How we deploy

The Paired Expert Model.

AI is not industry expertise versus engineering. Any engagement that matters needs hands-on specialists in both, sitting in the same room, accountable for the same production outcome. That is how we staff every deployment.

"Our AI engineers sit next to someone who has closed the books in SAP for 20 years. Our SAP experts sit next to someone who ships production ML. Neither works alone. That is the whole point."

The pod

Every engagement staffs, at minimum:

Industry expert
Industry & Systems Expert

A functional specialist who has personally configured and run your ERP for decades — FICO, Account-Based CO-PA and Margin Analysis, Results Analysis, PS, PMMO, MM, PP, SD on the SAP side; project accounting, government contract compliance, and EAC on the Costpoint side. Speaks your language on day one. Knows which tables the truth lives in — and why the obvious answer is wrong.

Tech expert
Lead Forward-Deployed Engineer

Designs the models, builds the pipelines, wires the write-back, and owns production reliability. Embedded with your team, accountable for the measured outcome.

Tech expert
ERP & Integration Engineer

Connectors, extraction semantics, and side-by-side extensions — built clean-core, without touching your upgrade path.

Tech expert
Evaluation & Reliability Engineer

Builds the evaluation suite every workflow must pass before production, then keeps monitoring accuracy, exceptions, and human corrections after go-live.

Every case study we publish names the pod composition — even when the client is anonymized. Field notes carry the functional expert's byline; engineering posts carry the engineer's. Two voices, one company.

Leadership

Named people. Real module depth.

No anonymous aggregates. The people who lead your deployment, by name.

Kenny Sandhu
Founder & CEO
  • 20+ years of SAP implementations across FICO, PS, MM, PP, and SD — including Fortune 500 S/4HANA programs
  • Deep specialization in Account-Based CO-PA and Margin Analysis, Results Analysis, and PMMO
  • Aerospace & defense project accounting under FAR, DFARS, DCAA, and CAS
  • Wharton MBA · personally leads customer deployments
Shivinder Singh
CTO
  • Platform architecture and engineering leadership
  • Owns the Mantrix platform — knowledge and context layer, evaluations, governed write-back
  • Leads the forward-deployed engineering bench

Put both experts in your room.

A 30-minute deployment review with the people who would actually staff your pod.

Book a deployment review