Five Questions to Answer Before You Buy
Buying a robot arm without a clear specification is one of the most common and expensive mistakes in robotics labs. Before comparing product pages, answer these five questions honestly — they will eliminate most options and save you months of frustration.
1. What is your payload, including the gripper? Robot arm specs list payload at the wrist flange. Your gripper will consume 0.3–1.5 kg of that budget before you pick up a single object. A UR3e rated at 3 kg with a Robotiq 2F-85 gripper (900 g) leaves you 2.1 kg of usable payload. If you are grasping objects over 1.5 kg, step up to the UR5e or equivalent.
2. Is your workspace constrained by reach or by joint limits? Reach is the maximum radial distance from the base. But many tasks require the arm to work close in (pouring, wiping, assembly) where joint configurations near the elbow singularity limit usable workspace. A 7-DOF arm like the OpenArm 101 avoids this entirely through redundancy.
3. How much repeatability does your task require? Repeatability (not accuracy) is what matters for manipulation. Sorting soft pouches into bins tolerates ±1 mm; inserting a USB connector requires ±0.1 mm; PCB rework requires ±0.05 mm. Do not over-specify — high-repeatability arms cost 3–5× more.
4. What does your software stack require? If your team uses ROS2 and MoveIt2, check for a maintained ros2_control driver before committing. If you want to fine-tune a policy with ACT or Diffusion Policy, confirm the arm has a Python API with real-time joint state streaming at ≥50 Hz.
5. What is your true budget? The arm is 40–60% of total system cost. Budget separately for gripper ($500–$5K), force/torque sensor ($1.5K–$3K), cameras ($600–$4.5K), compute workstation ($2K–$5K), and safety infrastructure. A "$9K arm" project typically requires $18K–$22K in total spend.
Research Arms Under $20K
These arms are best for university labs, AI policy research, and early-stage startups validating manipulation ideas before committing to industrial hardware. They sacrifice payload and robustness for affordability and open-source support.
| Arm | Price | DOF | Payload | Reach | Repeatability | ROS2 | Best For |
|---|---|---|---|---|---|---|---|
| OpenArm 101 | $8,000 | 7 | 2 kg | 700 mm | ±0.5 mm | Yes (native) | AI policy research, bimanual |
| WidowX-250 S | $3,100 | 6 | 0.75 kg | 750 mm | ±1 mm | Yes (Interbotix) | ALOHA-style teleop, student labs |
| xArm 6 | $9,200 | 6 | 5 kg | 700 mm | ±0.1 mm | Yes (UFactory) | Heavier pick-and-place, industry eval |
| Kinova Gen3 Lite | $12,000 | 6 | 0.5 kg | 902 mm | ±1 mm | Yes (ros2_kortex) | Long-reach light-payload tasks |
| Mycobot 280 | $1,200 | 6 | 0.25 kg | 280 mm | ±0.5 mm | Yes (pymycobot) | Demonstrations, rapid prototyping |
The WidowX-250 is the most widely deployed research arm in open-source manipulation research thanks to its role in the ALOHA dataset and ACT paper. Dynamixel servos mean spares are cheap and repairs are straightforward. Its 0.75 kg payload limits grocery and industrial tasks.
The OpenArm 101 is the highest-value 7-DOF option in this tier. The extra degree of freedom eliminates wrist singularities that frustrate 6-DOF arms during data collection, and its open-source firmware means you can log motor currents for contact-rich manipulation research.
The xArm 6 is the most capable arm in this price range at 5 kg payload and ±0.1 mm repeatability — closer to mid-range cobot specs. The trade-off is that UFactory's SDK, while functional, has less community support than Interbotix or Universal Robots.
Mid-Range Cobots: $20K–$100K
Cobots (collaborative robots) are certified to operate near humans without caging, which matters for lab environments. They carry ISO/TS 15066 certification and use force-limiting modes. This tier covers serious research deployments and light commercial automation.
| Arm | Price (est.) | DOF | Payload | Reach | Repeatability | IP Rating | Notable Feature |
|---|---|---|---|---|---|---|---|
| Universal Robots UR3e | $35,000 | 6 | 3 kg | 500 mm | ±0.03 mm | IP54 | Widest ecosystem, ACT/LeRobot tested |
| Universal Robots UR5e | $45,000 | 6 | 5 kg | 850 mm | ±0.03 mm | IP54 | Best mid-range generalist |
| Franka Emika Research 3 | $40,000 | 7 | 3 kg | 855 mm | ±0.1 mm | None | Torque-controlled, haptics, force sensing built-in |
| ABB GoFa CRB 15000 | $50,000 | 6 | 5 kg | 950 mm | ±0.02 mm | IP40 | Highest-speed cobot in class |
| Kinova Gen3 (7-DOF) | $35,000 | 7 | 4 kg | 902 mm | ±0.1 mm | None | Long reach, mobile robot integration |
| Dobot CR5 | $22,000 | 6 | 5 kg | 900 mm | ±0.03 mm | IP54 | Budget cobot entry point |
The UR5e is the default choice for most commercial manipulation research: massive community, published datasets (RoboAgent, RT-2 evals), mature ros2_control driver, and a grip on the resale market that protects your investment. If in doubt, buy a UR5e.
The Franka Research 3 is the preferred arm for contact-rich and compliant manipulation research because it exposes joint torques in real time. The 7-DOF structure handles complex in-hand manipulation. Its significant limitation is that it requires Franka's proprietary FCI network interface — plan your network carefully.
The ABB GoFa targets higher throughput applications where speed matters more than academic openness. Its OmniCore controller has excellent path accuracy at speed but is harder to integrate with ROS2 than Universal Robots.
Specs Decoded: What the Numbers Actually Mean
Repeatability vs. Accuracy. Repeatability is how precisely the arm returns to the same pose repeatedly from the same direction. Accuracy is how close the Cartesian position matches the commanded position. For manipulation tasks, repeatability is almost always what matters — your grasp pose is learned, not analytically computed. ±0.03 mm (UR3e) is adequate for PCB-level assembly. ±0.5 mm (WidowX) is fine for kitchen manipulation.
Payload at the flange. Always subtract gripper weight. Common grippers: Robotiq 2F-85 = 925 g, Robotiq 2F-140 = 1,000 g, Inspire RH56 dexterous hand = 1,200 g, simple parallel jaw = 300–500 g. A UR3e with a Robotiq 2F-85 has 2.075 kg of usable payload.
Joint speed vs. Cartesian speed. Max joint speed (UR: 180°/s) does not translate directly to end-effector speed for complex paths. TCP speed (tool center point) is more useful — UR5e tops out at 1 m/s TCP, sufficient for most manipulation tasks.
IP rating. IP54 means dust-resistant and splash-resistant. If you are running food manipulation tasks or outdoor demos, IP54 is the minimum. Franka Research 3 has no IP rating — keep it away from water and dust.
SDK and Software Ecosystem Comparison
| Arm | ROS2 Driver | Python API | MoveIt2 | Open Source | ACT/LeRobot Tested | Real-time State (Hz) |
|---|---|---|---|---|---|---|
| UR3e/UR5e | ur_robot_driver (official) | ur_rtde (500 Hz) | Yes (ur_moveit_config) | Driver is OSS | Yes (widely) | 500 |
| Franka Research 3 | franka_ros2 (official) | polymetis / frankx | Yes (franka_moveit2) | FCI proprietary | Yes (many papers) | 1000 |
| OpenArm 101 | openarm_ros2 (native) | openarm_py | Yes | Fully open source | Yes (SVRC datasets) | 200 |
| WidowX-250 S | interbotix_ros2 (official) | interbotix_xs_sdk | Yes | Driver + firmware OSS | Yes (ALOHA) | 100 |
| xArm 6 | xarm_ros2 (UFactory) | xArm-Python-SDK | Yes | Driver OSS | Partial | 250 |
| ABB GoFa | abb_ros2 (official) | abbpy (limited) | Partial | Driver OSS | No | 250 |
Decision Matrix: Match the Arm to Your Situation
| Your Situation | Recommended Arm | Why |
|---|---|---|
| Student lab, budget <$5K | WidowX-250 S ($3.1K) | Largest open-source community, ALOHA-compatible |
| AI policy research, bimanual | OpenArm 101 ($8K) | 7-DOF, fully open, SVRC dataset support |
| Commercial pilot, need reliability | UR5e ($45K) | Best ecosystem, IP54, resale value |
| Contact-rich manipulation research | Franka Research 3 ($40K) | Joint torque sensing standard |
| High throughput automation | ABB GoFa ($50K) | Highest TCP speed in cobot class |
| Mobile robot integration | Kinova Gen3 ($35K) | Lightest-weight 7-DOF, robot-agnostic mount |
| Budget cobot for light industry | Dobot CR5 ($22K) | Lowest-cost ±0.03 mm cobot |
Still unsure? The SVRC Data Services team runs all major arms in our facility. Browse available arms in the store or contact us to discuss which platform best fits your policy training pipeline.