Selected work · 2026
We build narrow products around real work, visible evidence, and interfaces people can understand.
Product status is stated plainly. Public beta means open to explore while the product continues to evolve; in development means we are still earning the right to say more.
Insurance product · 01
Public-business research for workers’ compensation. FlowRefer brings entity, operations, class, scale, location, safety, transportation, and web signals into one source-linked review.
It is advisory research for insurance professionals. It does not bind, decline, price, or approve insurance risks. Every material claim is meant to be checked at the source.
Visit FlowReferBusiness research brief
Grand Rapids, Michigan · Metal fabrication
Items to verify
Source-linked questions for human review
Filing intelligence · 02–03
Workers’ compensation rate-filing intelligence from public SERFF filings across 11 non-NCCI states. Explore LCM and deviation benchmarks, rate actions, and premium volume with verbatim source evidence.
Extracted values should be verified against the underlying filing and do not constitute actuarial advice.
Explore SerffSurfSource-grounded extraction and analysis for insurance rate-filing packages, with confidence, citations, and review flags attached to material facts.
Filing intelligence
Michigan · Workers’ compensation · sample filing
“Proposed overall rate level change of +2.4 percent.”Sample SERFF support · p. 14
Proposed overall rate-level change
Horizon Labs · 04
A daily fleet puzzle and live multiplayer game exploring competitive browser play, tactile interface design, and social game mechanics.
Horizon Labs is where the studio investigates interaction and craft in a different medium. Shiple belongs here because serious product work should still make room for play.
Play Shiple05 — Portfolio logic
Insurance products address consequential workflows where provenance, uncertainty, and professional review matter.
Labs gives us room to investigate interaction without confusing the enterprise story. The same standard applies in both places: make the work clearer, and do not overstate what the software decides.
Filing work is a document problem before it is a model problem.
06 — Engagements
If the workflow is real, the boundary is clear, and someone is accountable for the outcome, we should talk.
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