// DOSSIER

A. M. Madani

AI Solutions Architect · CAIO, Smartway Solutions · Germany · EU

I audit broken enterprise processes and rewire them with privacy-first AI agentic architectures — then build the teams that ship them. Creator of The Harvest Methodology, an operating model that turns fast execution into compounding, reusable advantage.

Evidence

Every row is a delivered system, its number, and how that number was measured. Each is individually linkable.

SystemResultWhere
Cortex-Axon-SynapseA three-layer orchestration backbone that cut client deployment time by 75%75% reduction in client deployment time$1.5M+ B2B enterprise contracts secured and deliveredMistix AI
2024–2025
OasisNatural-language query over multi-gigabyte files, for people who do not write SQL10x compression of end-to-end processing and documentation time0 BI tickets required to answer a routine data questionSmartway Solutions
2025–present
A six-step multi-agent pipeline that classified soil 85% faster than the manual process85% reduction in processing time per borehole logConfidential
2023–2024
Cutting monthly cloud GPU spend by 60% with PEFT and quantization60% reduction in monthly cloud GPU expenditureConfidential
2023–2024
An LLM-as-a-Judge eval framework that tripled deployment frequency300% increase in model deployment frequencyConfidential
2023–2024
A hybrid-retrieval RAG assistant that removed half the human support load50% reduction in human support tickets35% improvement in retrieval precisionConfidential
2022–2023
An async backend holding 10,000 concurrent daily tasks at 99.9% uptime10,000 concurrent daily task requests handled99.9% uptimeConfidential
2022–2023
ELT pipelines at 99% data integrity, and 70% of manual validation removed99% data integrity rate across ingested records70% of manual data validation hours automated awayFreelance
2019–2022
Dismantling Jira for a Forward Deployed Engineer model, at 10x output10x output in a hypersonic-speed delivery environmentSmartway Solutions
2025–present

The Harvest Methodology

Bet → Deploy → Deliver → Evaluate → Harvest → Reuse

Architect First
Structure, interfaces, and system design determine speed, quality, and reuse — before a line ships.
Deliver First
Working value fast over endless planning, focusing on the 20% of work that creates 80% of the impact.
Harvestable by Design
Every delivery extracts reusable IP — prompts, patterns, assets — into a compounding organizational backbone.

Chronology

2025–present
Chief AI Officer (CAIO) & AI ConsultantSmartway Solutions · Germany
2024–2025
Lead Forward Deployed Engineer & Product ArchitectMistix AI · Dubai, UAE
2023–2024
Head of AIConfidential · Remote
2022–2023
AI EngineerConfidential · Remote
2019–2022
Data Scientist, freelanceSelf-employed · Remote
2022
M.Sc. Applied Mathematics & InformaticsAstrakhan State University · Russia · GPA 4.62 / 5.0
2019
B.Sc. Computer ScienceMahalat Higher Educational Institution · Iran