Error Budget
Error budgeting in your browser.
Trace error contributions across a kinematic chain — from coordinate system to point of interest. Rank dominant terms before tooling, not after assembly.
PiVector Labs pairs world's best machine design architects with AI-powered design tools to help companies move from requirements to first-time-right hardware faster.
Error budgeting in your browser.
Trace error contributions across a kinematic chain — from coordinate system to point of interest. Rank dominant terms before tooling, not after assembly.
Find the right part. Faster.
AI-assisted parts search and supplier matching for hardware engineers. Pull spec-correct components from a curated index — no more 40 tabs of distributor catalog.
Compliant mechanisms, sized in minutes.
Design leaf, notch, blade, and parallelogram flexures from a target stroke and load. Get stiffness in all six DOF, peak stress, fatigue life, and a parametric CAD export — without leaving the tab.
Worst-case and RSS, in one pass.
1D and 2D tolerance stack-up with both worst-case and statistical (RSS) results. Identify the contributors that dominate the stack and see the effect of tightening or relaxing each.
Senior engineers, builders, and operators — assembled around precision machine design.
Photo · P.01Founder · Principal Mechanical Design Engineer
MIT MEng. 10+ years of precision engineering — semiconductor lithography, medical devices, robotics. 4 patents in lithography apparatus design. Previously at ASML and Atomic Machines. Co-author with Prof. Alex Slocum on moment-stiffness analysis (Machine Design, 2026).





Photo · P.02Board Director
20+ years of MedTech and consumer-goods leadership. Currently Global Head of Digital Solutions at Johnson & Johnson; formerly Global President of the ETHICON Energy platform. Prior at Procter & Gamble across sales, marketing, and supply chain in Europe and North America.






Photo · P.03Chairman of the Board
MIT Doctor of Science. ASME & SME Fellow. Recipient of the Merchant Medal for Manufacturing. 45+ years of global manufacturing leadership and 15 patents. Founder & President of STIMS Institute, with prior leadership at Ford Motor Co., Norton/Saint-Gobain, and International Harvester.



M. Eugene Merchant Manufacturing Medal

Practical engineering writing on precision design, manufacturing, and getting hardware right the first time.
Precision Machine Design
A preloaded bolted joint shares load between the bolt and the clamped members like springs in parallel. This article uses photoelasticity to visualize the stress field, then compares the member stiffness from experiment, FEA, and an analytical frustum model.
May 20, 2026 · 9 min read
Read articleDesign for Manufacturability is not a checklist item — it's a mindset that should be present from the very first concept sketch. Here's what most founding teams get wrong.
Single-source components are a ticking time bomb. A smart BOM strategy means designing for second-source substitution from day one.