Readiness report
Is your business at the readiness tipping point?
Benchmark execution, data posture, and AI readiness with practical next steps.
Read moreTrusted IT infrastructure & software engineering across industriesRead more
icrewsystems
We help you build software, AI, and hardware your team can ship.
Customer stories
See how teams modernize without breaking operations
Outcome-focused snapshots from complex programs across industries.
Read moreResearch
Explore live systems, papers, and technical perspectives
Applied insight your leadership and engineering teams can act on.
Read moreIndustries we've served
Systems built for teams where execution has to hold.
From aerospace to enterprise software — sectors we've delivered in so far, not the limit of where we work.
Browse by industry, then take the AI readiness report or use case report for aerospace to benchmark where you stand and where AI can move the needle.
Aerospace
Aerospace systems built for mission reliability.
Automotive
Automotive systems that actually work together.
Enterprise
Enterprise systems that scale without fragmenting.
Research
Research systems that keep pace with discovery.
Healthcare
Healthcare systems that respect clinical reality.
Financial
Financial systems built for trust and scale.
Manufacturing
Manufacturing systems that connect the shop floor to decisions.
Tech
Software platforms built to ship and scale.
4 industry awards2021–2025Award-winning delivery across regulated industries
View awardsWhat icrewsystems has delivered
Time saved, cost cut, and revenue unlocked — from systems, automation, and AI programs we've shipped for clients.
REVA — Healthcare
80% reduction in processing time
icrewsystems automated clinical workflows at scale.
Smart city — Infrastructure
7–9% total operating savings
AI optimization across municipal systems with icrewsystems.
Apprentice — Life sciences
85% increase in efficiency
regulated lab and production systems icrewsystems delivered.
Joffrey Ballet — Nonprofit
15 hrs/week reclaimed
operational time returned through icrewsystems AI programs.
Walther Farms — Finance
18 days saved per close
reconciliation automation built by icrewsystems.
Poshmark — Marketplace
7 months to free cash flow
delivery cadence cut time-to-FCF from twelve months.
City ID program
250K entities identified
entity resolution at scale with icrewsystems AI.
rarebreed — Fintech
$100M transactions processed
platform engineering icrewsystems shipped under load.
Book a meeting — it's free.Download the AI readiness report.Explore training programs.See delivered client impact.Talk to an AI expert.Browse research & live systems.
Book a meeting — it's free.Download the AI readiness report.Explore training programs.See delivered client impact.Talk to an AI expert.Browse research & live systems.
Training & workshops
Hands-on training for organizations across industries.
Four core programs. Strong reviews. Built for teams in the room.
“This became the jumpstart we needed to prioritize AI opportunities and align our entire team around execution.”
Matthew ShortsChief Product & Technology Officer · SAP
Four programs
Workshop
Operational Readiness in the AI age
Prepare your operating model, governance, and delivery rhythm to scale AI initiatives with less friction.
View program
Workshop
AI for productivity training for non-technical teams
Enable business teams to use AI tools confidently for faster output, better quality, and smarter daily decision-making.
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Workshop
Automation Workshop
Identify and design workflow automations that remove bottlenecks and improve service speed, quality, and consistency.
View program
Workshop
Systems Thinking Workshop
Strengthen your team’s ability to diagnose complex challenges and design resilient systems for long-term execution.
View programicrewsystemsAI Laboratories
Where we prototype the systems of tomorrow.
Applied AI experiments, research papers, and live systems under active iteration.
Free to start
Ready to start a discussion about your challenge?
Tell us what you're building or fixing — starting a discussion is free, and we'll help you shape the right path from intent to execution.