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Product led growth consultant

I grew WisOwl AI to 10,000+ jobseeker signups and 10+ recruitment-firm and startup customers with zero paid marketing. I practice PLG as a discipline, including knowing when not to attempt it.

Product-led growth has become the default aspiration of every SaaS deck, usually meaning little more than "we added a free tier and hope." Real PLG is stricter than that: the product itself must acquire, activate, and expand users through loops that compound. That makes demands most products, honestly, can't yet meet. I've done it: WisOwl AI reached 10,000+ jobseeker signups and 10+ recruitment-firm and startup customers with zero paid marketing.

What actually made that work

Three unglamorous things, none of them virality hacks: time-to-value measured in minutes (a recruiter sees relevant candidate matches in their first session, or we've lost them); a natural exposure loop (candidates and recruiters each bring the other side, because a match requires both); and obsessive attention to the activation moment. The semantic matching engine I built on FAISS and pgvector was only a growth asset because the first match a user saw was good. PLG is downstream of product quality in a way paid acquisition never is. Paid growth forgives a mediocre product for quarters; PLG punishes it in days.

What a product-led growth engagement covers

  • The prerequisite audit. Is your time-to-value short enough, is value experienceable before a sales conversation, does usage naturally create exposure? If the answers are no, the engagement becomes fixing those before anyone bolts a free tier onto a sales-led product.
  • Loop design: mapping your one or two plausible compounding loops (collaboration, content, network, or referral) and instrumenting each step so you measure the loop's math (participation × conversion × frequency) instead of asserting it.
  • Activation as the core roadmap: finding your product's "first match" moment and reorganizing onboarding around reaching it fast.
  • PLG-to-sales handoff where relevant: product-qualified lead definitions, expansion triggers, and the pricing seams between self-serve and sales-assisted.

My background covers both motions (PLG at WisOwl, enterprise-assisted subscription growth across a ~$50M+ ARR portfolio at CaaStle), so the recommendation you get fits your economics.

Frequently asked questions

Is PLG right for our product?
The test is brutal but simple: can a stranger reach real value in one session without talking to a human? If yes, PLG can work. If value requires implementation, data migration, or committee approval, lead with sales and add PLG surfaces later. The reverse order wastes a year.
Does PLG mean we don't need marketing or sales?
No. It means the product is the primary acquisition and conversion engine, with marketing amplifying loops that already work and sales harvesting expansion. Companies that read PLG as "fire the GTM team" usually rediscover the GTM team eighteen months later.
How long before PLG shows results?
Loop changes show signal in weeks (activation rate, referral participation), but compounding takes quarters. I set leading indicators early precisely so you're not flying blind while the flywheel spins up.
What's the most common PLG mistake you see?
Optimizing signup volume while activation stays broken, which fills a leaky bucket faster. Signups are the easiest number to move and the least meaningful; nearly every engagement starts by shifting the team's attention one step downstream.

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Let's talk about what you're building.

Always happy to chat with founders, builders, and growth operators. 30-minute introductory call. No agenda needed.

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