How User-Centered Design guided Coach Sensai’s initial market position
INDUSTRY
AI-driven agile delivery / product-team productivity tools
SUMMARY
Coach Sensai is a Boston-based technology startup focused on improving software delivery execution and outcomes. The founders are building a platform that brings clarity, focus, and context to delivery workflows by automating routine preparation and analysis across key agile execution touchpoints, including planning, standups, and retrospectives. With integrations across project management, development, and collaboration tools, Coach Sensai helps delivery leaders and teams reduce overhead, surface meaningful signals earlier, and deliver value predictably.
ENGAGEMENT
HumanLogic’s engagement (in 2025-2026) began when Coach Sensai’s founders selected the product domain of agile development process efficiency and started building a technology demonstration. We helped the founders envision a product offering that prioritized a minimum viable product (MVP) and an associated Go-to-Market (GTM) strategy. We then helped the Coach Sensai founders validate the MVP offering by interviewing over 30 prospective users/buyers before applying User-Centered Design (UCD) principles to the key personas to understand how the product would be used. With this market evidence, we then help define a “Go-to-Market” (GTM) offering by uncovering and prioritizing user requirements.
“Working with Karen Donoghue and Craig Newell from HumanLogic during Coach Sensai’s earliest stages was transformational for our business. Their strategic guidance helped us navigate critical product design and go-to-market planning decisions with confidence. What set them apart was their ability to identify risks we hadn’t considered while keeping us focused on what would truly move the needle for our investors, prospects, and customers.
HumanLogic’s approach includes becoming genuine partners in our success. Their expertise in evaluating new technology concepts and translating insights into actionable strategy saved us from costly missteps and accelerated our path to product-market fit.
I enthusiastically recommend Karen and Craig to any founder or leadership team launching innovative products. Their combination of strategic foresight, practical execution, and deep understanding of technology markets is invaluable at the most critical junctures of building a business.”
Issam Gharios, CEO and Co-Founder, Coach Sensai
Through collaborating with HumanLogic, the founders of Coach Sensai redefined their approach from showcasing technology to addressing a workflow challenge. Rather than highlighting individual AI features, they shifted their focus to the specific touchpoints within Agile delivery where practitioners encounter friction. This change transformed the product narrative from listing capabilities to a strategic approach focused on solving a key problem: enabling coaches to devote less time to administrative coordination and more time to enhancing team performance.
THE PROBLEM
Agile development coaches currently spend 60% of their time on administrative overhead – updating boards, consolidating metrics, and chasing status updates. Meanwhile, the team dynamics that actually determine delivery outcomes go unaddressed. This isn’t a coaching problem. It’s a design problem.
Coach Sensai’s offering includes an NLP-powered user experience that aims to automate agile coaching workflows for managing ceremonies. The Coach Sensai platform UX understands conversational flows within agile ceremonies and applies heuristics to improve productivity for Scrum Masters and agile development team members.
BACKGROUND
HumanLogic’s engagement with Coach Sensai initially centered on translating technical capability into market positioning.
Through primary user research with approximately thirty Agile coaches, Scrum Masters, and development team members, we identified the gap between what NLP technology could do and what would actually drive adoption. The research revealed that agile practitioners valued ceremonial automation not for its own sake but for the cognitive space it created—allowing coaches to facilitate rather than document, and allowing teams to collaborate rather than report status.
PROCESS
Our engagement proceeded with workshops with Coach Sensai’s founding team to frame the key assumptions and execute nearly thirty user research sessions with agile practitioners in order to gather evidence to answer critical questions about the business, including:
- Who are the buyer personas vs end-user personas?
- What are the “day in the life” tasks and pain points for agile teams?
- Which features of Coach Sensai provided real value rather than just cool tech?
We used a prioritization framework that combined user value, business viability, and feasibility, inspired by the HumanLogic model we discuss in our book, Envision Product: User Experience for Founders.
As we progressed in our engagement with the Coach Sensai team, we developed persona profiles, mapped user journeys from onboarding to first use to ongoing value, and identified major decision points and friction zones.
PERSONAS
Following the design methodology outlined in our book, HumanLogic helped Coach Sensai’s founders test assumptions and gather evidence to confidently define and prioritize target personas for the product’s initial release. A synopsis of a sample persona we identified through our user research is shown below.
USER JOURNEYS AND WORKFLOWS
Our efforts included documenting the current system architecture to gain visibility into how the Coach Sensai software components worked together and how data flowed through the system. An example of this type of system architecture diagram we developed is shown below.
As we progressed in our analysis, we mapped the key workflows across all personas to document the user journeys. An example of a portion of the end-to-end user journey for the Agile Developer persona is shown below, with a focus on ceremony engagement.
After we completed our analysis of the user research data we gathered and the completion of our journey mapping work, we proposed product design improvements to help inform the GTM offering:
- Focus on a single, highest priority ceremony. We focused initial user research on daily sync meetings and the contextual workflows before, during, and after this specific ceremony.
- Prioritizing end-to-end workflow assistance, creating an integrated user experience that meets coaches where and when work actually happens (e.g in Slack and Microsoft Teams), rather than just a tool used at a single step in the workflow. Ensure the agent becomes a natural extension of existing team workflows rather than an additional tool that requires context switching or disrupts workflows.
- Provide in-the-moment guidance without pulling teams away from their primary work environments. This seamless integration reduces friction and increases the likelihood of sustained engagement with coaching interventions.
BUSINESS RESULTS
HumanLogic’s engagement with Coach Sensai addressed a strategic design challenge that enterprise leaders face when scaling AI-powered solutions: translating powerful technology into workflows that enhance, rather than disrupt, professional practices.
Through primary research with Agile coaches, Scrum Masters, and development teams, we identified a misalignment between what AI tools typically measure – such as ceremony completion and ticket updates – and what truly drives team performance, including collaboration patterns, psychological safety, and cycle time improvement.
The result is not just a better interface; it’s a redefined platform that integrates directly with Slack and Microsoft Teams, providing real-time coaching intelligence without requiring users to switch contexts or add new administrative burdens. More importantly, it’s a Go-to-Market strategy rooted in how Agile practitioners genuinely work, rather than how vendors assume they should work.
The results of this engagement include:
- Confident positioning of Coach Sensai in sales conversations with a refined value proposition: “Effortless Agile delivery visibility & action, integrated with your tools”.
- Clarity of value for both the buyer and end user personas is well understood: the buyer may care about roll-out and ROI, the agile team member cares about daily workflow.
- Early “first-value” moment matters: enabling a quick win (first stand-up, first health report) helps drive adoption.
- UX in AI products isn’t about visuals – it’s about orchestration. The onboarding, the language, the flow, the value story: these aren’t polish. They’re the product.
- Collaboration on a white paper: In partnership with Coach Sensai’s CEO, we co-authored “How AI can enhance productivity in Agile coaching workflows”, offering a strategic perspective on AI adoption in Agile environments. The approach we recommend balances advocacy – positioning AI as an enabler of deeper coaching engagement – with a measured caution against implementation approaches that could reduce coaching to a standardized process and obscure the human dynamics critical to team performance.
For founders developing AI-powered enterprise tools, this case study illustrates how user-centered design can translate technical differentiation into tangible business impact: by ensuring that your automation genuinely empowers professionals to perform at their full potential, rather than merely creating an illusion of efficiency.
Our engagement with Coach Sensai demonstrates that, for AI-powered enterprise solutions, true market adoption is achieved not merely through technical sophistication but by grounding the offering in the end user’s genuine workflows and pain points. By applying a User-Centered Design approach, HumanLogic helped Coach Sensai define a platform and a Go-to-Market strategy focused on empowering professionals rather than adding administrative burden.
Even as market conditions led Coach Sensai’s founders to pivot to a new service-based model for AI-accelerated delivery – now called SenzoStack – the strategic structure and user insights gained from our analysis and storytelling process continue to guide and accelerate the next generation of Coach Sensai’s business.
FOR MORE INFORMATION
To explore how strategic product design can accelerate your AI-driven product, please visit our web site and get in touch: [email protected].
IMAGE CREDIT
Persona photo by Usman Yousaf on Unsplash