Abandoned cart recovery via WhatsApp
11 e-commerce accounts · Shopify and WooCommerce · Chile · 30-day window ending September 1, 2026 · 2,262 carts contacted, 617 recovered.
How ROAS is calculated
ROAS = conversion × ticket ÷ 94
The cost per template is identical across all 11 accounts: 94 CLP, no exceptions. Nobody has a cost advantage, so the whole ROAS range of the accounts with volume, from 80x to 728x, comes from just two levers: how many carts get recovered and how much each one is worth.
Where the data comes from. The “Recoveries by Eclectic” card on each account's dashboard, Recoveries tab: only sales directly attributed to the recovery message, with no assisted recoveries. It is the most conservative of the three readings the dashboard offers. Accounts are anonymized; each client recognizes their own.
What goes into the ranges. Percentiles are computed over the 9 accounts with at least 30 carts contacted in the window. The other two (2 and 10 sends) appear in the tables marked with †, but not in the ranges: at those volumes a single order moves the rate by more than ten points.
01 / Summary
The portfolio in four numbers
Conversion
27.3%
617 of 2,262 carts contacted
Recovered sales
40.4M
CLP in 30 days, 11 accounts
Value per cart
17,956
CLP recovered per cart contacted (median)
Portfolio ROAS
191x
40,429,706 CLP over 211,500 CLP spent
02 / Conversion
Conversion by account
Carts recovered over carts contacted, 30-day window.
- C0550.0%1 of 2 carts — small sample
- C0434.5%58 of 168 carts
- C0934.1%14 of 41 carts
- C0233.7%93 of 276 carts
- C0727.3%12 of 44 carts
- C0327.0%292 of 1,083 carts
- C0123.7%71 of 300 carts
- C0823.7%37 of 156 carts
- C0621.5%28 of 130 carts
- C1020.0%2 of 10 carts — small sample
- C1117.3%9 of 52 carts
The band is narrow: 17.3% to 34.5% across accounts with volume, with the median at 27.0%. Hatched bars have fewer than 30 sends and are not comparable.
03 / ROAS
ROAS does not measure recovery
Since the cost per message is the same for everyone, an account's ROAS is determined by its conversion and its ticket. The ticket, however, is not set by the recovery: it is set by the catalog. Comparing clients by ROAS is comparing them by the price of their products.
In the chart each dot is an account. The dashed lines join combinations that yield the same result: moving along one of them changes nothing.
Accounts with 30 or more carts contacted. Both axes on a log scale, which is why the equal-result curves are straight lines. Moving up the vertical axis means changing catalog; moving right is the recovery work.
What to look at instead
Conversion to judge the recovery work, because it is the only thing that depends on the message, the timing of the send and the conversation that follows.
Value per cart contacted (recovered sales divided by carts contacted) as the single number to size the opportunity: it combines both levers without letting the ticket dominate the picture, and multiplied by the monthly abandonment volume it gives directly what is at stake.
ROAS answers a single question, and it answers it decisively: whether the channel pays for itself. The worst account in the study returns 80 times what was invested.
04 / Reference
Reference ranges
| Metric | How it is calculated | Min | P25 | Median | P75 | Max |
|---|---|---|---|---|---|---|
| Conversion | carts recovered / carts contacted | 17.3% | 23.7% | 27.0% | 33.7% | 34.5% |
| Recovered ticket | recovered sales / carts recovered | 31,391 CLP | 52,585 CLP | 58,172 CLP | 68,848 CLP | 372,742 CLP |
| Value per cart contacted | recovered sales / carts contacted | 7,445 CLP | 12,982 CLP | 17,956 CLP | 23,040 CLP | 64,513 CLP |
| ROAS | recovered sales / template spend | 80x | 139x | 191x | 245x | 728x |
Account-by-account percentiles over the 9 accounts with 30 or more carts contacted, unweighted by volume: the middle half of accounts falls between P25 and P75.
05 / Opportunity
Value recovered per cart contacted
- C1164,51317.3% × 372,742 CLP
- C0223,19933.7% × 68,848 CLP
- C0423,04034.5% × 66,736 CLP
- C0620,41921.5% × 94,805 CLP
- C0917,95634.1% × 52,585 CLP
- C0315,68427.0% × 58,172 CLP
- C0112,98223.7% × 54,853 CLP
- C0711,39327.3% × 41,776 CLP
- C087,44523.7% × 31,391 CLP
Recovered sales divided by carts contacted, with the breakdown into its two factors to the right of each bar. Portfolio median: 17,956 CLP for every abandoned cart that gets contacted.
06 / Detail
The 11 accounts
| Account | Platform | Carts contacted | Recovered | Conversion | Ticket CLP | Value per cart CLP | Recovered sales CLP | ROAS |
|---|---|---|---|---|---|---|---|---|
| C05 † | Shopify | 2 | 1 | 50.0% | 735,500 | 367,750 | 735,500 | 3,912x |
| C11 | Shopify | 52 | 9 | 17.3% | 372,742 | 64,513 | 3,354,682 | 728x |
| C02 | Shopify | 276 | 93 | 33.7% | 68,848 | 23,199 | 6,402,905 | 250x |
| C04 | WooCommerce | 168 | 58 | 34.5% | 66,736 | 23,040 | 3,870,675 | 245x |
| C06 | Shopify | 130 | 28 | 21.5% | 94,805 | 20,419 | 2,654,529 | 217x |
| C09 | Shopify | 41 | 14 | 34.1% | 52,585 | 17,956 | 736,188 | 191x |
| C03 | Shopify | 1,083 | 292 | 27.0% | 58,172 | 15,684 | 16,986,171 | 167x |
| C10 † | Shopify | 10 | 2 | 20.0% | 65,843 | 13,169 | 131,686 | 140x |
| C01 | Shopify | 300 | 71 | 23.7% | 54,853 | 12,982 | 3,894,587 | 139x |
| C07 | Shopify | 44 | 12 | 27.3% | 41,776 | 11,393 | 501,311 | 121x |
| C08 | Shopify | 156 | 37 | 23.7% | 31,391 | 7,445 | 1,161,472 | 80x |
† Fewer than 30 carts contacted: shown for completeness, but excluded from every range and percentile in this report.
07 / Scale
Scale does not wear down conversion
In mass campaigns to a cold base, performance drops as you keep hitting the same list. That does not happen here: the highest-volume account in the study contacts 1,083 carts in thirty days and converts 27.0%, exactly the portfolio median.
| Volume tier | Accounts | Carts contacted | Conversion | Ticket CLP |
|---|---|---|---|---|
| Under 30 carts | 2 | 12 | 25.0% | 289,062 |
| 30 to 99 | 3 | 137 | 25.5% | 131,205 |
| 100 to 299 | 4 | 730 | 29.6% | 65,230 |
| 300 or more | 2 | 1,383 | 26.2% | 57,523 |
Weighted conversion within each tier. The ticket rises in the small tiers because that is where the expensive-product accounts concentrate, not because of volume.
08 / Delivery
Delivery is not the bottleneck
Abandoned carts this study
Mass campaigns to a cold base Aug-2026 benchmark
Templates delivered over carts contacted, range across accounts. The abandoned-cart message reaches someone who just left their number on the site: that is why delivery starts at 94.2% and its median is 100%, while a mass campaign over a cold CRM base moves between 74.8% and 83.3%. They are two different products and should not be compared with each other.
09 / Conclusions
Five conclusions
- 1
Conversion moves in a narrow band, from 17.3% to 34.5%, with a 27.0% median. It is the metric that measures the recovery work and the only one that allows comparison between accounts.
- 2
The cost is identical for everyone: 94.00 CLP per template. No account has a cost advantage or disadvantage, and ROAS is entirely determined by conversion and ticket.
- 3
ROAS ranks by ticket, not by quality. It confirms the channel pays for itself (between 80x and 728x in this study), not who recovers best.
- 4
Scale does not penalize. Between 30 and over a thousand carts contacted per month, conversion stays around the median.
- 5
Delivery is solved (median 100%): the room for improvement is not there.
10 / Scope
What this study does not show
A single 30-day window. It cannot distinguish a real improvement from a monthly fluctuation. Two consecutive windows per account can.
Direct attribution only. Purchases where the message helped but the close came through another path are left out. The real recovery figure is higher than this report's, never lower.
No control for industry or product type. Part of the conversion difference between accounts may come from what is sold rather than how it is recovered.
It does not look inside the flow. How many touches each cart gets, how long the first one takes, what the template says and what happens in the conversation afterwards: that is where the 17 points separating the best account from the last one are explained, and it is the first thing to measure in the next version.
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Study prepared by Eclectic · anonymized accounts, aggregated data · September 2026 · try-eclectic.com