How this site is sourced
Every metric, headline, and AI-generated paragraph on T2D AID Intel ultimately traces back to one of the public data providers below. Inline “Sources” chips on each card link directly to the underlying FDA filing, ClinicalTrials.gov record, SEC document or company press release. AI-generated text (briefings, SWOT/SOAR, predicted moves) cites the live market-data points it was conditioned on.
Data providers
Device approvals, clearances, MAUDE adverse-event reports, and recalls for insulin pumps, CGMs and AID systems.
Active and completed trials in T1D / T2D AID, GLP-1 + pump combinations, and pediatric studies.
8-K filings, 10-Q/10-K disclosures, S-1s, and proxy statements for public competitors (PODD, TNDM, BBNX, MDT).
Press releases, earnings transcripts, and JPM Healthcare presentations from each tracked competitor.
T2D / AID-related job postings used as a leading indicator of strategic hiring (regulatory, clinical, payer).
Patient and HCP discussion mined for sentiment, churn signals, and unmet needs around each pump.
Curated industry news for the Latest News rail; titles, images and links are surfaced unmodified.
All AI-generated text — daily briefings, SWOT/SOAR analyses, predicted-move narratives, war-gaming scenarios — is produced by Lovable AI using the underlying market-data points listed alongside each output as input.
Computed metrics
Numbers that aren't a direct quote from a filing — how they're built.
- Threat score (0–100)
Composite of (a) recent regulatory + clinical market data velocity, (b) installed-base growth, (c) T2D label proximity, (d) payer momentum. Recomputed nightly from live_signals + the seeded competitor profile.
- 30-day momentum
Rolling delta in market-data volume (FDA + Clinical + Press + Financial) over the last 30 days vs the prior 30 days, normalized to ±100.
- T1 / T2 share
Modeled from public installed-base disclosures (10-K, JPM presentations) cross-checked with dQ&A penetration estimates. Updated quarterly when filings drop.
- Installed base (K users)
Most recent disclosed figure from the company's 10-K or earnings release. Linked under each competitor profile.
- Sentiment score
Lovable AI scores Reddit posts on a -100..+100 axis weighted by upvotes and recency; the 30-day delta is shown alongside.
AI-generated content
Every Lovable AI output (daily briefing, SWOT, SOAR, predicted moves, wargaming scenarios, trend narratives, sentiment scores) is generated on demand from the same live market-data corpus shown on the site. The exact market-data points used for each AI output are listed in a “Sources” row directly underneath that output. AI content can be stale, partial, or wrong — always click through to the underlying filing before acting on it.
Limitations
- This site is for competitive intelligence research only — it is not medical, regulatory, financial, or investment advice.
- T1 / T2 share splits are modeled estimates; companies do not consistently disclose by indication.
- Reddit-derived sentiment is biased toward vocal patients and may under-represent the broader installed base.
- ClinicalTrials.gov status reflects sponsor self-reporting and can lag actual study progress by weeks.