View loaded: Find recurring bus stop maintenance problems sooner.

A prototype developed by Logic AI LLC

Find recurring bus stop maintenance problems sooner.

Review customer comments, spot recurring issues, and see which locations may need attention.

Demonstration only.Maintenance reports are fictional. Stop references come from public transit data.Independent Logic AI prototype. Not endorsed by King County.

Start with one of three tasks

500Synthetic maintenance reports
180Official public stop references
3Main review workflows

Maintenance issues by category

Share of all fictional reports.

Recurring problems by classified category
Cleanliness & sanitation114 reports23%
Illegal dumping105 reports21%
Hazardous condition91 reports18%
Accessibility obstruction69 reports14%
Damaged shelter55 reports11%

Stops with recurring issues

Fictional review leads at public stop references.

119th Ave SE & SE 58th StStop 65630 · 90 reportsReview
Kent Des Moines Park And RideStop 21945 · 75 reportsReview
Columbia St & Alaskan WayStop 1558 · 62 reportsReview

Recent maintenance trends

2026-06: 123 fictional reports

Fictional maintenance comment volume by month
400119027803125041150512306
Monthly comments Jan–Jun 2026 fictional period

A recurring-location example

This fictional finding shows how an analyst can move from a location summary to the original comments. It does not describe a verified condition at the real stop.

Review score 75 · 90 fictional comments

119th Ave SE & SE 58th St (65630)

Bellevue · official public stop reference. Most common category: Illegal dumping. Average severity 3.6/5.

Staff make the final call

Each suggestion shows the source comment and the rule that produced it. Staff can correct the language, category, severity, or priority and keep the change in the audit history.

View methodology and benchmark details

Language template checks

These results cover the fictional templates only. They do not establish translation quality or field performance.

Synthetic benchmark results by target language
LanguageExamplesDetectionCategoryUrgent recall
EnglishEnglish90100%100%100%
EspañolSpanish50100%100%100%
简体中文Simplified Chinese40100%100%100%
繁體中文Traditional Chinese35100%100%100%
Tiếng ViệtVietnamese40100%100%100%
Af SoomaaliSomali40100%100%100%
РусскийRussian35100%100%100%
한국어Korean30100%100%100%
УкраїнськаUkrainian30100%100%100%
አማርኛAmharic30100%100%100%
العربيةArabic30100%100%100%
TagalogTagalog30100%100%100%
हिन्दीHindi20100%100%100%

Curated synthetic translations are kept separate from classification explanations. They are not certified agency translations; qualified-language validation remains future pilot work.

Metro Insight AI · Logic AI LLC · proof of conceptFictional maintenance reports · no connection to King County systems

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