Pivector Labs

Deterministic
Machine Design

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.

§1Software

Free Tools for Design Engineers.

Live

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.

Live

PartsFinder

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.

Beta

Flexure Designer

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.

Join the Flexure Designer waitlist

We'll email you the moment it ships.

Beta

Tolerance Stack-up

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.

Join the Tolerance Stack-up waitlist

We'll email you the moment it ships.

§2Services Catalog

What we do — concept to qualified hardware.

01

Research & Innovation

  • Ideation & Brainstorming
  • Concept Generation
  • Technology Feasibility Studies
  • Technical Due Diligence
  • Market & Product Requirements
02

Engineering Design & Development

  • Detailed Engineering Design & Calculations
  • Simulation & Modelling
  • Rapid Prototyping
  • Design for Manufacturing & Assembly
  • Engineering Drawings & Supplier Co-ordination
  • Systems Integration
03

Verification & Validation

  • Test Equipment Design & Fabrication
  • Functional Model Fabrication & Testing
  • Reliability & Failure Mode Analysis
  • Test Documentation
04

Domain Expertise

  • Robotics & Autonomous Systems
  • Precision Machine Design
  • Complex Equipment Design
  • Medical Device Design
§3Team

The people behind Pivector Labs.

Senior engineers, builders, and operators — assembled around precision machine design.

Akshay HarlalkaPhoto · P.01
P.01Founder

Akshay Harlalka

Founder · 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).

Affiliations
MIT
ASML
Applied Materials
Featured in
Machine Design
ASME
SEMICON West
Kate MasscheleinPhoto · P.02
P.02Director

Kate Masschelein

Board 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.

Affiliations
Johnson & Johnson
Chief
HOW
Featured in
HBA
Conferences for Women
ASU
Dr. Krishnamoorthy SubramaniamPhoto · P.03
P.03Board

Dr. Krishnamoorthy Subramaniam

Chairman 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.

Affiliations
MIT
ASME
SME
Honors & Leadership
M. Eugene Merchant Manufacturing MedalM. Eugene Merchant Manufacturing Medal
Norton / Saint-Gobain
MassMEP
§4Insights

Field notes from the workshop.

Practical engineering writing on precision design, manufacturing, and getting hardware right the first time.

FeaturedF.01

Precision Machine Design

Bolted Joints: Axial Stiffness of Clamped Members

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 article
02DFM & Manufacturing

Why 80% of Hardware Startups Fail at the DFM Stage (And How to Beat the Odds)

Design 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.

6 min read
03Supply Chain

How to Build a Resilient Component Strategy in a World of Chip Shortages

Single-source components are a ticking time bomb. A smart BOM strategy means designing for second-source substitution from day one.

8 min read