You will get a Python automation system to eliminate manual business tasks
Rising Talent
Rising Talent
Project details
Stop doing manually what a script can do for you. I build custom Python automation systems that eliminate repetitive business tasks and give you back hours every week.
Whether you need to scrape data from websites, sync records between APIs, monitor prices or inventory, generate weekly reports from your CRM, or route leads automatically — I design, build, test, and deliver a clean, documented solution that runs reliably without your intervention.
Every automation I deliver includes: well-structured Python code, error handling and retry logic, clear documentation, and a setup guide so your team can run it independently.
I have built automation tools for lead intelligence, CRM data aggregation, multi-source RSS pipelines, e-commerce price monitoring, and AI-powered briefing bots. My stack is Python, FastAPI, PostgreSQL, SQLite, Docker, and REST APIs.
If you have a task you do more than once a week, chances are it can be automated. Tell me what you need and I will build it.
Whether you need to scrape data from websites, sync records between APIs, monitor prices or inventory, generate weekly reports from your CRM, or route leads automatically — I design, build, test, and deliver a clean, documented solution that runs reliably without your intervention.
Every automation I deliver includes: well-structured Python code, error handling and retry logic, clear documentation, and a setup guide so your team can run it independently.
I have built automation tools for lead intelligence, CRM data aggregation, multi-source RSS pipelines, e-commerce price monitoring, and AI-powered briefing bots. My stack is Python, FastAPI, PostgreSQL, SQLite, Docker, and REST APIs.
If you have a task you do more than once a week, chances are it can be automated. Tell me what you need and I will build it.
AI Development Type
Software MaintenanceAI Development Language
PythonWhat's included
| Service Tiers |
Starter
$300
|
Standard
$650
|
Advanced
$1,200
|
|---|---|---|---|
| Delivery Time | 5 days | 10 days | 21 days |
AI Model Integration | - | - | |
Detailed Code Comments | - | ||
Knowledge Graph | - | - | - |
Model Documentation | - | - | - |
Ontology | - | - | - |
Source Code | |||
Taxonomy | - | - | - |
About Ignazio
Software Engineer working on AI systems. Retrieval, agents, evaluation
Padova, Italy - 2:52 pm local time
I build reliable AI systems for teams that have outgrown the prototype phase: RAG with measurable retrieval quality, agent workflows with persistent state and approval gates, FastAPI backends purpose-built for LLM products, and the evaluation layer most teams skip between prototype and production.
WHAT I DELIVER
Retrieval Contracts for RAG
Hybrid retrieval (pgvector + BM25) with reranking, instrumented end-to-end. Built for the gap between a demo that retrieves and a system that survives the next 10,000 queries.
LLM Agent Infrastructure
Multi-step agent workflows on LangGraph with persistent state, tool orchestration, approval gates, retry logic, and deterministic evaluation.
FastAPI Backends for AI Products
Async FastAPI backends purpose-built for LLM apps. pgvector, Alembic migrations, health checks, and operational readiness on day one.
AI Reliability Engineering
Deterministic evaluation frameworks, structured output validation, cost and latency observability, and regression detection.
Everything I ship runs on four laws: deterministic evaluation (no "it worked when I tried it"), cost control by architecture, latency as a feature, and operational reliability under load and failure.
Tech stack: Python, FastAPI, LangGraph, pgvector, Anthropic Claude API, OpenAI API, React, TypeScript, Next.js, Tauri, Rust, PostgreSQL, Docker.
My work ships as source in your repo, and all my systems are public on GitHub with live deploys. If you need AI systems that actually work in production, let's talk.
Steps for completing your project
After purchasing the project, send requirements so Ignazio can start the project.
Delivery time starts when Ignazio receives requirements from you.
Ignazio works on your project following the steps below.
Revisions may occur after the delivery date.
Discovery and Design
I analyze your workflow, identify automation opportunities, and define inputs, outputs, triggers, and error handling before writing a single line of code.
Build, Test, and Deliver
I build the automation, run tests with real data to verify correctness, and deliver clean documented code with a setup guide.