Prompted Lines started as a way to organize my own understanding. AI was moving quickly, the vocabulary was getting noisier, and I wanted one place where I could connect the technology to real insurance and actuarial work without losing the caveats.
Why I built it
This is a personal hobby project. Its first audience was me: a structured place to turn scattered reading, experiments, and industry observations into something I could revisit and challenge. Publishing it came later. I made it public because other insurance professionals are working through many of the same questions.
The goal is not to predict every product release or collect every AI use case. It is to build a durable mental model: what the technology can do, where it creates measurable value in insurance, what responsible implementation requires, and which claims are evidence rather than marketing.
Relevant background
I have more than 15 years of insurance-industry experience and hold actuarial credentials. That experience shapes the examples, the attention to model and data risk, and the focus on commercial and specialty insurance workflows.
Credentials and experience do not make every judgment on this site correct. They provide domain context. The citations, evidence page, correction record, and audit process are what make individual claims testable.
How I approach the work
- Primary sources where possible. Regulatory documents, company disclosures, research papers, and direct product announcements take priority over summaries.
- Numbers keep their provenance. Carrier- and vendor-reported results are labeled as reported, not presented as audited proof.
- Forecasts are visibly forecasts. The timeline separates documented events from estimates.
- Corrections stay visible. The evidence page shows the source passages behind key claims, and the Evidence Auditor keeps a correction trail.
- Quarterly maintenance. Links, regulatory status, source support, and key figures are rechecked on a schedule.
How AI is used
AI helps research, draft, compare sources, test the website, and maintain the audit trail. It is used as a fleet of bounded workers rather than as an authority. The How it’s built page lists those roles and the controls around them.
I set the direction, decide what is published, review consequential changes, and remain responsible for the editorial judgment. The use of AI does not transfer accountability to the model.
Independence. Prompted Lines is a personal project. It does not represent an employer, client, actuarial organization, or other institution, and no affiliation or endorsement should be inferred.
What this site is not
Nothing here is legal, actuarial, regulatory, or compliance advice. The site is educational guidance and a record of an ongoing learning process. Readers should verify decisions against current law, professional standards, company policy, and the facts of their own situation.