Who publishes this content
All educational content on preripple.panzica.ca is published by PreRipple, a product of Panzica Technologies Inc. Articles are published under the company name rather than an individual byline. We do not attribute content to invented authors, and we do not claim credentials — clinical, financial, legal or academic — that the company does not hold.
What we publish
Our guides cover decision-making frameworks, scenario planning, trade-off and opportunity-cost analysis, reversibility, assumption testing, and the specific major life decisions people bring to the product: careers, business, housing, relocation, education and long-term planning. We publish material we believe is useful on its own, whether or not the reader ever uses PreRipple.
How content is created
Content is drafted and edited by the PreRipple team, and AI tools may assist with drafting, structuring or editing. Nothing is published purely on an AI system's output: every page is reviewed by a person before it goes live, and factual claims are checked against sources rather than accepted from a model. We do not cite AI-generated summaries as evidence.
Research and sourcing standards
When a page relies on an external factual claim, statistic or research finding, we cite it visibly, name the organisation or publication, and link to the original where possible. We prefer sources in roughly this order:
- Government agencies, statistical offices and regulators
- Peer-reviewed research
- Universities and academic institutions
- Established professional and standards organisations
- Primary datasets and original reporting
We do not invent statistics, and we do not add citations for decoration. Where our guides give general reasoning rather than empirical claims, we say so plainly instead of dressing judgement up as research. Much of what we publish is framework and method — useful structure for thinking, not empirical findings about your situation.
Information, not professional advice
PreRipple's content and simulations are educational and decision-support material. They are not financial, investment, legal, tax, medical, immigration or other professional advice, and they are not personalised to your circumstances. For decisions with technical or regulated consequences, consult a qualified professional. See accuracy and limitations for what the simulator can and cannot tell you.
We do not claim to predict the future
PreRipple generates plausible scenarios from stated assumptions. Any figures or indicators shown are comparative, model-generated outputs — not validated forecasts or probabilities about your life. Our methodology page describes how scenarios are produced and where the limits are.
Updates and corrections
Substantial guides carry a "last updated" date. We change that date only when the content has been meaningfully reviewed or revised — not to appear fresh. If you find an error, an outdated figure or a claim you believe is unsupported, email support@panzica.ca with the page URL and the issue. We correct genuine errors and note material corrections on the page where the change affects meaning.
No fabricated social proof
We do not publish invented reviews, testimonials, user counts, awards, press coverage or partnerships. If and when real user feedback exists and permission is given, it will be published as such and identified clearly.
· Published by PreRipple, a product of Panzica Technologies Inc. · Educational information, not personalised professional advice. See our editorial policy.