Use the same rubric on the draft before it posts and, with a short performance block, on the live post at day 7.

8 min readUpdated

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In short

  • Run five gates first (label, claims, product facts, rights, conflicts). A gate failure is fixed before any score matters.
  • Then score ten criteria from 0 to 3, for 30 points. Hook, message, product in use, voice, proof, craft, language, call to action, pacing and reuse.
  • Score the live post out of 15 against the creator's own organic Reels, not a brand-wide average. Compare draft and live scores to learn what failed.
  • Give feedback as one ranked list with timestamps and reasons, and keep to the revision rounds in the contract.
97.3%of 1,609 influencer ads ASCI processed in FY2025-26 needed modificationSource
36%of marketers say content quality is a better performance indicator than reach; 39% say engagement rate (2025 study)Source
85%of brands say they are moving from follower counts to content quality (2025 Goat and Kantar study)Source

To evaluate influencer content quality, check five gates and then score ten criteria. The gates are pass or fail: the disclosure label, the claims, the product facts, the rights and any conflicts. If any gate fails, the draft goes back before anything else is discussed. The ten criteria are scored from 0 to 3 for a total of 30 points: hook, message, product in use, creator voice, proof, craft, language, call to action, pacing and reuse. After the post goes live, add a 15-point block that compares its results with the creator's own organic content.

Our influencer vetting checklist scores creators before you book them, and the Gully Score gives content craft 15 of its 100 points, judged from past work. This rubric judges the work a creator makes for you, which is better evidence for the next booking. In a 2025 Kantar-backed study covered by MediaNews4u, marketers rated content quality (36%) and engagement rate (39%) above reach as indicators of performance, so a shared way to score quality pays off. For the wider channel, see the complete guide to influencer marketing in India.

Gates first: five checks that are pass or fail

Gates come before scores because a charming draft with a missing label still needs fixing. ASCI processed 1,609 influencer ads in FY2025-26 and 97.3% needed modification, so assume your draft has a gate problem until you have checked.

GateWhat to checkA pass looks like
1. DisclosureA label in the right place and for long enoughSee the timing table below
2. ClaimsEvery claim is in the brief and one the brand can substantiateNothing added on camera; no health or finance advice without the credentials ASCI requires
3. Product factsProduct name, price, offer, availability, how it is usedMatches the brief, including the code and link
4. RightsMusic, footage and any third-party brand are cleared for a branded postThe creator confirms the audio carries the rights the contract needs
5. ConflictsNo rival brand visible, no unsafe use of the productA frame-by-frame scan finds none

ASCI's influencer guidelines ask for the label to be upfront and prominent, not only in a bio, not at the end of a post, not behind a "more" click and not buried in hashtags. The timing depends on format:

FormatWhere ASCI says the label goes
Video of 15 seconds or lessOn screen for at least 3 seconds
Video over 15 seconds and under 2 minutesOn screen for one third of the video
Video of 2 minutes or moreFor the whole section that mentions the brand
Image or video without a caption, such as StoriesSuperimposed on the visual
Live streamAnnounced at the start and end
AudioAnnounced at the start, the end and around breaks

Permitted labels include Advertisement, Ad, Sponsored, Collaboration, Partnership and a platform's own disclosure tool. This is general information, not legal or tax advice. The full rules are in our ASCI influencer guidelines explainer, and wording by platform is in influencer disclosure hashtags in India.

The ten criteria

Score each from 0 to 3. A 3 is clearly good, 2 is acceptable, 1 is weak and 0 is absent or harmful. Write a one-line note beside every score so that the next reviewer can see why.

#CriterionA 3 looks likeA 0 or 1 looks like
1HookThe first 3 seconds give a reason to stay: a problem in the viewer's words, a surprise, a questionA logo, a greeting or "so today I am..."
2MessageOne main message, said once, in plain wordsThree messages, or none you can repeat
3Product in useThe product is used on screen: texture, size, result, a real momentHeld up to the camera and described
4Creator voiceSounds like the creator's own postsReads like a brand script
5ProofA concrete detail the brand can back: a price, a wear time, a comparisonAdjectives only
6CraftClear sound, light, framing and subtitles; sensible pacingHard to hear, text hidden behind app buttons
7LanguageNatural in the audience's language or mix of languagesA word-for-word translation of the brief
8Call to actionOne clear next step, with the right code, link or tag visibleNo action, or the wrong code
9PacingThe product appears before viewers typically drop offThe product appears in the last seconds
10ReuseClean first frame, vertical, text inside safe areas; rights agreed for adsBranded overlay that blocks reuse, or no rights

The pacing check connects to watch time. If average watch time on the creator's recent Reels is 9 seconds and your product appears at second 14, most viewers will leave before they see it. The method is in how to measure Instagram Reel performance.

Reading the total

Score (of 30)VerdictNext step
24 to 30ApprovePass to the brand's approver with the notes
18 to 23Approve with editsSend a ranked list of changes; check the edited cut
12 to 17ReworkUse a revision round, and ask whether the brief was clear
Below 12Reshoot or releaseCheck the contract for remedies

These bands are our suggestion. Two reviewers should score 5 drafts independently before you rely on them, and compare. If they differ by more than a few points on average, the anchors need rewriting.

Giving feedback on a draft

Send one consolidated list per revision round. Rank it: must fix (gates and claims), should fix (scores of 0 or 1) and could fix (taste). Quote a timestamp, name the problem and give the reason. "At 0:19 the product first appears; viewers usually leave by then" gives the creator a problem to solve. "Make it more premium" does not.

Two rounds of revisions are standard in our contracts, and our influencer campaign brief template shows how to set expectations for them. Agree a review turnaround in the brief too, because a draft that waits three days costs a posting slot. Approve the concept or script before the shoot, so that the rough cut only needs craft notes.

Scoring a live post at day 7

A live post has two jobs: it should be good, and it should perform against what the creator normally gets. Add a 15-point block, scored 0 to 3 on each of five items, using the creator's organic posts as the baseline.

Item3210
Delivery: views against the creator's medianAt or aboveUp to 20% below20% to 50% belowMore than 50% below
Hold: completion ratio against their organic postsAt or aboveUp to 20% below20% to 50% belowMore than 50% below
Response: saves and shares per 1,000 reachedAt or aboveUp to 20% below20% to 50% belowMore than 50% below
Comments: questions and purchase intentMore than usualAbout usualFewerMostly spam, emoji or complaints
Compliance: label, link and code in placeAll correctA minor fixLabel lateLabel missing, or edited after approval

The first three items use the ratios in our Reel performance guide. The comment item needs a hand-coded sample, as explained in social listening for influencer campaigns. The bands are our suggestion, not published thresholds, and we found no India benchmark for any of them.

What the two scores tell you together

Draft scoreLive scoreLikely reading
HighHighRebook; the creator and the brief both worked
HighLowCheck buyer fit and audience, not the content; see how to read influencer audience insights
LowHighDo not assume it repeats; the creator's audience may have carried a weak draft
LowLowDrop, or rework the brief before rebooking

A worked example (made-up numbers)

Adjusting the rubric by format

FormatWhat changes
Instagram Story setScore each frame's hook; add exits and forward taps from the creator's insights; label on the visual
YouTube integrationPacing becomes where the integration sits in the video; check the retention graph before and after it
YouTube ShortHook and the first 3 seconds carry more weight; check audio rights for any music
LinkedIn postThe hook is the first lines before "see more", and the label belongs there too
Photo or carouselReplace pacing with slide order; the message must land by slide two
UGC for your own adsSkip voice and audience items; add first-frame strength and the ability to cut into variants

Mistakes in evaluating content

  • Scoring after you see the numbers. Strong results make a weak draft look better. Score drafts before posting.
  • Using one scorer. Two scores, compared, reveal unclear anchors.
  • Treating taste as a gate. Gates are label, claims, facts, rights and conflicts. Everything else is a score.
  • Overriding the creator's voice. Fix facts strictly and leave the idiom.
  • Comparing with a brand-wide average. Compare with the creator's own organic posts.
  • Not keeping the scores. Put them in the sheet, and in the Posts tab of an influencer marketing dashboard, so the next shortlist can use them.

If you want drafts checked for message, claims and disclosure before they reach you, that is a standard step in how we run campaigns; see how we work or send us a brief. Our Instagram influencer marketing service shows where this fits in a campaign.

Sources

  1. ASCI annual complaints report 2025-26, ASCI (May 2026)
  2. ASCI Code and guidelines, including the influencer advertising guidelines, Advertising Standards Council of India (undated, accessed 31 Oct 2026)
  3. India's influencer marketing industry set to grow 25% in 2025, finds WPP and Kantar report (engagement rate and content quality as performance indicators), MediaNews4u (11 Jun 2025)
  4. Indian consumers and influencers: coverage of a 2025 Kantar-backed study of consumers and brands, Campaign India (12 Jun 2025)

Frequently asked questions

How do you evaluate the quality of influencer content?

Check five gates first: disclosure label, claims, product facts, rights and conflicts. Then score ten criteria from 0 to 3: hook, message, product in use, creator voice, proof, craft, language, call to action, pacing and reuse. Compare the score with how the post performed against the creator's own organic content. Our influencer vetting checklist covers the earlier step of choosing creators.

What should I check first in an influencer's draft?

The gates. Is the disclosure label present, upfront and long enough on screen? Is every claim in the brief and one your brand can substantiate? Is the product, price and offer correct? Are music and footage cleared? Is any rival brand visible? Fix gate failures first, because they carry legal and brand risk that a good hook cannot offset.

How many revision rounds should I allow?

Two rounds is standard in our contracts, and it should be written into yours. Send one consolidated list per round, with must-fix items first. A third round usually means the brief was unclear, not that the creator is difficult. Our guide to influencer contracts in India covers revision clauses.

How do I give feedback without killing the creator's voice?

Fix facts and claims strictly, and give notes on style as problems to solve, not instructions. Say 'viewers will leave before the product appears at 0:19' rather than 'make it more energetic'. Quote timestamps, give the reason, and leave the idiom to the creator.

Does high engagement mean the content is good?

No. Engagement can come from the creator's audience loyalty, a giveaway or a pod, not from the quality of the branded post. Judge the branded post against the creator's own organic posts, and use the engagement rate calculator for the screening step only.

How do I score content in a language I cannot read?

Use a native reviewer for language, tone and claims, and score the rest from the visuals and a summary. Ask for an English summary with each claim flagged, as in how to find regional language creators. You approve the claims, and the reviewer approves the idiom.

Nitish Ranjan, Founder of Influencer Gully

Nitish leads Influencer Gully. His team has run 250+ campaigns for 100+ brands with creators across 200+ Indian cities.

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