Products bought bottom-up by people who distrust marketing

Developers research in documentation, communities and AI assistants, and they punish marketing language. What wins is legibility: docs that answer the comparison honestly, a pricing page without a sales gate, and public evidence in the places practitioners actually read. The buying group above the developer still has to be sold, and that is a different motion from the one that won the developer

Three facts that shape the plan for developer tools

10+people in the average B2B buying group, evaluating around five vendors per deal; the developer who found you is one voice in it.6sense B2B Buyer Experience Report, 2025.
85%of buyers think more highly of a vendor when an AI assistant includes it in an answer; review-site citations are the top trust signal inside those answers.G2, The Answer Economy, March 2026.
61%of the buying journey is complete before first seller contact, so documentation and community are doing the selling either way.6sense, 2025.

The problems that come up most

API-first products and infrastructureOpen-source with a commercial layerDeveloper platforms and toolingDocs, quickstarts and comparison pagesCommunity and content presenceSelf-serve to sales-assisted paths

What the plan has to account for

Developer audiences convert on evidence and defect on friction. The plan treats documentation, pricing transparency and the self-serve path as the primary landing pages, and measures activation to paid rather than visits to sign-ups.

The Business Scan, point by point

What we fixed. What changed

Software · Paid ads

Procurement software, Series A, Europe

−37%cost per qualified opportunity, five months

Search campaigns treated educational searches, pricing searches and direct software comparisons as equally valuable. We split campaigns by intent, introduced qualification before demo booking and imported CRM opportunity stages back into the ad platforms.

Cost per qualified opportunity fell 37% over five months. Lead volume decreased 18%, while qualified pipeline increased 24%.

Software · SEO and AI visibility

Data infrastructure platform, US

11 of 25tracked comparison questions where AI assistants name the product, up from 3

The documentation worked well for existing users, but there was little content explaining how the platform compared with established alternatives. We published technical comparison pages, migration guides and public benchmark methodology, then improved the structure of the documentation for crawlers.

The product appeared in 11 of 25 tracked comparison questions after seven months. Organic demo requests increased 18%.

Software · Landing pages and conversion

Accounting software, UK

15.8%trial activation rate, up from 10.9%

New users landed in an empty dashboard and had to configure the company manually before seeing useful output. We added accounting-platform import, sample data, a three-step setup flow and onboarding emails triggered by product activity.

Trial activation increased from 10.9% to 15.8%. Trial-to-paid conversion increased from 7.4% to 9.1%.

Let’s shape outcomes

Let’s start building partnership
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Key shifts, emerging trends and what they mean for business