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RideFair began as a member of the Talent Taiwan pilot program, joining through the Taipei Computer Association (TCA) in April 2026, ahead of incorporation. The program connected the founding effort to Taiwan's national startup and talent ecosystem and laid the groundwork for establishing the company in Kaohsiung.

RideFair LLC (睿德菲爾有限公司) was formally incorporated in Kaohsiung on June 12, 2026. The company builds software for fleet operators and real-world transport operations, starting with the Replay Optimization Engine for mid-size fleets of 25 to 200 vehicles. Kaohsiung is home base and first market from day one.

RideFair LLC (睿德菲爾有限公司) has been accepted as a resident of Startup Terrace Kaohsiung (亞灣新創園), the international startup park operated by the Ministry of Economic Affairs' Small and Medium Enterprise and Startup Administration in Kaohsiung's Asia New Bay Area. The park's 5G and AIoT focus aligns directly with RideFair's simulation-first fleet coordination work. Residency places the team alongside accelerators, corporate partners, and fellow startups, and supports partner discovery for the upcoming pilot program.

The full engineering specification for the Replay Optimization Engine is complete. The engine re-simulates a fleet's own GPS and dispatch history through a gated offline pipeline. Ingest, map-match, baseline, fidelity gate, optimize, conservative claim. If the median reconstruction error exceeds 10 percent, no savings number is claimed and the deliverable becomes a data-readiness report. We commit only to the 5 percent conservative floor and deliver an auditable savings report. The stack is open source, OR-Tools, OSRM, and OpenStreetMap. No hardware, read-only, no impact on live dispatch.

Veronica Tsai (蔡宇庭) has joined RideFair as Growth & Partnerships Lead. She is the first contact for dataset partnerships and ecosystem collaboration, and leads partnership development, ecosystem engagement, and growth initiatives as the company builds its local cooperation network.

RideFair is now accepting fleet data partners. Early partners get the first replay analysis free. Dataset partners provide fleet GPS history, read-only and offline, under written agreement, and the fleet keeps ownership of its raw data. The program is open to fleets of 25 to 200 vehicles, and a 2027 pilot fleet will validate optimization in live operations. Contact founder@ridefair.ai to start the conversation.

RideFair is hiring for two roles based at Startup Terrace Kaohsiung. The Lead Engineer, Fleet Optimization, will build the Replay Optimization Engine against a complete written specification. A part-time Operations Assistant supports company operations and program administration. Interested candidates can reach founder@ridefair.ai.

RideFair has been selected for Founders Show and Tell at Meet Greater South 2026 and takes the stage on August 28. The team is also exhibiting at Booth GP3-18 in the Global Pavilion across both event days, August 28 and 29, at the Kaohsiung Exhibition Center. Meet Greater South, organized by Business Next (數位時代), connects southern Taiwan's traditional industries with AI startups, and fleet operators are welcome at the booth.

RideFair plans to file its national SBIR Phase 1 (先期研究) application in mid-September. The project validates the Replay Engine's savings claim on a real domestic fleet under the program's feasibility track.

The first public technical checkpoint, CP1, is scheduled for November 2026, with the Replay Optimization Engine demonstrated end to end on public data. First fleet data partnerships and a pilot follow in 2027, when the paid dispatcher overlay subscription goes live.