Client Work

Real decisions.
Real markets.

Simulation outcomes from live client engagements. Each study maps the gap between what companies assume and what synthetic populations actually do.

5
Published case studies
70+
Synthetic personas across studies
100%
Non-obvious primary findings
CS-015 — Tier 2/3 Market Entry
Consumer Goods · India Market Expansion Tier 2/3 Cities

Tier 2/3 Market Entry — The Channel Nobody Budgets For

A CPG brand planned to enter Tier 2/3 Indian cities through premium retail and digital. Five synthetic personas from Kanpur, Nashik, Bareilly, Indore, and Bhopal revealed the flaw: purchase decisions in these markets ran through kirana distribution networks and localised social trust — channels the brand had no presence in and no budget for.

5
Personas
5
Cities
16
Treatments tested
3
Hypotheses
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CS-014 — The Brand Name Ceiling
FMCG · Brand Architecture Cross-Category Expansion India

The Brand Name Ceiling

A men's personal care brand had built a decade of equity in shaving. Their masterbrand name contained a strong category reference — "Shave Co." — that had worked brilliantly for the core business. When the brand tried to expand into skincare and launch a women's sub-brand, conversion collapsed. The simulation found the name itself was the ceiling: consumers couldn't place a shaving brand in new categories no matter how strong the product story. Brand architecture, not copy, was the lever.

1
Core persona profile
3
Hypotheses
3
Arch. options tested
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CS-013 — Creator Purchase Authority Audit
D2C · Creator Economy Influencer Strategy Purchase Intent

Creator Purchase Authority Audit — Why Your Biggest Creator Converts Nobody

A D2C brand's highest-follower creator drove almost zero purchases. 40 synthetic buyers across 4 cohorts revealed why: purchase authority was not correlated with audience size or content style — it was built through personal trust signals invisible to follower count metrics. The creator with 10% of the followers was converting 3× better.

40
Personas
4
Cohorts
11
Creators audited
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CS-012 — The Keyword That Blocked Its Own Market
E-Commerce · Amazon Listing Optimisation Functional Food

The Keyword That Blocked Its Own Market

A functional food brand placed a diet-category keyword in their Amazon title to maximise search volume. The simulation found it was suppressing 83% of their addressable audience — signalling a niche dietary tribe to the vast majority who didn't belong to it. Zero non-specialist personas preferred the diet-keyword title. The fix was a rewrite, not a product change.

30
Personas
83%
Audience suppressed
3
Cohorts
76 vs 42
Click confidence delta
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CS-011 — Savings Habit Decay & AutoPay Churn
Fintech · India Subscriber Retention Behavioral Decay

Savings Habit Decay & AutoPay Churn

A micro-savings platform assumed lower-income users would churn first. The simulation found the opposite. The lowest-income persona was the most churn-resistant. The highest-income user churned on day 67 after a ₹505 paper loss. Income predicted almost nothing — identity built around saving predicted everything.

8
Personas
4
Shock events
+41pts
Best intervention
5
Interventions tested
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