How Xylo AI transformed from scattered product vision to a structured pilot launch with SMB customers through fractional AI-first product management

AI | SaaS | B2B | Communication Analytics

From Startup Chaos to
Product-Market Fit Pipeline

XYLO AI

CLIENT

Xylo AI

AI startup tackling $3.8T client retention crisis

CHALLENGE

Product pivot + team scaling

Transform vision into systematic product delivery

OUTCOME

Pilot launch

SMB customers + scalable processes

The situation

Xylo AI had a compelling vision for revolutionizing client retention through AI-powered communication analysis, but they faced the classic startup scaling challenge. Their passionate founding team needed to transform ambitious ideas into a structured product organization that could deliver consistently to customers. They needed fractional product leadership that understood both AI technology and the discipline required to build scalable processes without losing their startup agility.

What we did

✔️ Guided strategic product pivot

Helped navigate market feedback and technical learnings to refine their AI communication analysis platform

✔️ Established the right processes at the right time

Created updated USDC pages with new messaging and tested them to ensure the communication resonated with each target persona

✔️ Mentored product and UX research team

Provided hands-on coaching to level up internal team capabilities for long-term independence

Result

Pilot launch with SMBs

Successfully launched a pilot product with several small business customers, validating product-market fit hypothesis.

Zach Gunderson, Co-founder and CEO, Xylo AI

“Marwa brought much-needed process clarity to our product team at Xylo. Her guidance on implementing the RICE framework, sprint planning, and funnel optimization have been clutch. Thanks, Marwa, for your strategic input, your mentorship, and support!”

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