Hands-on coaching for CPOs, VPs of product, and directors of product at established B2B companies working out where AI fits in discovery, delivery, the roadmap, and the team.
Three patterns we see in the product leaders we coach. If one of them sounds like a question you keep returning to without a clean answer, the work will fit.
You shipped AI to make every step faster — writing, drafting, summarising, generating. Customer task-completion time dropped. But the outcome customers actually pay for didn't shift, because the unit of value is still a human plus an assistant. The hard pivot is rebuilding the product so AI delivers the outcome itself, not the task. That changes positioning, pricing, and what you're really selling.
The PM/designer/engineer trio rested on three distinct crafts. AI compressed all three: PMs can mockup with v0. Designers build prorotypes with Claude Code. Engineers can synthesise user feedback with Perplexity. The overlap will only get more pronounced, but the org chart, rituals, and career ladder still assume the old trio. The work is rebuilding the operating model around what these seats do.
Every quarter, three more AI items hit the roadmap. None move retention, ARPU, or sales cycle length. Meanwhile, your per-seat pricing is decaying because power users want to pay for outcomes (not seats) and AI-native competitors are pricing on usage. You're shipping faster than the economics are shifting. The work is closing the gap between what the product now does and what customers actually pay for.
Coaching is the working format; AI-native product operating-model design sits behind every conversation. Sessions are built around the decisions waiting in your inbox — the roadmap, the org call, the next big bet. Not a generic CPO curriculum.
60 or 90 minute sessions, every one or two weeks. Sessions are working sessions: we tackle the decision in front of you and the AI-native angle on it. Async between sessions on Slack, Loom, or email.
Every product management coaching engagement at Polyviam carries the same lens. We help identify where AI creates value within the product and within the team. The point is to make you able to make those calls yourself, on the next item your team brings forward.
Standard format is 1:1 with the product leader. Product leadership pairs (CPO + VP, or CPO + head of design) occasionally run as a small group at slightly different cadence. PM team coaching is a separate offer — see team coaching.
When CPO and product-leader coaching fails, it fails in a small set of recognisable patterns. These are the five Polyviam is structurally built to avoid.
You can clearly articulate where AI changes the economics of your product — what it lets you ship, what it lets you stop building, what it lets you charge differently for. Most CPOs default to "we should add AI features" and stop there.
You've redesigned at least one core product workflow around AI. This might be in discovery, planning, or delivery, rather than bolting AI onto an existing one. The change is visible in cycle time, in headcount, and in what your PMs spend their day on.
Your PMs are using AI fluently, not just you. They surface AI opportunities every cycle and kill the tempting-but-wrong ones with reasoning you can audit. The judgement travels across the team.
“ As part of a successful startup, I moved into my first C-level position relatively quickly.
Jayson was easily able to understand our business and break down my challenges in ways which helped me to solve them much more quickly and creatively than could have doing it alone. Jayson was a large contributor to most strategic topics I went through during our time together, both as a coach and accountability partner. ”
CPOs, VPs of product, directors of product, and senior PMs operating at director-altitude at established B2B companies — mid-market and up, typically $10M+ in revenue or 100+ employees as a floor. It is not designed for individual contributors looking for entry-level PM mentorship, nor for founders looking for general business coaching. The work assumes you already lead a product team and own a roadmap.
Coaching is the product leader doing the work, with us in the room. Consulting is us producing a deliverable, like a discovery audit, a roadmap rewrite, or an operating model recommendation, and handing it over. Coaching is the right format when you want the judgement to stay with you and your team after the engagement ends. Some product leaders blend both.
Engagement pricing is on request and sized to scope. Sessions are 60 or 90 minutes, weekly or fortnightly, on an ongoing monthly contract. Most engagements run three to twelve months.
No, deliberately. Jayson is an operator-coach, not a certification-track product coach. The pattern recognition comes from running product and growth product functions at BairesDev and Toptal, teaching over 500 PMs and marketers, and being on the operating side of the table for the same decisions clients bring into sessions.
Most product coaching in market treats AI as a discrete topic. We treat AI as the lens through every topic, because that is the structural change happening to product management in 2026. Discovery, delivery, roadmap shape, the PM role itself — all are reshaped by what AI can now do. A coaching engagement that doesn't centre that is already out of date.
Yes. Though the harder question we more often work on is moving from AI-enabled (features added to an existing product) to AI-native (a product redesigned so AI is the unit of value, not an assistant). That shift changes pricing, positioning, sales motion, and onboarding; not just the feature roadmap. Many product leaders are stuck halfway through and do not realise the structural change required.
No. Polyviam works at mid-market scale and upwards. Early-stage product leaders are well-served by Reforge, Lenny's network, and a long list of dedicated PM coaches. The questions a CPO at a 200-person B2B SaaS asks are structurally different from the ones a founder-PM at a 10-person seed-stage company asks, and the work shouldn't be the same.
Jayson Robinson is the founder of Polyviam and runs all coaching engagements personally. Over the last decade he has led growth and marketing strategy for B2B companies including BairesDev and Toptal — both US unicorns — alongside building his own businesses. He has designed and executed marketing strategies that have collectively driven over $120M in incremental annual revenue for clients.
Alongside operator work, he coaches and teaches. He has taught or coached over 500 product managers, marketers, execs, and founders from organisations like Spotify, Accenture, LEGO Group, and the UK Home Office (plus hundreds of lesser-known organisations).
Based in London, working with operators across the UK, US, and Europe.
More on the about page.
We'll discuss your goals and your level of fluency and maturity. By the end we'll know the type of engagement you need.
