Cost Per Lead and the Sales Funnel with Pedro Daniel
AI School founder analyzes CRM data unification, ad auctions, and realistic market margins.
Pedro Daniel explains the importance of unifying touchpoints and data within a structured CRM to support longer buyer journeys. Daniel also details why sales funnels remain indispensable amid rising lead costs and outlines realistic expectations for business margins and ROI.
Pedro Daniel, founder of Escola de IA, discussed structuring acquisition and relationship channels during a conversation with Bruno Gimenes on Marketing - The Podcast, analyzing how unifying data and funnel architecture support healthy commercial operations.
In the video above, Daniel shares his practical perspective on customer service and sales, as part of an episode that also explores the evolution of artificial intelligence across corporate settings.
Omnichannel and Data Centralization
When discussing the integration of multiple touchpoints, Daniel points out that having a presence across various channels allows a brand to become an immediate reference for the customer. He cites João Apolinário's pioneering work at Polishop in establishing consistent touchpoints as an example. With advances in social media and technology, this architecture has become accessible to small and medium-sized businesses, enabling them to capture direct identifiers, such as email addresses or WhatsApp contacts, which previously did not exist in traditional television advertising.
For Daniel, any company's core asset is organized information within the operation. "Today, what we can unify with artificial intelligence is worth more than oil. It is the most valuable asset in the world—worth more than gold, worth more than Bitcoin—which is data," he explains.
Unifying this information in a proprietary CRM enables continuous follow-up routines. Daniel notes that, in his own operation, the path to conversion can take up to three months. If initial contacts were discarded simply due to the lack of an immediate purchase, commercial success would be unfeasible. Repetition and consistent follow-ups throughout this window ensure that buyers build trust until they reach a buying decision.
The Necessity of Funnels Amid Rising Lead Costs
When asked whether the sales funnel concept has lost its relevance, Daniel pushes back, arguing that the steep rise in acquisition costs makes a structured product ladder even more mandatory. He recalls that early in his digital marketing career, the cost per qualified lead ranged between R$ 0.50, R$ 0.80, and R$ 1.00, whereas today it hovers around R$ 15, R$ 20, or even reaches R$ 50 depending on the niche.
This inflation in ad auctions demands strategies where the front-end offer finances or offsets acquisition costs, allowing profit to be generated in subsequent stages. "Today in the United States, you often take a hit on the front end. Someone might have a $20 product and spend $50 to acquire that customer, bringing them into the funnel. If they don't have a well-structured funnel today, they will fail," Daniel emphasizes.
Businesses offering high-ticket products—Daniel notes his own offerings start between R$ 20,000 and R$ 50,000, reaching up to R$ 100,000—have sufficient margin to absorb higher ad auction costs. Conversely, companies selling low-ticket items, such as R$ 200 products, operate on compressed margins and strictly depend on a progression from low-ticket to high-ticket and ultra-high-ticket tiers. To illustrate this mechanism outside digital channels, he references the strategy used by Brazilian retailer Ricardo Eletro, which sold teddy bears for R$ 10 at a cost of R$ 20 to drive foot traffic into physical stores and generate profit from major household appliances.
Realistic Margins, ROI, and Business Maturation
Daniel warns against distortions created by get-rich-quick promises in the digital space, stressing that real corporate financial health requires maturity regarding profit margins and return on investment. In mature sectors such as traditional retail, net margins frequently hover around 2%, making any business operating at a 20% to 30% margin highly lucrative.
"A 2x ROI basically means you put in $100 and get $200 back. You double your investment," Daniel highlights, stressing that multiplying capital at disproportionate orders does not reflect how real businesses operate. When applying AI to companies generating R$ 100 million annually, incremental gains of 5%, 10%, or 15% on revenue already deliver a significant impact, adding up to roughly R$ 10 million per year.
Building a profitable enterprise requires time to mature. Daniel points out that it took him three years to achieve consistent returns in digital business—a relatively short timeline compared to the 5, 10, or 20-year cycles required for physical retail expansion. Even so, emerging models such as social commerce and audiovisual production have lowered entry barriers, enabling entrepreneurs to launch with minimal upfront capital.