Instagram vs TikTok vs YouTube: Influencer ROI in 2026

10/7/2026·30 min read
Instagram vs TikTok vs YouTube: Influencer ROI in 2026
A brand replies to your pitch, likes the idea, and then asks the question you were hoping to skip: "Which platform should we run this on?" Short answer: pick the platform where the buying decision actually happens for that product, not the one with the biggest audience. Impulse-priced visual products convert on TikTok. Repeatable paid creative and warm-audience retargeting live on Instagram. Anything with a long decision cycle or a technical objection belongs on YouTube.

That is the ninety-second version of the Instagram vs TikTok vs YouTube influencer campaign decision. The longer version matters because the wrong call does not fail loudly. It produces content that looks fine, gets mediocre numbers, and quietly ends the relationship after one round. You do not get told why.

This guide is the version I give brands when they ask me to pick, and the version I use when I am deciding which platform to build my own portfolio around. It assumes you already know what a pitch email is and what usage rights are. What follows is the diagnostic, the trade-offs per platform, the cost math, and a sheet you can fill out in ten minutes with a brand on the phone.

The Real Question Is Not Which Platform Is Biggest

Every brand that asks this question is secretly asking a different one: "Where will this money come back fastest?" Audience size is irrelevant to that. A huge platform is worth nothing if the product needs four minutes of explanation and the format gives you nine seconds.

There are three questions that actually decide this, and they take about five minutes to answer.

Question one: where does the buying decision get made?

Some products are decided in the feed. Someone sees a texture shot of a lip oil, taps, buys, forgets. Other products are decided in a browser tab at 11pm with four reviews open. A standing desk, a dog DNA kit, an accounting app, a mattress: nobody buys those from a seven-second clip. They buy after they have heard somebody talk through the objection they are stuck on.

If the decision happens in the feed, you want short-form. If the decision happens in a research session, you want something searchable and long enough to answer objections. That one distinction eliminates the wrong platform most of the time.

Question two: how long is the decision cycle?

Ask the brand directly: "From first touch to purchase, how many days is it?" Most ecommerce brands know this from their analytics even if they have never said it out loud. Under a day means short-form is fine. A week or more means you need content that is still findable on day six, which is YouTube's structural advantage. Search results do not expire the way a feed does.

Question three: can you feed it for ninety days?

This is the question nobody asks and the one that kills campaigns. A platform choice is a content supply commitment. TikTok rewards volume and punishes a brand that posts four times and stops. YouTube integrations are slow to produce and slow to compound, so a brand that needs results inside three weeks will panic and pull the plug before the content has done anything.

Match the platform to the brand's actual capacity, not their ambition. If they have budget for six videos total, do not put all six on a platform that needs a long run of tests to find a winner.

A real diagnostic, run end to end

A small DTC sleep supplement brand came to me wanting "TikTok, because that is where our competitor is." I asked the three questions. Their decision cycle was long because buyers research ingredients and read about side effects. Their returning-customer rate was strong but first purchases took multiple visits. Their content capacity was one shoot a month, not one a week.

TikTok was the wrong answer on all three counts. We moved the budget into two longer pieces that walked through the ingredient panel and the "will this make me groggy" objection, then cut vertical pieces from the same footage for paid testing. The shift in what they got back was qualitative and obvious. Comments stopped being "what is this" and started being "does it interact with X", which is a buying-stage question, not an awareness one. Their support inbox told the story before the ad dashboard did.

That is the pattern worth stealing. Read the comment type, not just the view count. Awareness comments and purchase-intent comments look completely different, and they tell you whether the platform matches the funnel stage.

The five-line brand intake

Put these in your discovery email or your first call. The answers decide the platform before you argue about it.

  1. What is the average time from first touch to purchase?
  2. What is the single objection that kills the sale most often?
  3. How many pieces of content can you support per month, honestly?
  4. Where does your current best-performing ad creative come from?
  5. Are you buying content for organic posting, paid ads, or both?

Question five matters more than creators expect. A brand buying ad creative does not need your audience at all. They need footage that performs in a paid placement, which changes the brief, the aspect ratio, and your rate. The UGC brief generator is useful here because writing the brief out forces the brand to commit to an answer on placement before you shoot.

What Each Platform Actually Does Well in 2026

Platform strengths are structural, not fashionable. They come from how the feed is built, how the algorithm distributes, and what the audience arrived there to do. Those things move slowly.

PlatformStrongest jobContent shape that worksWhere it falls apartAsk the brand
TikTokCold discovery and demand creationNative, unpolished, hook in the first second, single idea per videoLong explanations, high-ticket items, anything needing trust transfer"Can you support weekly volume?"
InstagramWarm consideration and repeatable paid creativeReels for reach, carousels for proof, Stories for direct response, collab posts for borrowed audienceCold discovery at scale with a tiny budget"Is this for organic, ads, or both?"
YouTubeHigh-consideration purchases and search-driven demandIntegrated segment inside a relevant video, plus review and comparison formatsFast turnaround, small content budgets, impulse products"How long is your decision cycle?"

TikTok: cheap attention, expensive trust

TikTok gets strangers to a product faster than anything else, and it does it without the creator needing a large following. The cost of that is trust. The viewer did not follow a journey to get there. They met the product mid-scroll and are deciding in under two seconds whether to keep watching.

What works: a hook that states the problem or the result before anything else, one claim per video, a demonstration the camera can actually show, and a reason to act now. What does not work: brand intros, slow builds, and anything that sounds like a script read.

The production advantage is real. A skincare creator I know shoots five TikTok variants in the same ninety-minute session: same product, five different openings. The brand tests all five in paid and keeps the one that holds attention. That is the honest value of TikTok for a brand. Not one perfect video, but cheap variation that finds the hook.

If you are pitching TikTok work, pitch variants, not videos. "Three hook variants of the same demo, delivered with clean audio and no text burn-in so you can test captions in-platform" is a far better offer than "one TikTok video".

Instagram: the ad creative workhorse

Instagram is where a lot of UGC ends up even when it was shot for somewhere else. The platform's real strength for brands is that it combines a reach surface (Reels), a proof surface (carousels and saved posts), and a direct response surface (Stories with a link) in one place, with Meta's ad tooling behind it.

That matters for how you quote. A video that will run as a Meta ad is worth more than a video that will be posted once to the grid, because it is going to be put behind spend and will keep running as long as it performs. Whitelisting (the brand running ads through your handle) is worth more again, because they are renting your account's credibility and ad account history, not just your footage.

Collab posts are the underrated piece. A collab post puts the content in both feeds under both names. For a brand with a small but engaged audience, borrowing a creator's audience inside the same post is more valuable than a tagged mention that most followers never see. If a brand is Instagram-first and has a decent follower base, propose a collab post as part of the deliverable and price it separately from the raw asset.

A concrete example: a mid-size haircare brand with a strong email list and weak cold reach kept asking for TikTok. Their actual problem was that people who already knew them were not converting. We moved the work to Instagram: a Reel showing the before and after on one hair type, a carousel breaking down the routine step by step, and three Story frames with a direct link. The carousel got saved and shared into DMs, which is the behaviour that matters for a considered beauty purchase. The brand stopped asking about TikTok.

YouTube: slow, expensive, and the only one that compounds

YouTube is the only platform in this comparison where a video from last year is still bringing in buyers. Search intent is the reason. Somebody typing "best protein powder for lactose intolerance" is deeper in the funnel than anybody who will ever see a Reel.

Two distinct plays live here and they should never be priced the same.

The first is the integration: a short segment inside a creator's regular video. This is bought on audience and relevance, closer to media buying than content production. The second is Shorts, which behaves much more like TikTok and should be scoped and priced like TikTok.

The third thing brands forget: YouTube content gets quoted by AI assistants and shows up in Google results. A detailed review or comparison video is a long-lived asset in a way a Reel is not.

The catch is turnaround and cost. YouTube integrations take longer to produce, longer to go live, and longer to show results. If a brand needs to know by the end of the month whether the campaign worked, do not sell them YouTube. You will both be unhappy.

A practical example from the home fitness category: a brand selling a mid-priced adjustable kettlebell could not make short-form work because the objection was mechanical ("will the plates rattle or slip mid-set"). You cannot answer that in nine seconds and be believed. A long-form segment where the creator used it through an entire workout, including the moment the mechanism is tested under load, answered the objection on camera. Comment threads shifted from skepticism to shipping questions. That shift is the signal.

Match the Platform to Your Funnel Stage and Price Point

Platform choice collapses into two variables: how much the product costs relative to the buyer's casual-spend threshold, and which funnel stage the brand is actually struggling with.

The price point ladder

Impulse tier: products a buyer will try without research. Think a single beauty item, a snack, a phone accessory. Short-form owns this. TikTok for cold reach, Instagram Reels for retargeting. The content job is demonstration and desire, not persuasion.

Considered tier: products a buyer will think about for a few days or compare against one or two alternatives. Supplements, apparel sets, small appliances, subscription boxes. This is Instagram's home turf, with YouTube as support. The content job is proof: before and after, longevity, how it holds up after three weeks.

High-consideration tier: products a buyer researches properly. Furniture, tech, software, services, anything with a warranty question. YouTube first, with short-form used to feed people into the longer content. The content job is objection handling.

Notice what is not on that ladder: follower count. A creator with a modest, tightly niched audience will outperform a generalist with far more reach on a high-consideration product, because the audience arrived for exactly that topic.

Which funnel stage is actually broken

Brands misdiagnose this constantly. They say "we need more awareness" when their real problem is that the people who already know them are not buying. Ask for three numbers they already have: site traffic trend, add-to-cart rate, and returning visitor conversion. You do not need to see the figures. You need the brand to say out loud which one is weakest.

Weak traffic means cold discovery is the problem, so short-form and TikTok-style content is the fix. Weak add-to-cart means the product page is not convincing, so you need proof content: carousels, demonstrations, before and afters, and reviews that can be embedded. Weak repeat purchase means the problem is retention, which is email and Stories work, not a new platform.

The script that makes you the consultant instead of the vendor

When a brand asks which platform, do not answer immediately. Answer with this, adapted to their category:

> "Before I pick, two things. First, how long does it usually take someone from first seeing you to buying? Second, which part is weakest right now: people finding you, people adding to cart, or people coming back? I ask because the platform should follow that answer. If buyers decide in a day and discovery is weak, I would put everything into short-form variants. If they take a week and the objection is technical, short-form will spend your budget and not move the needle."

That paragraph changes the relationship. You are now scoping the campaign, not quoting a price for a video. In practice it also widens the deliverable list, which widens the invoice. Run the resulting scope through the UGC rate calculator before you send the number, because multi-platform scopes are where creators most often undercharge.

The one-platform rule for small budgets

If the total content budget is small, pick one platform and go deep. Spreading six videos across three platforms gives the brand three inconclusive tests and no winner. Six videos on one platform gives them a hook that works and a reason to come back.

The exception is repurposing, which is different from splitting. Shooting once and cutting for two placements is efficient. Scoping three separate concepts for three platforms on a single-shoot budget is how you end up working for free.

The Cost Math: Rates, CPMs, and Content Reuse

This is where most platform comparisons get useless, because they publish one blended "average rate per video" that applies to nobody. Rates are category based. A finance creator and a fashion creator with identical follower counts are not in the same pricing market, and a video licensed for paid ads is a different product from a video posted once organically.

So instead of quoting a number at you, here is the structure that makes your pricing defensible on any of the three platforms.

Price in three layers, always

Layer one is production: the shoot, the edit, the revisions. This is your time and gear. It barely changes by platform, though YouTube integrations take meaningfully longer.

Layer two is usage: where the content runs, for how long, and in what placements. Organic post only is the cheapest. Paid ads are more. Paid ads plus whitelisting through your handle is more again. Perpetual rights cost the most because you are giving up any future renewal.

Layer three is distribution: are you posting it to your own audience? That is media, not production, and it is priced on the audience you bring, not the hours you worked.

A TikTok deliverable is usually heavy on layers one and two and light on three. A YouTube integration is mostly layer three. An Instagram collab post is a genuine mix of all three, which is why it should carry the highest per-asset price of the three formats for most creators.

Write the layers out on the invoice. Brands negotiate less when they can see what they are paying for, and when they do negotiate they cut a layer instead of cutting your whole number.

How to talk about CPM without making up a figure

Brands will compare your quote against their ad CPM. You do not need an industry benchmark for that conversation. Ask them for theirs: "What are you currently paying per thousand impressions on Meta?" They know. Then frame your work against that number rather than a published average.

The argument that lands: a creator asset that improves hook rate reduces their cost per acquisition across every dollar of spend behind it. One video that works can be worth far more than its production cost, and the brand's own ad account proves it, not a statistic from a blog. Let their data make your case.

This is also why ad creative work pays better than organic posting work for most creators. The brand can measure it, so they can justify paying for it.

Reuse is where the margin is

One shoot should produce assets for more than one surface. The practical version:

  1. Shoot vertical as your primary, framed with headroom so a 1:1 crop still works.
  2. Capture the demonstration twice: once fast for short-form, once slowly with narration for the longer cut.
  3. Record clean audio separately so the brand can recut with different captions or a voiceover.
  4. Deliver one master plus platform cuts as separate line items, priced separately.
  5. Never bundle platform cuts for free. "Vertical plus a square cut" is two deliverables.

A kitchenware creator I know built her whole rate structure around this. She shoots one recipe session, delivers a longer version for Instagram, three hook variants for TikTok paid testing, and a horizontal cut for the brand's YouTube pre-roll. Same filming session. The brand sees a complete package and she bills three line items instead of one. Her close rate on second deals went up because the brand had assets to use everywhere they already advertised.

Before you send a multi-asset quote, sanity check the total against what the brand can actually spend. The UGC budget calculator is useful for the opposite direction too. If a brand tells you their total campaign budget, you can back into how many assets they can afford and shape the scope so the deal closes instead of stalling.

Where the platform choice changes your rate

YouTube integration work typically commands the highest single-deliverable fee of the three because you are selling audience attention over a sustained segment, not a clip. TikTok tends toward lower per-asset pricing with higher volume. Instagram sits between, with whitelisting as the lever that moves it up.

If you are trying to raise your income, the move is not "get more followers on the biggest platform". It is to shift your mix toward ad-usage deliverables, because those are the ones brands renew. Organic posting deals end. Ad creative relationships continue as long as the creative performs.

A 10-Minute Framework to Pick One Platform

Run this with the brand on a call. It takes ten minutes and it produces a decision both of you can defend later.

Go criterion by criterion and mark each platform strong, workable, or weak. The first two criteria carry the decision, because they are the ones that usually decide outcomes. The rest break ties.

CriterionStrong fit looks likeWeak fit looks like
Buyer research behaviour matches the formatThe buyer decides in the exact way this platform presents contentThe format cannot answer the main objection
Content supply the brand can sustain for 90 daysThey can feed it comfortablyThey will run dry in three weeks
Existing creative that already works thereThey have winners to build onThey have never posted there
Paid amplification budget behind itReal ad spend ready to goOrganic only, no budget
Speed of signal neededTheir timeline matches how fast this platform reportsThey need answers faster than the platform delivers
Creator supply in the nichePlenty of relevant creators availableAlmost nobody covers this topic there

A worked example

Take a brand selling a mid-priced ergonomic office chair, direct to consumer, with a small team and an existing Meta ad account that is already profitable.

TikTok reads weak on buyer behaviour, because the objection is comfort across a full working day, not visual appeal. There is no existing creative there to build on. It reads strong on speed of signal, and the ad budget is ready.

YouTube reads strongest on buyer behaviour. A long-form segment can actually answer the comfort objection on camera. It reads weak on content supply, weak on existing creative, and weak on how fast the brand will learn anything.

Instagram reads workable on buyer behaviour and strong on everything operational: proven creative, a funded ad account, and a format the small team can keep up with.

Instagram wins, and not because it is the trendiest answer. It wins because the brand already has a working ad account and existing creative to build on. YouTube reads best on buyer behaviour and loses on everything operational. That is the honest trade-off, and it is the one brands consistently get wrong by chasing the platform that looks good on one criterion.

The useful output is not just the winner. It is the distance between the top two. If two platforms read about the same, the brand can genuinely run either and should pick based on which creators they can actually book. If one is clearly ahead, stop debating it.

Save the completed sheet and send it with your proposal. It makes the recommendation look like analysis rather than preference, and it gives the brand something to show their boss.

Reality check after thirty days

Run the framework again on the winning platform after a month with real data. Content supply is the criterion that most often turns out to be optimistic. If the brand promised weekly volume and delivered twice in four weeks, the platform choice was not wrong. The capacity estimate was. Fix the scope, not the platform.

Common mistakes

1. Picking the platform you personally like to post on

Why creators do it: your best content lives there, your workflow is built around it, and pitching anything else means learning a new format. So you recommend it regardless of the product.

Why it costs you: the brand runs one round, the numbers are flat, and they conclude that creator content does not work for them. You lose the renewal and the referral.

What to do instead: separate what you can produce from what you recommend. If the right answer for a brand is a platform you do not work on, say so and offer to produce the asset anyway. "The footage should live on YouTube for you, and I can shoot the segment for a creator you already work with there" keeps you in the deal and makes you the person who told the truth.

2. Treating a platform choice as a one-video test

Why creators do it: budgets are small, so the brand buys one video to "see if it works". It feels reasonable.

Why it costs you: one video tests one hook. It cannot tell anyone whether the platform works. When it underperforms, the platform gets blamed and the relationship ends.

What to do instead: scope a minimum viable test. Three hook variants on one platform, same product, same offer. Write into the proposal what the test is measuring, usually hook rate and hold, not sales. A brand that agrees to a defined test will not pull out after one video.

3. Quoting the same rate across all three platforms

Why creators do it: simple price lists are easier to send, and you worry that differentiated pricing looks like you are making numbers up.

Why it costs you: a YouTube integration and a TikTok clip are different products with different effort and different value. One flat rate means you overcharge on the easy one and lose money on the hard one.

What to do instead: price in the three layers described above, and build a short rate sheet that shows the difference. If you are unsure where your number should sit for your category and usage terms, start from the rate calculator output and adjust for how much footage the brand gets to keep.

4. Ignoring what the brand already has working

Why creators do it: it feels like a fresh idea is what gets you hired, so you arrive with a new platform strategy instead of asking what is already performing.

Why it costs you: brands do not want to start over. They want more of what works. If their Meta ads are profitable, proposing a YouTube pivot sounds like risk, not insight.

What to do instead: open with "what is your current best-performing creative and where does it run?" Then pitch the adjacent improvement. Extending a winner is a much easier yes than launching a new channel.

5. Confusing Shorts and Reels with the platforms they live on

Why creators do it: all three platforms have a vertical short-form feed now, so they look interchangeable.

Why it costs you: the audiences behave differently even when the format is identical. The same clip that performs on TikTok can land flat as a Reel, because the viewer's expectations and the retargeting context are different. Cross-posting the identical file with a visible watermark makes it worse.

What to do instead: deliver clean files with no platform branding, and adjust the opening line per platform. Build the native version of each. Price those as separate cuts, because they are separate work.

6. Selling platform strategy without the deliverable attached

Why creators do it: you want to be seen as a strategist, so you lead with analysis and hope the production work follows.

Why it costs you: brands pay strategists on retainer and creators on delivery. A platform recommendation with nothing to buy at the end of it gets filed away and acted on by someone cheaper.

What to do instead: every recommendation ends with a scoped package and a price. "Based on this, here is what I would shoot, here is the timeline, here is the number." The analysis is the reason they say yes. The package is the thing they say yes to.

7. Waiting for brands to come to you with the platform already decided

Why creators do it: inbound feels validating, and applying to listed campaigns feels like progress.

Why it costs you: by the time a brief exists, the platform, the format, and the budget are locked, and you are one of many applicants on a shortlist. UGC Roster's hiring funnel data (verified 2026-09-23) shows 7,942 creators have applied to a brand campaign on the platform. 343 of them were hired, which is 4.3%. That is a measure of how selective brand hiring is, not a comment on anyone's work. Brands hire a handful per campaign no matter how strong the rest of the field is.

What to do instead: reach out before the brief exists. A creator who emails a brand with a platform recommendation and a scoped package is not competing with a shortlist. That is the reason outbound pitching beats waiting, and why the outreach side of UGC Roster focuses on verified contacts and Gmail-connected pitches with automatic follow-ups rather than job-board applications.

Next steps

Do this first, today, before you read anything else: pick the five brands you most want to work with and run the three diagnostic questions on each one from the outside. You can answer most of them without talking to anybody. Look at their price point, look at where their existing creative lives, look at how often they post. Write down which platform you would recommend and the one-sentence reason.

Then turn each of those into a pitch. Not "I make UGC", but "I looked at your current Reels and here is the one thing I would change, and here is what I would shoot for it." A platform recommendation with evidence attached is the most reliable opener in cold outreach, because it proves you spent time on them specifically.

Second, fix your rate structure before those replies come in. Build the three-layer sheet: production, usage, distribution, with separate numbers for organic, paid ads, and whitelisting. Pressure-test the totals with the UGC rate calculator and the budget calculator so you are not inventing a number live on a call.

Third, write the brief yourself. When a brand agrees to the platform, send them a brief before they send you one. It locks the deliverable count, the usage window, and the revision limit, which is where scope creep starts. The brief generator will get you to a first draft in a few minutes.

Then make the outreach repeatable instead of occasional. Sending ten tailored pitches once a month does nothing. Sending them every week does. The creator plan on UGC Roster is $29/month and handles the mechanical part: verified brand contacts, pitch sends and follow-ups through your own Gmail, contract management, payment tracking, and a portfolio to point brands at. Start pitching with UGC Roster if the bottleneck in your business is volume rather than skill.

If you want to go deeper on the platform-specific side of this, the platform comparison guides break down format-level tactics, and the wider influencer partnerships library covers contracts, usage rights, and renewals once the first deal lands.

One last opinion: stop treating the platform question as a strategy debate and start treating it as a scoping question. Brands do not reward the creator with the best opinion. They reward the one who turns the opinion into a package, a price, and a delivery date.

Sources

  • UGC Roster hiring funnel data, verified 2026-09-23 against production records: 7,942 distinct creators have applied to a brand campaign, 343 hired (4.3%). Applied-then-hired path only.
  • UGC Roster pricing: creator plan $29/month. Verified against the live product before publication.

FAQ

How do I find micro-influencers in my niche who actually drive engagement and sales?

Start in the comment sections of your own posts and your top three competitors, not in a discovery tool. The accounts your buyers already tag are pre-qualified. Then run two checks before you contact anyone. First, look at saves and shares relative to likes, since saves signal purchase intent and likes signal scrolling. Second, ask the creator for the results of their last paid campaign, specifically code redemptions or link clicks, not reach. The creators who can answer that question clearly are usually the ones worth booking.

What are the average influencer pricing rates for sponsored posts in 2026?

Treat this as a quoting exercise, not a lookup. Collect three quotes from creators in the same vertical with similar audience sizes, and make sure each quote separates the organic post fee from the paid-usage license. Rates shift with category, usage rights, exclusivity window, and whether the content runs as paid media, so a blended figure will not tell you what your deal should cost. A skincare creator might price a single in-feed post one way, then add a separate line for whitelisting. If a creator sends one flat number with no usage terms, ask them to itemize it.

How do I track ROI from influencer campaigns when attribution is difficult?

Stack three imperfect signals instead of chasing one perfect number. Use unique discount codes and creator-specific landing pages for direct credit. Add a post-purchase survey question asking how the customer heard about you, since that captures the people who saw the video and searched your brand name later. Then, for bigger spends, run a geo holdout: pick two comparable regions, run creator content in one, hold the other dark, and compare sales lift. Read the three together, because codes alone almost always undercount the people who bought through search or a marketplace.

What is the difference between influencer marketing and UGC for brand growth?

Influencer marketing rents someone's audience. UGC buys an asset you distribute yourself. In an influencer deal you are paying for distribution and trust: the creator posts to their own followers, and the fee scales with their reach. In a UGC deal the creator never has to post at all. They film the video, hand you the files and the usage rights, and you run it as a paid ad against audiences you choose. Follower count barely matters, filming quality and hook writing do. Plenty of brands run both, using UGC for cold paid traffic and influencer posts for social proof on the profile.

How do I use influencer marketing to drive app installs for a consumer app?

Split the choice by whether the app is social or utility. Social apps, games, and anything with a visible interface spread on TikTok because people can see the experience in four seconds. Utility apps with a setup step or a trust objection do better on YouTube, where a creator can walk through the first session on screen. Either way, give every creator a deep link, not just a store search instruction, and route it through an attribution tool so you can read installs per creator. A budgeting app, for example, converts best when the creator films their real screen with numbers blurred, not a stock mockup.

What metrics should I use to evaluate influencer performance beyond vanity metrics?

Judge on four things: saves and shares, average watch time or retention at the midpoint, comment quality, and cost per incremental customer. Saves and shares tell you somebody wanted to come back or send it to a friend. Retention tells you whether the hook held or the first three seconds leaked. Comment quality is the underrated one: comments asking about sizing beat comments asking who the creator is wearing. Then divide total spend by net new customers attributed across your code, survey, and holdout data. A post with modest views and a high save rate usually outperforms a viral one with none.

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