One sentence - what this skill does and when to invoke it
Before designing social proof, establish:
If the trust gap is unclear, ask before proceeding.
People use social proof as a shortcut for uncertainty reduction, especially when they cannot evaluate quality directly. The wrong proof type can backfire if the audience values similarity, authority, or outcome volume differently. Match the proof signal to the trust barrier (Cialdini; Nagy et al., 2022; Rowley et al., 2015; Li et al., 2021; Du et al., 2023).
Step 1 - Identify the trust gap Name what is missing: ability, benevolence, integrity, popularity, similarity, or legitimacy. Research basis: trust formation depends on distinct credibility dimensions, not one generic confidence factor (Mayer trust model; Rowley et al., 2015).
Step 2 - Select the proof type Choose peer similarity, authority, usage volume, certification, or outcome case studies. Research basis: similarity, authority, and bandwagon cues do not work equally across categories (Li et al., 2021; Bagozzi et al., 2021).
Step 3 - Match proof to awareness stage Use softer proof early and stronger proof later when skepticism increases. Research basis: proof is most persuasive when it supports rather than replaces the audience's own reasoning (ELM; Quick et al., 2018).
Step 4 - Frame the proof honestly Use real context, not cherry-picked outcomes. Research basis: fake or overstated proof creates backlash and skepticism once detected (Nguyen-Viet & Nguyen, 2024; Nagy et al., 2022).
Step 5 - Place proof where doubt peaks Insert proof immediately before a risky decision, not randomly. Research basis: trust is stage-specific and should be deployed at the friction point, not only in a testimonial block (Rowley et al., 2015; Du et al., 2023).
Failure Mode 1
Failure Mode 2
Failure Mode 3
This skill must:
The line between persuasion and manipulation is presenting evidence that helps a real decision versus simulating popularity or expertise that does not exist. Never cross it.
Before invoking this skill, the agent should have completed:
@customer-psychographic-profiler@trust-calibrator@awareness-stage-mapperThis skill's output feeds into:
@copywriting-psychologist@pitch-psychologist@sequence-psychologist@landing-page-style outputsBefore finalizing output, the agent asks: