Here’s how I’d handle this in a super practical, “startup-friendly” way without making it overly complicated:
First, don’t attempt to be a fortune teller about influencer marketing like you can with paid ads — the variability is completely noisy. Instead, start with a simple model based on your assumptions, and revise as data becomes available.
Start with a basic funnel:
Budget → Impressions → Clicks → Conversions → Revenue
And apply realistic assumptions at each step:
CPM (cost per 1,000 views): variable based on platform/creator size; around €10–€40 often serves as a benchmark.
CTR: ~0.5%–2% (animated content for niche/engaged audiences = higher CTR)
Conversion rate: ~1%–5% dependends on the product + landing page
AOV (average order value): plug in your actual number
From there:
CPA = Total spend / conversions
Revenue = Conversions × AOV
ROI = Revenue ÷ Spend
Example (super simplified):
€10K Budget → ~500K Impressions → 1% CTR (5K Clicks) → 2% CVR (100 Orders) → €80 AOV = €8k Revenue → ROI=0.8 (A Loss initially, which is Normal early on.)
A few important realities:
Creators are testing, not maximizing ROI in the early months
Performance is often significantly improved from whitelisting/paid boosting
Micro-influencers often have lower CPA than large creators
Use codes, UTM links or dedicated landing pages to track everything
I’d present this as range-based due to a forecast (best/expected/worst case) instead of a single number. It indicates that you have a sense of the uncertainty even while being structured.
After running 2–3 campaigns, no model will be of any use as real data will matter much more.