Materials science expertise that accelerates your R&D, optimizes processes, and delivers measurable business outcomes through applied AI.
Accelerate discovery timelines and improve success rates with AI-guided research
What I Help With
Research workflow automation
Materials property prediction
Experimental design optimization
Typical Outcomes
Reduced screening time
Automated data analysis pipelines
Reduced experimental costs
Scale manufacturing, optimize processes, and integrate AI capabilities
What I Help With
Process parameter optimization
Workflow reinvention
Integration of new technologies
Typical Outcomes
Cost reduction
Improved yield consistency
Reduced time-to-market
Technical due diligence, strategy validation, and competitive advantage development
What I Help With
Technical due diligence
Technology roadmap planning
IP landscape assessment
Typical Outcomes
Validated technical feasibility
Clear competitive positioning
Reduced technical risk
Novel adhesive chemistries (UV-triggered, biobased)
Rapid formulation of custom polymers
Translating performance gaps into R&D targets
Early-stage concept generation & ideation
Structured screening & testing
Prototype builds & validation in lab & field
Cross-functional collaboration for accelerated qualification
Managing workflows for product launch readiness
Establishing material standards across product lines
Defining quality metrics & dashboards to reduce risk
Partnering with suppliers and labs for reliable supply and services
Driving adoption that eliminates defects increases throughput
UV-light triggered adhesive for bonding sensors to windshields
Materials Design | 2 years
Problem:
Existing adhesives required fixturing and long cure times, messy application process
Approach:
Developed self-fixturing, triggered-curing, die-cuttable film adhesive
Measurable Outcomes:
$110 M opportunity, customer initiated validation testing, 10 granted patents
Heat-curable structural adhesive for body shop operations
Materials Design | 18 months
Problem:
Existing products had unacceptable performance with aluminum intensive designs
Approach:
Improve adhesion and enhance stress-durability through formulation design
Measurable Outcomes:
$10 M opportunity, customer initiated validation testing, 1 patent application
Chitosan-based treatment for semi-finished textile goods
Polymer Formulations | 3 months
Problem:
Existing finishes had unacceptable toxicity profiles
Approach:
Developed non-toxic finishes compliant with EPA-minimum risk pesticide requirements
Measurable Outcomes:
$1.4 M opportunity, customer initiated validation trial
Automated intake and production of custom product formulations
Polymer Formulations | 6 months
Problem:
Customer requirements were not collected in the field, lead times on samples were 4+ weeks
Approach:
Automated requirements collection, categorized sample type by feasibility, systematized scheduling and documentation
Measurable Outcomes:
Reduced fulfillment lead times by 75%, achieved 95% user adoption rate, 90% product documentation rate
Vetting partners for sophisticated polymer analysis and qualification of material for regulated applications
Materials Analysis | 1 month
Problem:
Early stage startup needed to engage analytical labs capable of performing analysis to support process development and commercialization
Approach:
Engaged 8 candidate labs to determine capabilities, capacity, and cost
Measurable Outcomes:
Identified 2+ candidate labs for each technique and full qualification testing, facilitated handoff to client for ongoing analysis
Adhesive selection for new cab roof design in the Class 5-7 truck market
Material Qualification | 1 year
Problem:
New part design called for unique bonding process to achieve part quality and build rates, no existing specification or approved material on record
Approach:
Evaluated candidates from 6 global suppliers, used screening tests to downselect options for full qualification, collaborated with engineering to define specification
Measurable Outcomes:
Supported launch of $900 M product line
Body sealer qualification to eliminate assembly-line rework
Material Qualification | 6 months
Problem:
Intermittent sealer application defects, from variable material supplier quality, led to 3% defect rate and additional operator time to adjust sealant application process and rework defects
Approach:
Engaged incumbent supplier to improve quality and 2 new suppliers for a second source, qualified new source according to company standards and validated quality of initial builds
Measurable Outcomes:
Eliminated rework and increased plant output by $250k finished product per day
Standardizing destructive analysis of prototype and production parts to quantify bonding process quality
Process Standards | 1 year
Problem:
Bonding process defects could escape detection because procedures were inadequate or too cumbersome for routine use
Approach:
Defined methods for evaluating bond quality with common tools, built tool for recording and displaying dashboard of results
Measurable Outcomes:
Reduced warranty risk pool by 90%
Injection molded part failure during release testing
Root Cause Analysis | 2 months
Problem:
Windshield moldings on the top 2 product models had 75% failure rate during final vehicle quality checks, large quarantine pool, rework delayed delivery of finished product
Approach:
Developed audit test to identify and quarantine defective parts before installation, collaborated with engineering, quality, and suppliers to trace root cause to molding equipment failure
Measurable Outcomes:
Resolved quality issue affecting $40 M of product
Standardizing foam tapes used in vehicle assembly
Materials Standards | 9 months
Problem:
Lack of materials standard resulted in confusing change management and validation procedures, quality risks
Approach:
Identified 4 use cases for foam tapes across 6 product lines and 3 factories, defined specifications and test methods for each case collaboratively with engineering
Measurable Outcomes:
Standardized tape products used in vehicles generating $8 B revenue