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Senior marketers only Fixed fee · No spend markup No junior account handling
kaliber.asia Results WorldFirst
B2B Fintech Lead generation APAC · 6 markets

How we rebuilt the performance system behind WorldFirst's APAC growth.

High lead volume. Unsustainable cost. No clear signal on which audiences or creative actually drove qualified intent. We rebuilt the system, not just the campaigns.

Client
WorldFirst (Ant Group)
Industry
B2B Fintech
Markets
SG · MY · HK · AU · UK · US
WorldFirst. Grow your business without barriers
−76%
cost per acquisition
+88%
conversion rate lift
+987%
Malaysia growth in one quarter
The challenge

Volume was high. Quality wasn't.

WorldFirst. Ant Group's cross-border payments arm. Was running active paid acquisition across multiple APAC markets. Campaigns were generating leads. But cost per acquisition kept climbing, and conversion to qualified opportunity stayed flat.

The deeper issue was structural. Targeting was treating all SME merchants as one segment. Creative was generic across very different buyer triggers. There was no signal layer telling the platforms which audiences and angles were actually producing commercial movement, so the system couldn't optimise toward the right outcomes.

Activity looked healthy. Growth wasn't.

The diagnosis
"This wasn't a media buying problem. It was a learning problem. Google and Meta were optimising hard, but toward the wrong thing."
The approach

Job-to-be-done segmentation. Pre-qualified intent. Cleaner signals.

We restructured the system across four layers. Each one made what came after stronger.

01
Job-to-be-done segmentation

Replaced demographic and industry-based targeting with intent clusters built around what the merchant was actually trying to solve, currency exposure, marketplace payouts, supplier payments. Each cluster got its own message route.

02
Creative refresh that pre-qualifies

New creative system designed to pre-qualify intent before the click. Ads spoke directly to the JTBD trigger so people who clicked already self-identified, reducing the "tyre kickers" eating budget.

03
Conversion signal cleanup

Restructured conversion events so the platforms learned from qualified-lead signals, not just form fills. This is what unlocks compounding performance over time.

04
Market-by-market scaling playbook

Once the system was working in mature markets, we built the scaling playbook for emerging ones. Starting with Malaysia, where the model produced 987% growth in a single quarter.

The results

Real numbers. Verified by the client.

−76%
Cost per acquisition

Dropped from a baseline that was eroding margin to a level that made the channel commercially scalable. Compound effect. Efficiency improved as the system kept learning from cleaner signals.

+88%
Conversion rate lift

Better message-to-page match, tighter intent qualification, and improved post-click experience. Same traffic source, nearly twice the conversion.

+987%
Malaysia growth

One quarter. The new playbook scaled from a small foothold to a meaningful market presence, without proportional spend increase.

"
Kaliber didn't just improve our campaigns. They rebuilt how we think about performance.
Abby Ling
Head of Marketing, WorldFirst (Ant Group)
Services used

What we worked on.

Google Ads → Meta Ads → Landing Pages → Conversion architecture Creative refresh Market expansion playbook
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