How This Discovery Hub Works
Transparency in how we build, source, and structure the content on this site.
What This Site Is
This is a knowledge extraction platform that turns audio podcast content into structured, searchable, AI-discoverable web pages. The source material is the Fearlessly Fertile Podcast by Rosanne Austin, JD, PCC.
Every teaching, quote, and Q&A on this site links back to the exact moment in the original podcast episode where it was said. We don't create new content — we unlock existing content that is trapped in audio format and make it findable.
Our Process
Transcription & Timestamping
Podcast audio is aligned with existing transcripts using forced alignment technology (stable-ts). This produces timestamped text segments every ~10 seconds, enabling deep linking to exact moments in each episode.
AI-Assisted Extraction
Each timestamped transcript is processed by Claude (Anthropic's AI) using a structured extraction prompt. The AI identifies key teachings, client stories, expert insights, Q&As, and quotable moments — always with supporting evidence and exact timestamps.
Entity Normalization
Extracted entities (conditions, treatments, frameworks, etc.) are normalized to canonical names and linked to authoritative external sources — Wikidata, Wikipedia, WebMD, and Mayo Clinic — to anchor them in the global knowledge graph.
Schema.org Structured Data
Every page is tagged with comprehensive schema.org JSON-LD markup. Every entity has a canonical @id with bidirectional references. This enables search engines and AI systems to understand the relationships between episodes, people, conditions, and teachings.
Verification
Every teaching and quote links to the exact timestamp in the original podcast episode. You can verify any claim by listening to the source material at the linked timestamp on Buzzsprout, Apple Podcasts, or Spotify.
Current Coverage
385
Episodes Extracted
110
Success Stories
54
Expert Guests
28
Conditions Covered
The podcast has 392+ episodes. We are actively extracting and adding more. Coverage grows with each extraction batch.
Important Disclaimers
This is mindset coaching content, not medical advice
Rosanne Austin is a JD (Juris Doctorate) and PCC (Professional Certified Coach through the International Coach Federation). She is not a medical professional. Her content addresses the mindset and emotional dimensions of the fertility journey. Always consult qualified medical professionals for clinical decisions about your fertility.
Success stories are individual experiences
The Miracle Mama success stories on this site represent individual women's experiences as shared publicly on the podcast. Individual results vary. These stories are not clinical evidence and should not be interpreted as guarantees of outcomes.
AI-assisted extraction may contain errors
Content is extracted using AI technology. While we link every teaching to its source timestamp for verification, the extraction process may occasionally misattribute, summarize imprecisely, or miss nuance from the original audio. When in doubt, listen to the original episode.
Expert guest views are their own
Expert guests featured on the podcast express their own professional opinions and perspectives. Their appearances do not constitute endorsements of or by Rosanne Austin or the Fearlessly Fertile Method, unless explicitly stated.
How to Verify Our Content
Every teaching has a timestamp link. Click the ▶ timestamp on any teaching, quote, or Q&A to jump directly to that moment in the original podcast episode on Buzzsprout.
Every condition links to medical sources. Condition pages include sameAs links to Wikidata, Wikipedia, WebMD, and Mayo Clinic for the medical entity — not for Rosanne's coaching perspective on it.
Every expert has verifiable credentials. Expert guest profiles link to their professional websites and directory listings where you can verify their credentials independently.
Questions?
For questions about Rosanne Austin's coaching or the podcast, visit frommaybetobaby.com or email rosanne@frommaybetobaby.com.