Evidence and visible gaps.
Sources and dates
Product values come only from public manufacturer pages and their public product data. FDA excerpts provide the separate reference. The supplied research records robots.txt checks before retrieval; saved policies are in research/robots. Source URLs, retrieval dates and methods are recorded in each cache header. These records were retrieved October 28, 2026. Live pages may change.
Every build checks exact source excerpts against local caches. No network requests are made. Updates are manual and require another review of robots rules and terms. Missing serving text stays missing; no estimates are substituted.
Percentages compare one stated product amount with the FDA's 400 mg/day figure for healthy adults. They are arithmetic comparisons, not consumption targets, and do not apply to people who are pregnant or breastfeeding, children, teens, or people with heart conditions or caffeine-interacting medications. Serving wording and product notes qualify the stated amounts; a missing serving size is not inferred.
Disclosure coverage
0 of 36 products have no disclosed caffeine dose (0%). The build stops when this share exceeds 20%. This statistic covers the included products, not the skipped brands.
Skipped brands
- Monster Energy (monsterenergy.com): robots.txt returned HTTP 403 to a plain request; could not confirm crawling is allowed
- Red Bull (redbull.com): robots.txt returned HTTP 403; could not confirm crawling is allowed
- Bang Energy (bangenergy.com): robots.txt returned HTTP 403; could not confirm crawling is allowed
- Gatorade (Fast Twitch) (gatorade.com): robots.txt returned HTTP 403; could not confirm crawling is allowed
- Nutrex (Outlift) (nutrex.com): robots.txt disallows AI and scraping agents site-wide
- Guayakí (guayaki.com): robots.txt (redirects to yerbamadre.com) disallows / for listed agents
- Kaged (kaged.com): product data request returned HTTP 403
- Reign (reignbodyfuel.com): product data request returned HTTP 403
- Celsius (celsius.com): no public product data endpoint (HTTP 404); not fetched
- Legion Pulse (legionathletics.com): no public product data endpoint (HTTP 404); not fetched
- REPP Sports (Raze) (repp.com): no public product data endpoint (HTTP 404); not fetched
- Bucked Up (buckedup.com): product data unreadable; not fetched
- ZOA (drinkzoa.com): site unreachable
- Sheer Theory / Upbeat (sheertheory.com / drinkupbeat.com): site unreachable
Product notes retain qualifications from the supplied dataset. Manufacturer excerpts are attributed quotations, including any source directions.