At the end of the day, investigations are about recognizing patterns.
Technology helps.
Databases help.
Public records help.
But the most valuable tool an investigator has is still their ability to think critically and connect the dots.
That's what separates information from intelligence.
After 25 years as a Police and Private Investigator, Learning json and building Datasets to train AI was difficult but I did it. The hard part is marketing my AI Investigative Decision Engine that I created.
Investigations don’t fail because of a lack of data.
They fail because critical connections get missed.
Law enforcement, investigators, repossession agents, and attorneys are often overwhelmed with scattered information, dead-end leads, and limited time.
Alpha Trace was built to help fill those gaps.
Not by replacing investigators —
but by helping identify patterns, prioritize leads, and organize investigative reasoning faster.
The goal isn’t more data.
The goal is better direction.
#AI #OSINT #Investigation #LawEnforcement
https://t.co/vpPvjsnfUf
Building Alpha Trace in public.
Today’s focus:
→ Improving case memory
→ Making outputs more actionable
→ Reducing “AI fluff”
Goal: Make it think like a real investigator — not a chatbot.
This is harder than it sounds.
#BuildInPublic#AI#Startup
https://t.co/5byc9KtOum
Most skip tracing tools break down when the data gets thin.
No social media.
Disconnected numbers.
Old addresses.
That’s where real investigations begin.
Alpha Trace doesn’t rely on data alone —
it builds direction from patterns.
That’s the difference.
https://t.co/vpPvjsnfUf
#OSINT #Investigation #AI
Most “AI tools” are just fancy search bars.
They don’t think.
They don’t prioritize.
They don’t tell you what to do next.
That’s the difference between data…
…and investigation.
That’s the gap I’m building Alpha Trace to fill.
https://t.co/vpPvjsnfUf
#AI#OSINT #BuildInPublic
I spent 30 years investigating and tracking people who didn’t want to be found.
Now I’m building an AI that does the same thing.
It doesn’t just search data —
it thinks like an investigator.
• Identifies patterns
• Predicts movement
• Suggests next actions
Most tools give you information.
This gives you direction.
I call it Alpha Trace.
Want to test it on a real case?
https://t.co/vpPvjsnfUf
After 30+ years running real criminal & private investigations, I’ve seen what every AI still gets wrong. It can scrape the internet....
It can recite policies....
It cannot think like an investigator. No real-world logic.
No structured case reasoning.
No street-smart intuition that separates a solid lead from a dead end. So I’m fixing it.I’m building the first specialized investigative reasoning training datasets and programs — drawn directly from 30+ years of case files, surveillance logs, interview transcripts, undercover ops, and the hard lessons you only learn on the street.This isn’t theory.
This is turning decades of proven investigative craft into training data that finally makes AI think like a pro.If you’re: • Building AI for security, risk, fraud, or legal tech
• A law enforcement agency modernizing investigations
• A private intelligence or corporate security team
• Or an AI lab that wants real domain expertise instead of more generic web data……let’s talk. DM me or reply.
Collaboration, licensing, beta access, or custom dataset development — all open, Real investigations deserve real intelligence.#PrivateInvestigator #AI #InvestigativeAI #SecurityTech #LawEnforcement #OSINT #RiskManagement Maybe @elonmusk