Our Ads Lab →

Vetted voices. Real picks.

Influencer selections, shopper signals, and cross-brand benchmarks — AI-ready product data structured from every interaction.

500+ creators · IG · TikTok · RedNote

Influencer Network → AI Artist Network →
Live
@amandastyle_sf127KSKU-03Scale @minimalistme215KSKU-03Scale @gadgetdaily54KSKU-02Watch @dailyootd178KSKU-03Scale @stylediaries93KSKU-01Watch @lookhunter310KSKU-03Scale @neonwardrobe88KSKU-04Pass @the.edit.co142KSKU-03Scale
Demand Intelligence · Pre-Production

Upload your SKUs. Turn influencer × crowd picks
into a produce-or-pass verdict.

Demand forecasts, cross-brand benchmarks, and AI shopping agent-ready data — from real picks, not surveys.

Early Partner Program
$0 · First 3 months, committed brands only
14-day demand validation · Standard pricing from $500/pilot
Apply for early access → See how it works
Pilot #0428 · SKU-03 ● Live · Day 11
Influencer Signal
Influencer Selection
89/108 converged
83% consensus
Consumer Demand
Shopper Demand
54% preference
Gen-Z · 18–24 · Top choice
Demand Intelligence
Benchmark
Top 8%
124 launches benchmarked
AI-ready API enabled
Verdict
Scale SKU-03 — pass on the rest.
The problem

You design it.
You produce it.
It doesn't sell.

Was it the product? Or was it the ads? You'll never know — so you burn more on ads, and lose another season.

Every tool optimizes how to sell. Bubblin validates what to make.

How Bubblin works

Real choices. Real signal.

Influencer selection behavior is the most honest demand signal in consumer goods. No surveys. No guessing.

01 · Upload
Submit your SKUs
No samples required up front.
  • Photos + specs for 3–5 SKUs you're weighing
  • We structure each into our validation catalog
  • Matched to the right influencer tier by fit and price
02 · Influencer Validation
Influencers select from the data
Pure revealed preference.
  • Each influencer picks what they'd actually post
  • Independent — never see each other's choices
  • Across IG, TikTok, and RedNote
03 · Verdict
Winners get real traction
Ground truth, not a survey.
  • Only selected SKUs ship for live validation
  • Real posts → units sold, CTR, conversion
  • A produce-or-pass verdict with confidence score
What you get back · sample

A verdict you can act on.

Two independent lenses converge into one decision — before a dollar of MOQ is spent.

Demand Validation Report
Pilot #0428 · The Daily Tote · Illustrative
5 SKUs · 8 influencers
3,140 votes · 14 days
Lens A — Influencer Revealed Preference
SKU-03
6/8
Scale
SKU-01
3/8
Watch
SKU-02
1/8
Pass
SKU-04
0/8
Pass
Lens B — Public Shopper Vote
SKU-03
54%
SKU-01
22%
SKU-02
13%
SKU-04
7%
Verdict
Scale
Produce SKU-03. Watch 01, pass the rest.
Both lenses converge: 89/108 influencers and 54% of shoppers chose the same SKU — before a single unit was produced.
The landscape

Every other tool is built
for the wrong moment.

None combine influencer taste with crowd intent — pre-production, on independent channels.

Tool
What they solve
Pre-MOQ
Signal source
Prelaunch.com
Landing-page reservations — crowd deposits signal intent
✓ pre-MOQ
Crowd only · exposes the design
TikTok Shop
Post-launch creator sales — data after inventory exists
✗ post-MOQ
Influencer only · platform-locked
LTK
Post-production affiliate — influencers promote existing stock
✗ post-MOQ
Commission-biased
Bubblin
Dual-lens pre-MOQ validation — influencer taste + crowd intent
✓ pre-MOQ
Influencer + crowd · independent channels
Principles

How we think.

01
Real signal only.
No surveys. No paid reviews. No vanity engagement. Only behavioral data — what people actually choose when the choice is real and the stakes are theirs.
02
Decisions, not reports.
A verdict is only as good as its context. Ours comes with cross-brand benchmarks — how your SKU performs against similar products across the category. That context doesn't exist anywhere else.
03
Aligned incentives.
Influencers earn from products they'd actually post about. Brands get a demand score, early sales data, and AI-ready UGC. Even a pass verdict pays off: less inventory, better capital efficiency. When the signal is real, everyone wins.
Trust & IP

Your design never leaves the room.

The questions every brand asks before shipping a pilot.

Will my unreleased design leak?
No. Samples and product data stay inside a vetted, NDA-bound influencer network. Nothing is posted publicly until you greenlight a winner.
Who owns the data?
You do. Every influencer pick, shopper vote, and traction metric from your pilot is yours to export and keep.
How are influencers vetted?
Each is manually onboarded and audience-verified. Influencers pick freely and earn 100% commission — picks stay honest because reputation gates access to higher-tier SKUs.
What if nothing converges?
You still get a clear pass verdict — worth paying for. Knowing not to produce a season saves far more than the pilot costs. We never force a fake winner.
Simple pricing

One pilot. One verdict.

Validation Pilot
From $500
per pilot · 3–5 SKUs
  • Upload SKU photos — no samples up front
  • Independent influencer revealed-preference signal
  • Winners ship for real sales + CTR data
  • Public shopper vote on independent channel
  • Produce-or-pass verdict in 14 days
Apply for a pilot
Scale
Performance-based
A share of affiliate sales
  • Winning SKU goes live across the network
  • Real affiliate sales as ongoing ground truth
  • Compound your share of the pick dataset
  • No lock-in — keep the verdict either way
Talk to us — scale
$0 platform fee · KOLs keep 100% · limited brands per cycle
Apply for a pilot

Stop guessing.
Start scaling.

Tell us your category and how many SKUs you're weighing. We onboard a limited number of brands each cycle — you'll hear back within 2 business days.

Prefer email? hello@bubblin.co

Limited brands per cycle · 14-day turnaround
500+
Influencers onboarded · IG / TikTok / XHS
5,000+
Influencer picks logged
100+
SKUs in validation
$400B
Annual unsold inventory we exist to prevent