About / Dario Cositore

I help teams put AI to work, and keep it working.

AI enablement and operations leader. Nine years in automation, training and operations, two of them building on frontier models. I evaluate the models, design the agentic workflows, set the governance, then train your team to run it without me. Based in Italy, working remotely worldwide.

9 yrsIn automation, training and operations
13+Pre-release frontier models evaluated on real business workflows
5Production agentic systems shipped with human approval gates
189K+Buyer signals processed monthly by my own agent, Gapfeed
01

The path here

No career pivot story. The same job, three levels deeper: make the work run, teach the people who do it, then hand the system back to them.

2016 – 2019
Sofia, BG

SBTech: trainer, then first B2B Learning & Development hire

Promoted from sales into training, then joined the B2B team as its first L&D hire. Rebuilt onboarding into a digital training library that cut new-hire ramp-up time 30%, and became the product-knowledge resource across three offices. First lesson in what enablement does to a business.

2019 – 2020
Remote

Proto AICX: Product & Process Specialist

First-generation AI chatbots for customer service. Built training frameworks, analyzed transcripts with NLP, pushed first-contact resolution up 20%. Learned where machines handle work well and where they quietly break trust.

2020 – 2023
Remote / US

Operations leadership: a 30-person team through automation

Hired as a manager. Promoted twice. Rebuilt intake, CRM, data and reporting from spreadsheets into an automated stack, taking revenue from $1.2M to $4.8M with qualified conversions +45% and profitability +25%. Trained staff hands-on and wrote the SOPs that made it stick, while running a 30-person distributed team on top of it.

2024 – Present
Italy / Remote

Independent: AI enablement & agentic systems

Selected for a domain-expert panel benchmarking 13+ pre-release frontier models across 100+ business workflows, documenting hallucinations and structural failures that fed internal eval rubrics. Architected and shipped 5 production agentic systems: CRM intake, document review, memory and state, all on REST APIs, Git workflows and human approval gates. Gapfeed processes 189K+ buyer signals monthly. And I run the enablement side with client teams: needs assessments, access control and governance standards agreed with IT and InfoSec.

02

How I think

Three principles. Every system I build obeys all three or it does not ship.

PRINCIPLE 01

I fix your process first

Automating a broken process just breaks things faster. Before any agent touches your work, I define how the work should flow. Then the system gets built on top of something solid.

PRINCIPLE 02

You stay in control

Audit what your agent did, override any decision, expand its scope without writing code. Approval gates wherever you want them. Logs that show you everything.

PRINCIPLE 03

You keep it when I leave

If it needs me forever, I built it wrong. Documentation, training and monitoring ship with every build. It runs without me. Most clients only call once a quarter.

03

What I build

Four ways I work with teams. One goal: your people using AI reliably, without me in the room.

Offer 01
Enablement

AI enablement & workflow design

Needs assessment and workflow discovery first, then agentic workflows built around how your team already works. Approval gates, permission boundaries and governance standards agreed with your technical and InfoSec teams before anything ships. See the services.

Offer 02
Reliability

Model evaluation & AI governance

Model selection, red-teaming, failure-mode analysis, eval rubrics and observability. I have documented hallucinations and structural failures on 13+ pre-release models, so you find out where the model breaks before your customers do. See the model evaluation case study.

Offer 03
Agents

Custom agents & document processing

Production agents with memory, permissions and approval flows. OCR, classification and extraction for contracts and forms. SaaS onboarding agent and lead qualification engine.

Offer 04
My stack

Elitza and gapfeed

The systems I run my own business on. Persistent agents, live market intelligence, community tool execution. Architecture patterns in Systems, reference builds in Projects.

Want this running in your business?

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