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altPath x Potluck Tech

How a seven-person nonprofit team with no technical background shipped an AI-powered career platform, and beat industry medians by 8x.
Date
June 18, 2026
Category
Case Study

Overview

Client
Areté Rising
Potluck team
Sha-Mayn (Fractional CTO) + Yu (Fractional CPO) + 1 PM + 3 Eng
Product
altPath is a skills-first career platform for adults without college degrees

Results at a Glance

Product Outcomes
10% → 75%
Accounts with a saved career
65%
Account creation
99% → 35%
Bounce rate
8×
Engagement vs. peer median
Team Outcomes
Filled core gaps: Hired 1 Head of Data and 1 Senior Product Designer. Transitioned to a new contract engineering team.
Leveled up team: Focused on professional development. Now the core team owns day-to-day product and engineering, and Potluck transitioned to an advisory role.

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Main Takeaways

  • Product focus is the hardest discipline
    The biggest product gains came from focusing on a clear ideal customer persona (ICP) and user journey, and cutting features to serve the ICP extremely well.
  • Build a high-performing product org without a full-time team
    Contractors, fractional experts, and the right embedded leadership can match the output of a much larger org - if the process and accountability structures are right.
  • Always grow your org's internal capabilities
    Domain expertise and empathy for users matter more than technical fluency. A team that deeply understands the problem can be leveled up to own the product - technical skills can be taught, hired, or supplemented.

Background

Areté Rising is a seven-person nonprofit bridging education pathways to career opportunity. Their product, altPath, connects uncredentialed adults with the bundled support that drives economic mobility: trustworthy information, financial aid, and curated training networks aligned to labor market demand. 

When Potluck Tech came on board in June 2024, altPath faced three compounding issues:

  • The user journey was fragmented. A recent paid ad campaign produced a 99% bounce rate - almost every visitor left without taking a single action.
  • The development process lacked transparency. While the founding team brought deep expertise in college access and social work, they had limited experience managing software development, evaluating technical deliverables, or guiding product, UX, and architectural decisions. As a result, requirements were largely handed off to an external agency, and the team had little direct interaction with the developers building the product.
  • The MVP was built on Bubble.io, a no-code platform that introduced significant performance, scalability, and design limitations due to architectural choices made by the original development agency. As vendor costs increased and delivery quality declined, the team sought a more sustainable path forward. However, Bubble's closed ecosystem made migration challenging, requiring a complete rebuild of the application and a substantial investment of time and resources.

Areté Rising realized that they needed fractional product and engineering leadership that could work inside a lean, mission-driven organization - and build the team's capability to sustain it independently.

"We are a mission-driven team with deep knowledge of our users and the problem we are solving, but none of us came from a technical background. That made everything harder. We had an engineering firm we didn't have the expertise to evaluate or guide, on a platform that constrained our options. Decisions were made without explanation, tradeoffs never surfaced, and we had no real UX design guidance. Potluck came in as our fractional CTO and CPO and everything changed."

- Veronica Ponce-Navarette, Chief Operating Officer

What We Achieved

Strategy: Focus on helping users succeed

The hardest yet most rewarding shift was changing how the team thought about what was worth building. 

When Potluck came on board, altPath presented every visitor with three equal options: Envision, Explore, and Engage. 

  • Envision - Day-in-the-life videos
  • Explore - Career and industry details
  • Engage - Training pathways ‍

For a first-time visitor, the site felt less like a guided path and more like a set of useful but separate resources. Users had to decide where to start before the product had helped them understand how to use the platform.

So, we worked with the Areté Rising team to focus on answering three key questions:

Three key questions

Question What the Team Decided
What counts as success? Not just taking actions on the platform, but choosing a career path and connecting with a local training program in the real world.
What is the user journey? Take a quiz, get recommendations, save careers, then explore training options nearby.
Where are users dropping off? Treat the product as a sequence of steps, then improve conversion one step at a time.
What counts as success?
Not just taking actions on the platform, but choosing a career path and connecting with a local training program in the real world.
What is the user journey?
Take a quiz, get recommendations, save careers, then explore training options nearby.
Where are users dropping off?
Treat the product as a sequence of steps, then improve conversion one step at a time.

By reframing success, the team was able to deprioritize and cut features they had invested in and believed in. It was not easy. The original ideas were thoughtful, and the instinct to help many kinds of users was coming from the right place. But trying to help everyone made it harder to help the people who were ready to make a real career commitment.

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Product: Rebuild from the ground up

The product work started with a foundational decision: move the MVP to custom code, or keep building on Bubble.io?

The answer was not obvious. The existing Bubble implementation had real cost and performance issues, but it helped the team test the early concept, and it was already up and running. A custom software migration would require a meaningful investment - not just financially, but in team capacity, commitment, and organizational focus. So we advocated for staying on Bubble in the near term, and helped the team clarify product direction and build conviction for pivoting to custom software.

The infra rebuild decision in a nutshell

Bubble.io implementation Custom software
SaaS Cost Moderate Moderate
Team Expensive (Bubble agency) Moderate (high quality off-shore team)
Performance Slow Fast
Features Limited Not limited
Bubble.io implementation
SaaS Cost
Moderate
Team
Expensive (Bubble agency)
Performance
Slow
Features
Limited
Custom software
SaaS Cost
Moderate
Team
Moderate (high quality off-shore team)
Performance
Fast
Features
Not limited

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Once the team developed a clear migration and development roadmap, we made the shift quickly. We brought in WISE Engineering, a trusted strategic partner for engineering and project management, scoped the roadmap, and quickly got to work. Building on custom software brought many benefits that then enabled us to hit our product and user goals:

  • Product surface: We took the opportunity to focus features, and released incrementally while linking to old features on Bubble.io as needed
  • Performance: altPath is now on a modern tech stack meeting performance standards. The system also easily adjusts capacity as traffic grows.
  • Product <> Eng collaboration: By treating our new contractors like part of the core team, and following a remote-friendly process, our iteration speed and product quality have drastically improved.  
  • Rapid prototyping: We now iterate much more quickly, and instrument key user behaviors. This enables us to make steady progress towards our goals.

Here’s a peek into the altPath homepage, Before and After

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Team: building the internal capability to own the product

Potluck Tech’s goal is always to bridge the organization’s needs, and build towards sustainability. For Areté Rising, this meant building the core team's capability so that they can now manage the product independently.

This effort was 3 fold:

  • Team: We augmented the core team with the right skills, by scoping, hiring, and onboarding design, engineering, and data roles.
  • Training: We crafted professional development goals, and supported the team through dedicated coaching (teaching), collaboration (showing), and guided practice (doing).
  • Tools and Process: We set up a product and engineering workflow aligned with the team's structure and goals, supported by software and AI tools that streamlined collaboration, accelerated iteration, and improved coordination across a remote team.

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Working as a CTO/CPO team helped reduce dropped handoffs across functions, diagnose root bottlenecks instead of surface symptoms, and teach Areté Rising how to make product decisions quickly. The Areté team now decides what to build next, what tradeoffs to make, when to fix the foundation, and when to move fast by themselves.

“I came to this work convinced that technology was someone else's domain. Potluck changed that conviction entirely. They guided us to the right engineering team, translated a complex technical landscape we initially struggled to navigate into thoughtful, strategic decisions we could actually make, and invested in our people until we could lead the product ourselves. The result transformed not only our mission-driven platform but the confidence and capability of every person on our team. I am forever grateful to both of them.”

- Cara Esposito, Chief Executive Officer

What this means for mission-driven startup teams

Areté Rising was a small startup team with deep mission expertise and no technical fluency, trying to build a product that could change how people think about their careers.

The fractional model worked because it matched the organization's needs and constraints. A full-time CTO and CPO would have been an overhead the organization couldn't justify. Areté Rising needed senior judgment - on architecture, on product direction, on hiring, on tooling - at the hours and cost appropriate for a lean nonprofit operation.

Together, we built more than a product. We helped Areté Rising develop the organizational capability to keep building independently, so the team could continue improving the platform, making better technical decisions, and advancing its mission long after our engagement ended.

“Without question, hiring Potluck Tech was the single best decision we've made, because the impact has been exponential. Every other great decision has flowed from it. Our product's growth, the amazing team we've built, the processes that enable us to learn and iterate fast: all of it has Potluck at the foundation. They recognized what we brought to the table, embraced our north star, and leveraged their unrivaled expertise and coaching to empower this small non-profit to solve an urgent problem - sustainably, and at scale.”

- Alaina Berg, Director of Product

About Potluck Technologies

Potluck Technologies is a fractional CTO and CPO firm that embeds with early-stage and mission-driven startups. We are former Google engineering and product leaders - Sha-Mayn Teh led engineering teams at Google Translate, Google Beijing, AdWords, and ed-tech marketplace TeachersPayTeachers; Yu Chen led product across Google Search, Maps, and Internet Connectivity, and two coding bootcamps.

We work inside teams, not as outside advisors. The goal of every engagement is to make ourselves unnecessary.

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