IFRS Agents — Invoice and FP&A AI (Google ADK)
Sep 1, 2025
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1 min read
Project Details
01
Agent Architecture
Built Gemini/Google ADK agents deployed on Vertex AI for finance automation.
02
Invoice Intelligence
Developed invoice risk detection using vendor history, confidence scoring, and evidence-backed signals.
03
Automated Routing
Enabled automated severity-based routing for faster investigation and escalation.
04
FP&A Analysis
Compared SAP actuals with budget, forecast, and prior-period data, with validation checks for data quality.
05
Executive Reporting
Identified root-cause drivers and generated management-ready variance commentary and exception reports.
06
Production Operations
Deployed with Vertex AI, Agent Engine, PostgreSQL/Cloud SQL, Prometheus observability, and Cloud Run.
Tech Stack
AI & Platform
Python
GCP
GenAI
LLMs
Agents
Google ADK
Vertex AI
Agent Engine
FastAPI
Data & Operations
Cloud SQL
PostgreSQL
Prometheus
Docker
Cloud Run
Authors
Lead Engineer — GenAI / Agentic AI & Applied ML
Lead Engineer with 5 years of hands-on experience developing and deploying GenAI, RAG, Agentic AI, and deep learning systems from scratch. I build production-grade AI platforms for realtime voice interaction, enterprise knowledge retrieval, regulatory search, and automated finance analysis. My work spans NLP, autonomous driving, computer vision, and Camera-LiDAR-Radar fusion, with a focus on reliable architecture, model optimization, and scalable data pipelines.
Stack: Python, GCP, GenAI, LLMs, Agents, Docker, FastAPI, Cloud SQL, Google ADK, Vertex AI, Agent Engine, Cloud Run, OpenAI Realtime API, WebSockets, Redis, MongoDB, Milvus, JWT, Docling, BM25, ModernBERT, vLLM, and FAISS.