Trust and methodology
Editorial standards, sources, and capability status
We publish field observations and practical guidance to help feedlot operators and researchers make better decisions. Consequential claims should be specific, sourced, dated, and clear about what is installed, what is being validated, and what the evidence cannot establish.
Published and reviewed July 31, 2026
The short answer
Livestock Technologies separates independent evidence, first-party field facts, product design goals, and capabilities still under validation. We link to original sources where practical, preserve original publication dates, show substantive review dates, and correct material errors in the article rather than hiding them in metadata.
How an article is prepared
1. Define the reader question
Each article should answer a real operator or researcher question, not a manufactured search variation.
2. Gather primary evidence
We prefer USDA, extension, university, standards-body, and peer-reviewed sources over summaries.
3. Separate evidence types
Independent findings are not presented as Livestock Technologies field results. Company field observations are labeled as first-party.
4. Review capability language
Product statements are checked against the current capability boundaries below before publication or material revision.
5. Publish visible support
Important definitions, limitations, sources, dates, and related resources remain in crawlable page text.
6. Revisit time-sensitive facts
Market, disease, regulation, and program details receive an as-of date and links to the controlling source.
Current capability boundaries
These statements are the review baseline for this site. A study page may describe a narrower protocol; it should not silently broaden these claims.
| Area | What can be used today | What we do not claim |
|---|---|---|
| Feedlot inventory | Observed pen counts, expected-versus-observed reconciliation, movement exceptions, and reviewable camera evidence. | The platform complements EID/RFID records and the yard system of record; it does not replace either. |
| Nose ID | Controlled-chute capture of face, muzzle, and ear-tag views; muzzle segmentation and reference-gallery creation. | Passive pen re-identification and biometric matching performance remain under field validation. |
| Behavior and thermal review | Visible behavior, zone use, movement, and surface-temperature evidence can prioritize an event for human review. | An alert is not a diagnosis, treatment decision, feed-weight measurement, or guaranteed outcome. |
| Field deployment | Solar-powered RGB and thermal capture, wireless backhaul, and on-site processing are installed at the Tuskegee University research feedlot. | Installation proves operating infrastructure, not commercial accuracy, health outcomes, or uninterrupted observation of every animal. |
Source hierarchy
- Controlling government or standards source
- Original peer-reviewed research
- University or cooperative-extension guidance
- Named first-party field report or methodology
- Reputable secondary reporting, clearly labeled
Corrections and updates
We correct material factual or capability errors in the article and update its visible review date. Original publication dates remain unchanged.
To report an issue, include the page, statement, and supporting source through our contact page.
Who is responsible
Livestock Technologies is the organizational author unless an article names an individual author. Product and field statements are reviewed against current company documentation; independent findings remain attributed to their original source.