1. What’s the quick origin story of your brand, and what makes your product or positioning genuinely different from other options in your niche?

Chris McCarron: GoGoChimp started in Glasgow in June 2013 after I’d run growth inside Roadtrippers (3M+ users) and FOMO ($2.5M valuation in six months). The pattern at every ecommerce client was the same. A/B tests called at 95% significance, ‘winners’ that reversed at the 90-day mark, founders chasing 4-7% lifts from self-serve AI tools and wondering why nothing compounded.

The differentiator is OperatorAI, a 13-year methodology built on Build Grow Scale’s 347-store research showing operator-guided AI delivers 28-34% conversion lift versus 4-7% from DIY tools. Same software. Different operator. The AI runs the experiments. The operator decides which experiments matter.

2. Since launch, what have been the 1-2 real turning points for your brand-specific decisions, pivots, or experiments that noticeably changed your growth or profitability-and what did you learn from them?

Chris McCarron: Enzymedica, Q4 2021. Supplement brand running Shopify at 3.4% conversion rate. Black Friday was the test. We compounded three CRO wins across November (subscription flow, supplement-specific trust signals, mobile checkout friction) and hit 16.9% on the day, 11% sustained through December. 5x revenue on the same paid traffic.

That engagement proved the methodology generalised across categories. Before that, GoGoChimp was a generalist CRO agency. After, it was the operator-led AI CRO agency. We also dropped hourly billing the same year and productised the offer into three tiers (Sprint, Growth, Scale). That single pricing change doubled the close rate on inbound enquiries.

3. Which 2-3 channels drive most of your revenue right now (for example SEO, paid social, email, marketplaces, influencers), and what have you learned about making those channels work in your category?

Chris McCarron: SEO is the largest single channel. We rank number two organic for ‘CRO agency Glasgow’ and the Map Pack.

Editorial PR is the fastest-growing. Forbes featured me on a Joseph Liu piece in May 2026 (workplace etiquette and personalisation). CMO Times ran me as lead expert in their 15-contributor roundup. Shopify Enterprise Blog quoted us across the 5-language edition.

LinkedIn (personal account, not the company page) is the trust layer for inbound enquiries.

We run zero paid ads. Word of mouth, content, and endorsement equity from Neil Patel (CrazyEgg co-founder), Noah Kagan (AppSumo founder), and Peter Martin (PLZ Soccer CEO) closes the rest.

4. How are you thinking about search in 2026 – Google, AI assistants like ChatGPT, and other discovery platforms? What, if anything, have you changed in your content or site to stay visible as AI search grows?

Chris McCarron: Google I/O 2026 made the shift explicit. AI Mode crossed 1 billion monthly active users with query volume doubling every quarter. Position-one CTR on AI-Overview-triggered queries dropped from 7.3% to 1.6%. That’s a 78% relative collapse on triggered queries, and AI Overviews are now appearing on roughly 48% of all queries.

We stopped optimising for ranking and started optimising for citation. Brand co-occurrence in tier-1 publications correlates with AI citations at 0.74 (Sellm research across 400K pages). Three times stronger than backlinks. The Forbes feature added in May 2026 is more valuable than the click traffic it would’ve generated under classical SEO, because Information Agents and AI Mode favour authoritative source corpora over ranked organic results.

Tactics: third-party PR over link-building, QAPage structured data (FAQPage rich results were deprecated by Google in 2026), refresh cadence above the four-distinct-days-per-week threshold so Information Agents flag the domain as actively-maintained, and YouTube presence (Wellows 2026 research found 0.737 correlation between YouTube mentions and AI Overview visibility, the strongest single signal we’ve measured).

5. What do you do to turn first‑time buyers into repeat customers and advocates? Are there specific experiences, content, or community touches that work especially well for you?

Chris McCarron: Average engagement is 8 to 14 months and the retention mechanic is tier-upgrade (Growth into Scale), not churn-prevention. Once a client sees the first 28-34% lift land, they don’t want a different agency. They want more of the same operator’s time.

The moat is the cadence. Quarterly business reviews where the founder sits across the table from the operator (me), not a junior account manager. Most agencies hand off the relationship at the contract signing. We don’t.

Community is the alumni network of past clients. Enzymedica, Helix Binders, EM360, Donate For Charity, Super Area Rugs. They refer the next round of clients to us. Roughly 60% of new business comes from past-client introductions.

The Substack newsletter (gogochimp.substack.com) is the always-on retention loop for past clients and the warm bench of future ones. One real CRO test per week, full numbers, no hype. It’s the only piece of marketing the alumni actually forward.

6. If you had to write a short playbook for an ecommerce founder one stage behind you, what would you double down on over the next 12 months – and what would you stop doing entirely?

Chris McCarron: Don’t sell time. Sell outcomes. Our Sprint is £2.5K fixed scope, Growth is £2.5K/month with named SLAs, Scale is £5K/month with a 90-day performance guarantee. That pricing came from outcome data, not from competitor benchmarking. The buyer is paying for the result, not the hours.

Pick one acquisition channel and run it to ground before adding a second. We did SEO from 2013 to 2020 before adding anything else. The leverage compounds inside one channel. It dilutes when you split early.

Productise the offer. The more it looks like a SKU and not a service, the easier the buyer says yes. Name the deliverable. Name the timeline. Name the price. Anything that needs a custom proposal is friction.

And test at 99% statistical significance, not the 95% the industry defaults to. False-positive rate drops from 1-in-20 to 1-in-100. The ‘winners’ you ship at 99% still hold up at the 90-day mark. The ‘winners’ you ship at 95% reverse half the time.