Acquisition channels
Channel-level intent and acquisition efficiency
Sample opportunityPrototype market · Every opportunity, score, benchmark and demand signal on this page is illustrative.
Shopify Margin Anomaly Monitor
Flags discount, fulfilment, return, and ad-spend changes that quietly turn best-selling products unprofitable.
- Strongest segment
- Shopify brands between $2m and $20m annual revenue
- Experiment age
- 31 days
- Build complexity
- MEDIUM
- Competition
- HIGH
Illustrative behavior
The sample interface funnel.
Each stage represents a deeper behavioural signal. Counts are demonstration data designed to show the future analysis surface.
Market impressions6,340100%
Qualified visits4527.1%
Problem engagement16736.9%
High-intent actions10361.7%
Pricing interactions4644.7%
Checkout intent1839.1%
- Visit → high intent
- 22.8%
- Pricing interactions
- 46
- Checkout attempts
- 18
- Geographic concentration
- 61%
- Purchase-intent actions
- 18
Geographic demand
United States61%
Canada22%
United Kingdom17%
Tested pricing hypothesis
Illustrative range
$79–$149
Per month. This range demonstrates a future pricing-analysis surface; it is not a verified willingness-to-pay claim.
Illustrative benchmark within the sample model
Illustrative benchmark: top 13% of commerce operations experiments in the sample dataset. This comparison is not based on live Demand First experiments.
Opportunity intelligence
What would sit behind the score.
These are sample locked section types—not blurred fake conclusions. They show the proprietary evidence a validated opportunity could eventually contain.
Search intent clusters
The problem and solution language behind qualified visits
Customer pain language
Recurring phrases used while engaging with the problem
Persona breakdown
Role, company size, and use-case concentration
Price sensitivity
Intent movement across the tested price range
Behavioural cohorts
Repeat visits and high-intent behavioural patterns
Competitive gaps
Where observed demand is least well served
This prototype is not a commercial offer.
Opportunity access tests are paused. Real access requires permissioned experiments, clear rights, current evidence, and reviewed terms.
Opportunity Lab statusNOT FOR SALE
No form, payment, reservation, claim, license, or rights transfer