How your Health Score keeps getting more honest
Evolving Home learns from new policy, standards, field trials, and building-science research. The pipeline below shows how a claim moves from source material to checked product knowledge.
Internal research checks (claims and eval gates) stay in the process below — they are not a customer certification count. See methodology for how scores are explained.
The latest verified claims are already merged. The next topic is chosen from known gaps, then checked before it can change methodology.
The current aggregate gates are clean. Draft material still stays private.
This page shows aggregate transparency only. Raw drafts, private review notes, local paths, signed URLs, and internal agent instructions are not published.
Public research records live on the insights page after URL hygiene, source strength, relevance, and confidence checks.
The learning loop
The pipeline works best when it moves one topic at a time. That keeps policy caveats, grant eligibility, field performance, and safety limits from being flattened into overconfident advice.
- 1/5
Find primary sources
Government guidance, standards, trials, and technical reports are preferred over loose commentary.
- 2/5
Extract checked claims
A claim is only useful if the wording, caveats, and source context survive review.
- 3/5
Test the assistant
Truth cases and adversarial prompts block advice that over-promises savings, grants, safety, or eligibility.
- 4/5
Review before publish
A human review gate sits between draft research and anything that can affect product language.
- 5/5
Improve the product
Only verified claims can inform methodology, public explanations, and future Health Score behavior.
Recent verified learning
These are public summaries of recent research waves. They deliberately avoid raw quote logs and private source paths.
Verified claims improve Passport honesty
Start with the free Health Score. Use the Passport to track what is confirmed before money leaves the account — evidence improves the decision, not the other way around.
What this pipeline is for
- See how verified claims enter product language and methodology
- Understand the human review gate before publish
- Track research focus and truth-test status
- Connect research improvements to Passport honesty
- Review recent verified learning waves
What stays private
- Raw draft research or private review notes
- Guaranteed grant, tariff, or savings advice
- Substitute for professional site assessment
- Real-time policy monitoring for every jurisdiction
- Automated compliance certification
- Internal agent instructions or signed URLs
Why this matters
Home energy advice can go wrong when it treats grants, tariffs, lab performance, and field results as guarantees. The flywheel gives Evolving Home a way to learn faster while saying no to unsafe certainty.