案例研究 · 2024–2026

真实客户。真实数据。品牌认证。

四个深入的案例研究。保护了超过€1.4M的广告支出。每个试点都与客户自己的营销团队每周审查一次——本页面上的每一个数字都得到了他们的确认。

Ad spend protected: €1.4M+; Ad spend protected
Brands featured: 4; Brands featured
Toxic / scam comments hidden: 54k+; Toxic / scam comments hidden
Classifier precision (sampled): > 97%; Classifier precision (sampled)

推荐客户

NiceToMeet

E-commerce · Wellness

€440,000 of ad spend protected on the most comparison-shopped market in Europe.

Slovenian wellness brand serving 3M customers across SI, HR, AT and DE. ~€420k/month in Meta ads. We ran a 12-week pilot focused on competitor-mention defense and multilingual product-question auto-reply.

ROAS lift on cold traffic: +34%; ROAS lift on cold traffic
CPL · €5.40 → €3.20: −41%; CPL · €5.40 → €3.20
comments hidden: 24,800; comments hidden

“We sell a category where the only thing standing between a click and a checkout is whether someone in the comments said it works.”
Miha Geršič · CEO & Co-Founder, Golden Tree

Read the Golden Tree case study

Pilot · Oct 2025 — Jan 2026Verified by Golden Tree

goldentree.si

Golden Tree homepage above the fold — Postanite član VIP kluba, 4.9★ across 355,896 verified reviews, 3M+ customers

Digital Education · Paid Ads

$400,000 of ad spend kept out of the parenting-debate comment section.

A digital parenting education brand running ~$260k/month in cold-traffic Meta ads for their 28-day challenges and ADHD kits. Featured in TEDx, BBC, Forbes. The ads worked — the comment threads were eating the conversion rate.

ROAS lift: +44%; ROAS lift
CPL · $18.40 → $11.40: −38%; CPL · $18.40 → $11.40
toxic comments hidden: 14,800; toxic comments hidden

“We had spent a year trying to optimize creative against a comment section we did not control. The week after we deployed FeedGuardians, our cold-traffic CPL dropped seven dollars.”
Spela Repovs · Editor in Chief, Strategic Parenting

Read the Strategic Parenting case study

Pilot · Jul — Oct 2025Verified by Strategic Parenting

strategicparenting.com

Strategic Parenting homepage above the fold — Elevate Your Parenting with Expert-led Support For Every Stage, Age, and Budget

Travel & Tourism

€1.18M of bookings recovered by replying to Instagram comments in 47 seconds.

European tour operator selling small-group hiking, cycling and yacht trips across 25+ countries. Five-language audience. Impersonator scammers were replying to viral comments faster than the internal team could.

attributed to social: €1.18M; attributed to social
qualified inquiries / month: 4.6×; qualified inquiries / month
impersonator scams blocked: 92%; impersonator scams blocked

“We were losing tours to scammers who replied faster than we could. Within a week of switching FeedGuardians on, the impersonators went quiet.”
Tina Okršlar · COO, World Discovery

Read the World Discovery case study

Pilot · Q3 2024Verified by World Discovery

world-discovery.com

World Discovery homepage — small-group hiking, cycling and yacht tours across 25+ European countries

NiceToMeet

Consumer Subscription · Community

Protecting a 45+ audience from romance scammers without breaking the brand promise.

A friendship-meetup service that matches adults 45+ into small groups for weekly in-person dinners. Their audience is exactly who romance and lonely-hearts scammers target. The comment thread is the first place a prospect checks whether to trust them.

new MRR / month: $78,400; new MRR / month
qualified inquiries: 5.1×; qualified inquiries
predator comments blocked: 89%; predator comments blocked

“Our brand promise is that the people in the room are who they say they are. The comment section is the first place a prospect checks whether to trust us.”
Spela Repovs · Co-Founder, NiceToMeet

Read the NiceToMeet case study

Pilot · Mar — May 2025Verified by NiceToMeet

nicetomeet.com

NiceToMeet homepage — Make new friends 45+ over dinner, weekly in-person small groups

这些数据是如何测量的

每个案例研究使用12周的试点窗口，以前一个日历季度作为比较基准，保持付费支出在±5%以内。ROAS、CPL和转化指标来自客户自己的归因堆栈（Meta Ads Manager、Shopify、Trustpilot、内部CRM）。评论分类准确性在试点期间每周由品牌抽样和审查，精度超过97%。

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