06-reference/research

free skill funnel paid conversion

2026-08-18·research-brief·source: deep-research·by Ray Data Co (deep-research synthesis)
macfreemiumlead-magnetskill-marketplacecompetitor-scan

No operator in the installable-skill ecosystem publishes free-to-paid conversion data — and the cannibalization framing is the wrong worry

The question

"Does a free top-of-funnel skill measurably convert to paid in the installable-agent ecosystem, or does free-catalog abundance cannibalize the paid tier?" Surfaced as open follow-up #5 from [[2026-07-23-executable-agentic-info-product-pricing-scan]], which found every live operator runs a large free catalog as top-of-funnel while MAC has no free surface at all.

What we already know (from the vault)

What the web says

Convergences and contradictions

Synthesis for RDCO

The honest answer is that no measurable public evidence exists, and RDCO should stop waiting for it. Two independent scans, seven months of the category's life, and every operator page fetched have produced exactly zero published free-to-paid conversion numbers for installable agent skills. Agensi publishes seller earnings but not funnel metrics; CLSkills publishes prices but not installs; explainx publishes heuristics but not observations. This is the same shape as the refund-rate finding in the parent scan. The category is too young and too small for anyone to have a denominator worth publishing, and the operators with one have a commercial reason to keep it. Any number RDCO puts in a MAC forecast for free-skill conversion is borrowed from subscription SaaS and should be labelled unverified wherever it appears.

The cannibalization half of the question resolves NO on the available evidence, but for a reason that reframes the decision. Nothing found supports free abundance suppressing paid demand; the consistent finding is that free tiers fail by never producing an upgrade trigger. Agensi's own words are the cleanest illustration on record: when the only difference between free and paid is the price tag, there is no reason to cross the gate. That is a boundary-design failure that happens to look like cannibalization. MAC's boundary is already drawn in a defensible place per [[2026-07-23-executable-agentic-info-product-pricing-scan]]'s recommendation, a scoped /dq audit free, with the matrix methodology, test-generation grammar, and triage runbook paid. The risk to manage is not that the free audit is too good; it is that it is too disconnected, delivering a finding the buyer cannot act on without a next step that is visible and priced.

The sharper finding this scan adds is a channel mismatch the parent brief missed. RDCO is not free-surface-less in intent, it is free-surface-less in the ecosystem. [[2026-05-18-mac-matrix-downloadable-template-status]] shows the planned free artifact is an email-gated matrix template, a document in a channel RDCO owns and must drive traffic to. Every operator in the parent scan instead puts free artifacts where the buyer already searches and installs: the marketplace, the curl one-liner, the plugin index. Those two motions are not substitutes. The document captures an email from someone RDCO already reached; the free install borrows the commons' distribution and yields a qualified user who has run RDCO's code against their own warehouse. Given [[2026-08-04-sanity-check-list-size-mac-revenue-bar]]'s finding that the Sanity Check list is uninstrumented and small, the owned-channel lead magnet is the weaker of the two, because its stage-one 25-40% opt-in rate applies to a denominator RDCO does not have.

The decision this makes actionable: ship the free /dq skill as the instrument, not as the funnel. With MAC at 0 sales, its first hundred installs and first hundred sales are the category's first funnel dataset in either direction, exactly as the parent scan argued for refunds. That reframes the free skill from a marketing bet needing external justification into a measurement device: publish it to the public marketplace, instrument install count, activation (audit actually run against a real project), and click-through to the paid page, and RDCO learns its own conversion rate in weeks instead of waiting for an operator who will never publish theirs. The one design constraint the evidence does support is Freemius's timing rule, gate after value is realized. In MAC's shape that means the free audit should surface real findings against the user's own warehouse and then stop at the point where the fix requires the matrix, rather than being a trimmed demo that produces nothing worth acting on.

Why this is in the vault

This closes open follow-up #5 of [[2026-07-23-executable-agentic-info-product-pricing-scan]] with a negative result, which directly unblocks the pre-launch decision of whether MAC ships a free marketplace skill before the $350 paywall: the answer cannot be evidence-led because no evidence exists, so the free skill should be scoped and instrumented as MAC's own first conversion experiment rather than debated against benchmarks borrowed from subscription SaaS.

Open follow-ups

Related

Sources