AI Development Solutions That Don’t Just Demo Well — They Work in a Mall, in Real Time, in Front of…
Most conversations about AI development solutions stop at the slide deck. A concept gets presented, the room nods, and then nothing moves…
AI Development Solutions That Don’t Just Demo Well — They Work in a Mall, in Real Time, in Front of 2,000 People

Most conversations about **AI development solutions** stop at the slide deck. A concept gets presented, the room nods, and then nothing moves. HDFC Securities had a different problem — their Scam 2025 awareness campaign was already live digitally, but the brand needed something that would actually shake people awake. Not inform them. Shake them.
The result was a conversational AI avatar that replicated a live scam call — in a premium Mumbai mall — with 2,000+ direct interactions in just three days.
Here is what that build actually looked like, and why it matters for every marketing leader tired of AI that lives only in presentations.
The Problem: Fraud Awareness Has a Format Problem
Financial fraud has grown more sophisticated than most consumers realise. Scam calls now sound legitimate. The urgency feels real. The voice is reassuring.
And yet, brand campaigns kept using the same formats to fight it — banners, videos, infographics. Awareness formats for a problem that thrives on lived experience.
HDFC Securities recognised the gap: the Scam 2025 campaign had strong digital momentum, but no physical touchpoint that could make someone actually feel the pressure of being manipulated. You can read about a scam and still fall for one. You cannot experience one — even a simulated one — and walk away unchanged.
That was the real brief handed to IIC Lab (Ink In Caps): build an activation where consumers don’t just learn about scams. They face one.
The Solution: A Conversational Avatar That Behaved Like a Real Scammer

IIC Lab built the “**Outsmart the Scammer**” installation from the ground up. At the centre of it: a transparent OLED display running a hyper-realistic digital avatar of actor Manoj Pahwa, cast in the role of a live fraud caller.
A push-to-talk microphone let visitors speak. The avatar responded — immediately, contextually, and with facial expressions that shifted in real time.
The five scam scenarios visitors could choose from: OTP extraction, bank detail phishing, panic trigger calls, email harvesting, and identity probing. No two sessions followed the same path. The system adapted to every response, mirroring what real scam calls actually do.
How the Tech Stack Was Built

This was not a pre-recorded loop or a scripted chatbot. The technical architecture required precision at every layer.
MetaHuman Character Development: Reference imagery of Manoj Pahwa was used to construct a high-fidelity digital double. Skin texture, facial structure, and wardrobe continuity with the campaign film were all preserved.
Voice Model Training: Voice samples were processed to replicate his cadence, natural pauses, and regional inflections — trained specifically for conversational interaction, not broadcast delivery.
Real-Time Conversational Pipeline: Microphone input → real-time transcription → language processing → voice synthesis → avatar animation on the OLED display. The entire loop ran at sub-500ms latency, powered by an RTX 5090 pipeline.
The Aggression Meter
Sessions ran for three minutes. The system rewarded active resistance — deflection, misdirection, strategic delay. A live Aggression Meter tracked every session in real time. Reaching 75% within the time limit marked a win. The mechanic made the session legible to passersby in seconds and gave people a reason to queue again.
Results

2,000+ direct interactions. 200,000+ impressions. 100% digital CTA completion rate via end-session QR. Every participant received a personalised scam-resistance profile.
Ready to move your next campaign from a concept deck to a live, measurable experience? **Inkincaps** builds real-time AI experiences for brands that want precision alongside ambition.
메타데이터
- post_id
- ba05a8a3da00
- slug
- ai-development-solutions-that-dont-just-demo-well-they-work-in-a-mall-in-real-time-in-front-of-ba05a8a3da00
- url
- https://medium.com/@devesh.makwana.iic.0135/ai-development-solutions-that-dont-just-demo-well-they-work-in-a-mall-in-real-time-in-front-of-ba05a8a3da00
- canonical_url
- https://medium.com/@devesh.makwana.iic.0135/ai-development-solutions-that-dont-just-demo-well-they-work-in-a-mall-in-real-time-in-front-of-ba05a8a3da00
- author_url
- https://medium.com/@devesh.makwana.iic.0135
- status
- ok
- fetched_at
- 2026-06-09 15:37:30