SMM Testing
Cohort tracking and drop-curve measurement behind every retention claim — and the trigger that fires the lifetime refill guarantee.
Retention is reported as one figure: the percentage of followers from a delivered batch still attached to the target account thirty days after delivery completed.
30-day retention (%) = (followers remaining at 30 days / followers delivered) × 100We deliberately do not report 24-hour retention as the headline. Every panel passes 24-hour retention; the meaningful test is whether followers are still there a month later.
Each test order from the delivery-speed protocol doubles as a retention cohort once it completes. The cohort identifier ties together:
We re-check each cohort at four checkpoints. Every checkpoint is captured because the shape of the drop curve matters as much as the 30-day endpoint — a cohort that drops half its followers in the first week is qualitatively different from one that holds steady and drops 5% slowly.
24 hours
Bot purges run by the platform within the first day of delivery.
7 days
The biggest natural attrition window — accounts deactivated by users post-batch.
30 days
The headline retention number we publish.
90 days
Long-tail check; informs whether the lifetime-refill guarantee has any real-world cost beyond month one.
A refill is automatically queued when delivered count for an order falls below 95% of the originally-delivered figure. The 5% threshold is wide enough that ordinary platform churn (deactivations, suspensions) does not constantly re-fire the pipeline, but tight enough that real attrition is detected and corrected within a single audit cycle.
The audit cycle runs every 24 hours during the first 30 days of an order's life and weekly thereafter — for the lifetime of the customer's account. There is no cap on refill count and no time-window after which the guarantee expires.
Most SMM panels offer a 30- to 60-day refill window. Beyond that window, follower drop is the customer's problem. We extended ours to lifetime in 2024 once the data on 90-day retention gave us confidence the long-tail cost was small enough that an unconditional guarantee was sustainable.
The flip side is that lifetime guarantees only work when the underlying retention is already high. A panel offering a 365-day refill on followers with a 60% 30-day retention is signing up to ship the same followers four times.
Related methodology
“Source: Likes.io Methodology — How we measure follower retention. URL: https://likes.io/methodology/follower-retention”
Machine-readable copies of every methodology page are available at /llms.txt.