# Content Search on Snapchat Online A/B Testing July to December 2025 (Online Production)

Source: [Content Search on Snapchat Online A/B Testing July to December 2025 (Online Production)](<https://www.sota2.com/research/sota/content-search-on-snapchat-online-a-b-testing-july-to-december-2025-online-production>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-05-01T06:32:53.562Z

Evaluation of Content Search model performance using online A/B testing results collected between July and December 2025, focusing on metrics like impression timeliness, post-type abandonment, and popular account engagement.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Content Search |
| Dataset (including any stated split) | Snapchat Online A/B Testing July to December 2025 (Online Production) |
| Metric | Impression Timeliness (\<3 days) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Impression Timeliness (\<3 days)](<https://www.sota2.com/research/sota/content-search-on-snapchat-online-a-b-testing-july-to-december-2025-online-production.md?metric=Impression%20Timeliness%20(%3C3%20days)>): Higher is better; unit: PERCENT.

- [PostType Abandonment Rate](<https://www.sota2.com/research/sota/content-search-on-snapchat-online-a-b-testing-july-to-december-2025-online-production.md?metric=PostType%20Abandonment%20Rate>): Lower is better; unit: PERCENT.

- [Popular Account Open Rate (US)](<https://www.sota2.com/research/sota/content-search-on-snapchat-online-a-b-testing-july-to-december-2025-online-production.md?metric=Popular%20Account%20Open%20Rate%20(US)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Impression Timeliness (\<3 days) | Result date | Report paper |
| --- | --- | --- | --- |
| LLM-Enhanced Topical Trend Detection | 2.38 | Not recorded | 69f4338e55a3c32af89fd12c |

### LLM-Enhanced Topical Trend Detection

Impression Timeliness (\<3 days): 2.38. Result ID: 69f448c247f34ce924d9aa94.

[Reporting paper](<https://www.sota2.com/research/paper/69f4338e55a3c32af89fd12c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f4338e55a3c32af89fd12c.md>)

Recorded evaluation configuration: {"Surface":"Search"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.