# Screening Question — Copy/Paste Answer

**Q:** *"As part of your application, clearly explain the product(s) you have built and attach your portfolio in the submission section."*

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I run **Icedout Solutions LLP** (DPIIT recognized — DIPP254211) and ship AI products end-to-end. I don't just prototype — I take products from idea → live → first paying customer.

My portfolio (~13 live products) is at **https://gw.icedoutai.com** — every link is a thing I built, hosted on my own GCP infrastructure with Cloudflare.

**Most relevant builds:**

**1. Checkmate (https://checkmate.icedoutai.com)** — Launched 2 days ago. Paying customers already. Photo of a graded answer-sheet → AI-generated dispute memo. Razorpay-monetized at ₹99/paper. Full pipeline: payment → photo upload → Kimi-K2.6 vision LLM (reads handwriting in context, resolves ambiguous digits where OCR breaks) → structured dispute report. Coupon-driven growth funnel built in (founding/cohort codes), real-time cost tracking per API call.

**2. PDF Tools Suite** — 13 PDF tools across 13 subdomains (merge, split, rotate, compress, etc.) deployed in one afternoon today on a free open-source stack (pdf-lib, qpdf, Ghostscript) instead of paying for an API.

**3. Real-time camera AI (https://detect.icedoutai.com)** — Face mesh + hand tracking + pose + object detection, 60 FPS in-browser, zero server compute.

**4. Semantic search infra** — Cards Archive (41K Discord msgs, SQL+vector search) and IG Chat (semantic search over my own Instagram DMs, local embeddings).

**5. VerifyMail (https://verify.icedoutai.com)** — Email-validation SaaS, currently at waitlist stage.

I take full ownership end-to-end: idea → architecture → backend (Python/Flask/Node) → frontend (vanilla JS/React) → DNS → deployment → payment → growth. For a Promos & Campaign role, the bridge is that I already think in funnels — Checkmate's coupon system is itself a growth mechanic — and I ship in days, not sprints.

Portfolio: **https://gw.icedoutai.com**