---
id: "contrarian-tech-savvy-target"
type: "contrarian-insight"
source_timestamps: ["§ Don't Assume Your Most Tech-Savvy Users Are Your Most Receptive"]
tags: ["go-to-market", "audience-segmentation", "contrarian-insight"]
related: ["action-rethink-target-audience", "claim-creative-task-gap", "concept-task-domain-moderation"]
challenges: "The standard go-to-market strategy of targeting tech-savvy early adopters for new technological innovations."
sources: ["adoption"]
sourceVaultSlug: "hbr-seg-adoption"
originDay: 9
articleStem: "hbr-edu-39-understanding-ai-not-embrace"
sourceUrl: "https://hbr.org/2025/07/why-understanding-ai-doesnt-necessarily-lead-people-to-embrace-it"
sourceTitle: "Why Understanding AI Doesn’t Necessarily Lead People to Embrace It"
---
# Contrarian: Tech-savvy users are the worst target for creative AI tools

**Contrarian insight — challenges:** the standard go-to-market strategy of targeting tech-savvy early adopters for new technological innovations.

When launching cutting-edge tech, companies naturally chase highly tech-savvy early adopters. But for AI tools in **creative or emotional domains**, these sophisticated users are the *least* receptive audience, because the technology lacks 'magic' for them ([[concept-ai-demystification]]). The most receptive segment is instead the low-literacy audience (see [[claim-creative-task-gap]]), which is why [[action-rethink-target-audience]] flips the default target. The scope of the flip is bounded by [[concept-task-domain-moderation]].

> **Enrichment — bound the claim.** This holds for *creative/emotional* domains. In *logical/coding* domains, tech-savvy communities show intense, high-literacy adoption of [[entity-github-copilot-d9]], [[entity-cursor-d9]], and [[entity-google-vertex-ai]] ([[claim-logical-task-reversal]]) — there, the tech-savvy are the *best* target. Literacy changes *how* and *where* people adopt, not simply *whether* they do.