From Coach Sensai to SenzoStack: What Changed, What Didn't, and What's Next
We started as Coach Sensai. We're becoming something more precise. Here's why.
By Issam Gharios & Rashid Shaikh
Coach Sensai was the right name when we started. We were coaching teams, improving ceremonies, helping organizations get more out of the rituals they already had. The product matched the name.
But the problem we kept solving wasn’t really about coaching. It was about the operating system underneath. How teams are structured to handle AI-accelerated delivery. How decisions get made when agents are generating output faster than humans can validate it. How engineering leaders get clear signals instead of ceremony.
The coaching frame was too small for what we were actually building. So we changed the name.
SenzoStack
SenzoStack is the company. One word. The “Senzo” comes from the original Sensai product, the intelligence layer we built that reads signal from your delivery tools. The “Stack” reflects the full picture: the services, the agent, and the open-source skills library we’re building on top.
The mission didn’t change. We still help engineering teams move with intent instead of just moving fast. But the frame is now more accurate: we’re an engineering operating model company, not a coaching practice.
What’s in the SenzoStack
We’re organizing everything we do under two product lines and one services practice. Here’s how they fit together.
Services — Engagements
Structured operating model redesign for engineering leaders. A Delivery Diagnostic followed by full implementation. For teams who need product or operation model architecture, not advice.
Senzo — Product
Our proprietary AI delivery intelligence agent. Reads signal from Jira, GitHub, and Slack via MCP. Surfaces blockers, flags PR stagnation, forecasts delivery velocity before problems become misses.
Stack — Open Source
The open-source ADLC skill library. Requirements generation, delivery analysis, and agentic dev lifecycle tools, free, modular, GitHub-hosted. Build on it, contribute to it, use it independently.
On Senzo
We built Senzo because we believe in the power of teams, and the collaboration needed in strong delivery teams. The coordination and visibility across multiple systems is causing friction in the delivery engine. We automated the discovery and analysis patterns into an agent.
Senzo adopted the human in the middle since day one and uses that to smartly decide the mode of operation, read-only vs. read-write. Senzo reads the signal your tools already emit and tells you what matters before it becomes a problem. We help you get ahead of the problems and act on them, all in one tool.
We’re onboarding early access customers now, engineering teams at companies looking to adopt AI-driven development to gain advantage on their competition.
On Stack: Why We’re Open-Sourcing the Foundation
This one took us a while to decide.
The skills are the parts we used to build Sensai. These parts are essential to every team operation, and will be useful to anyone involved in the software delivery process. We always said that no two teams follow the same process, even in the same org. So these skills need to be adaptable, and what better way to make them as such than to give them to our users to develop as they see fit.
Our value is beyond these skills. In Senzo we will continue working on valuable new features, in addition to new skills.
Stack is free. Fork the repo, pick the skill that fits your team’s immediate need, and build on it. If you build something useful, contribute it back.
What Didn’t Change
The problem we’re solving didn’t change. AI is accelerating individual contributors’ output without accelerating the governance, alignment, and delivery clarity needed to make that output valuable. Review saturation, architectural drift, sprint unpredictability, these are getting worse, not better, as agent adoption spreads.
The people solving it didn’t change. Issam and Rashid are still the company. We still work with a small number of teams at a time. We still operate in Boston and Mumbai. We’re still writing about this on the Agentic Product Delivery blog.
The work is just more precisely named now.
Thank you to www.HumanLogic.com team for helping shape Coach Sensai’s core features and clarify where we win in the market.
Issam Gharios
Co-Founder, CEO
Rashid Shaikh
Co-Founder, CTO