Grace and Analytics
Production AI Systems
End-to-end AI/ML solutions that create real value in operations: data to model to deployment to monitoring.
Founder
Yoshiyuki Igarashi
AI/ML Engineer, Data Scientist, Builder and Consultant
I help teams turn AI into real value, from strategy through production.
13+ years
Hands-on AI/ML delivery
End-to-end
Data, models, and product workflows
Fortune 10-1000
Enterprise strategy and execution
Strong in both strategy and implementation across discovery, PoV, and production rollout.
Hands-on AI/ML delivery in private and public sectors and academia.
Built AI/ML pipelines with MLOps and enterprise integrations.
Focused on measurable, real-world value for teams and users.
What I help teams ship
MLOps / AIOps Enablement
Scalable pipelines, evaluation, observability, and automation so teams can deliver value safely and quickly.
Proof of Value Projects
Focused experiments that prove value early, then transition smoothly into production.
Selected impact
- Built enterprise-integrated ML pipelines that scaled from pilot to production across teams.
- Designed evaluation and monitoring frameworks to improve reliability and iteration speed.
- Delivered AI roadmaps aligned to time, data quality, governance, and real value.
- Led implementations that turned promising prototypes into systems with measurable adoption.
How I work
- Start from real workflows, not generic AI templates.
- Optimize for reliability and maintainability, not demos.
- Measure success by adoption and reduced operational friction.
- Build small, ship safely, then scale.
Now
I am building Grace and Analytics, a studio focused on practical AI systems that create real value.
Our flagship product is OpenRoof: Care Tracker, a privacy-first, offline-friendly care tracker built from a real family journey.
Connect
If you are exploring AI that needs to scale beyond a prototype, I am happy to talk.