How cows are grouped can play a major role in the success of a robotic milking system. Smart grouping keeps cows moving efficiently, reduces stress and helps the herd and the robots perform at their best. Poor grouping, however, can create bottlenecks, slow milk flow and leave both cows and herd managers frustrated.
Every farm has its own layout, labor availability and herd size, but some grouping strategies for robotic herds stand out for their benefits as well as their trade-offs. Katelyn Goldsmith, Dairy Outreach Specialist at the University of Wisconsin–Madison, emphasizes that grouping decisions should never be an afterthought.
“Considering how cows are grouped is essential for optimizing cow flow and ensuring the success of automated milking systems,” she says.
Goldsmith notes there are several common ways to group cows, and choosing the right approach depends on herd size, layout and management goals.
Mixed Pens
For many robotic herds, the simplest approach is to keep all cows together in a single group, regardless of age or stage of lactation. This reduces regrouping stress, minimizes social disruption and helps maintain steady robot traffic. It also saves labor because cows don’t need to be moved between pens.
“For smaller dairies, this mixed approach may be the most practical option, and it can work well when rations and stocking rates are managed carefully,” Goldsmith says.
The main drawback of mixed pens is nutrition.
“Feeding all cows the same ration creates a nutritional balancing act,” she explains. “Feeding to meet the needs of top producers can lead to overfeeding and weight gain in lower-producing cows, while formulating to the average may limit the performance of high producers.”
Still, Goldsmith notes it’s worth considering how grouping choices influence both efficiency and cow performance.
“Thoughtful grouping is key to cow flow and overall success in robotic systems,” she adds.
Production-Based
Sorting cows by milk production is another approach that allows producers to tailor diets to the specific needs of each pen. High producers get the energy they need, while lower-producing cows avoid being overfed. However, this approach requires more management. Cows need to be moved as their production changes, and multiple rations must be maintained. Moving cows from high- to lower-energy diets can also cause temporary drops in milk yield. The financial benefit depends on whether feed savings outweigh any lost production.
“Grouping by production level is most successful when farmers and nutritionists routinely evaluate ration costs, monitor milk production and body condition score, and assess the overall economic return of the strategy,” Goldsmith says.
Robot traffic must also be considered. Most herds target 50 to 60 cows per robot, but high-producing cows might visit the system four or more times per day, while lower-producing cows might visit only twice. Pens with frequent milkers typically require lighter stocking, while slower groups can accommodate more cows.
Days-in-Milk (DIM) Grouping
Grouping cows by days in milk can make routine tasks, such as breeding, dryoff or veterinary work, more efficient. This method is common in conventional barns and works well in robotic systems when paired with automatic sort gates. A separation pen can achieve similar efficiency by sorting individual cows after milking rather than rearranging entire groups.
“Separation pens are most practical when working with a small number of cows each day,” Goldsmith notes. “They may be less sensible when large groups need to be sorted, such as during hoof trimming or large herd health checks.”
Fresh-cow pens are often the most valuable DIM-based group in robotic herds. These pens reduce competition, make it easier for new cows to access the robot and allow farms to feed a targeted diet during early lactation.
Age Grouping
First-lactation cows often struggle when mixed with mature cows, particularly during the early weeks of lactation. They tend to be more submissive, which can lead to longer waits at the robot.
“Grouping by age helps create a more equitable social environment, which can improve access to the robot and reduce stress,” Goldsmith notes. “It also maintains a balanced distribution of lactation stages across the pen, helping to maintain consistent robot flow at typical AMS (automated milking system) stocking densities.”
This strategy allows heifers to learn the robot without competition and supports consistent robot flow. The main trade-off, again, is managing nutrition for cows at different production levels within the same pen.
Special Needs
Many robotic herds dedicate space for cows that require extra attention, such as fresh, lame or sick animals. These pens, usually located close to the robot, help maintain milking frequency while reducing walking strain for compromised cows.
“While special needs pens require additional investment in infrastructure, they can offer flexibility for managing cow health without compromising AMS efficiency,” Goldsmith says.
Thoughtful Grouping Drives Success
How cows are grouped can have a big impact on the day-to-day operation of a robotic milking system. The right approach helps cows move efficiently, supports production and makes routines easier to manage.
No single strategy works for every herd, but farms who regularly assess their grouping choices and adjust based on herd behavior, production and labor needs are better positioned to keep cows healthy, reduce stress and maximize the efficiency of their robotic system.


