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Production outcomes. Measured, not modeled.

Seven engagements, named by sector under NDA. Every number below came out of a delivered project, not a model.

Frontier AI Lab

Production GPU infrastructure

Making a 1,056-GPU training cluster production-ready for a frontier AI lab

All 132 nodes / 1,056 B200 GPUs ready in production

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Regulated Fintech

Secure AI gateway for governance

Bringing AI-assisted development under policy at a regulated fintech

Centralized, auditable AI usage org-wide

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B2B SaaS — Financial Data

GCP to AWS migration

Migrating a financial-data SaaS platform off GCP in about a week

Zero-downtime cutover; full data integrity validated

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BFSI Lender

GenAI multilingual support

Eight-language GenAI customer support for a BFSI lender

>85% intent accuracy (English/Hindi); >80% across 6 more Indian languages

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Feedback Analytics Platform

Fine-tuned LLM classification

Fine-tuning a feedback taxonomy classifier to 93.9% F1

Theme–subtheme classifier live at 93.9% F1, 99.8% valid JSON

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Consumer Social — Live Streaming

Custom voice AI replacing a commercial API

Replacing a per-call speech API with self-hosted voice AI

Self-hosted alternative benchmarked against the incumbent API

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Wearable Health Platform

LLM stack migration to Bedrock

Consolidating a wearable health platform's LLM stack on Bedrock

Core inference migrated with validated quality parity pre-cutover

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