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Dmitry Kotov — AI Founder & Systems ArchitectNeuron Expert — and the products built alongside it
Neuron Expert is the company: a system that grows a business around one person's expertise. Alongside it, three products at earlier stages — a city platform for local communities, a mental-health matching service, and a market-structure terminal. Each one is documented here in full, the stage it is at included.
- Founder of Neuron Expert
- AAIA Senior Member
- IEEE Member
- 25+ years in tech
Build
Operate
Scale
Create Impact
A person exists in two forms — the researcher and the creator. He explores the world to create the new, and creates to discover the unknown. His task is to never stop in either one.
Featured in
31 publications and interviews · see all
Investors & Partners
We’re building a portfolio of AI systems — not selling hours.
I build and operate products where AI, automation and domain expertise work together to create real value. The goal is to grow sustainable businesses, make them useful for people, and scale them over time.
Products
from idea to execution
Communities
real users, real impact
Long-term value
build, operate, scale
Build
Turn expertise into products
Operate
Real users, real businesses
Scale
Systems that grow over time
Create Impact
Useful tools for people and communities
The ventures we are building
Ventures working on problems unglamorous enough to have been left alone and large enough to be worth taking on. Each one has its own page with the problem, the product, and the model.
Venture 01 · Founder
Neuron Expert
Neuron keeps a person's identity, expertise, and working memory intact, and grows a company around them — instead of asking them to adapt to a stack of disconnected tools.
- →A Personal Neuron holds your identity, expertise, and working memory
- →A Business Core turns that into a company, one piece at a time
- Model
- Personal → Business → Network
- Core
- From $99/month
Venture 02 · Founder
Friends.energy
The Russian-speaking diaspora in the US organises itself in scattered chats. Friends.energy turns that into a city-by-city platform where jobs, housing, services, and events are searchable — and businesses can be found.
- →Listings by city: jobs, housing, services, cars
- →Local events and news, per city rather than per country
- →A business directory that is moderated, not open-post
- →City Telegram channels as the distribution layer
- Coverage
- Miami · New York · LA · SF · Chicago
- Audience
- Russian-speaking communities in the US
- Distribution
- Web plus per-city Telegram channels
Venture 03 · Founder
FindSupport.ai
People who need a therapist do not fail at searching — they fail at the first message. FindSupport takes a description of the situation instead of a filter query, matches it to specialists who fit, and delivers that first message through the platform.
- →Describe the situation in plain words, not filters
- →Matching to specialists who fit that situation
- →The first message is sent through the platform
- →Free peer support from people who have been there
FindSupport.ai
- Directory
- 2,748 therapist profiles · 147 US cities
- Paid step
- Contacting a specialist, not browsing
- Peer support
- Free for the person seeking help
Venture 04 · Founder
Atlas Trader
Retail trading tools are built to make you trade. Atlas is built to tell you when not to — it reads market structure across 26 CME futures, ranks what it finds, and answers WAIT more often than anything else.
- →Market structure computed from 1-minute to weekly
- →26 futures scored 0–100 — and WAIT is a real answer
- →Geopolitical event risk priced off prediction markets
- →Every rule backtested in CI before it goes live
- Coverage
- 26 CME futures · 1-minute to weekly
- Cadence
- 30-second marks · 5-minute rescan
- Validation
- 2-year sweeps, in- and out-of-sample
Case studies
Systems built and put into production, with the numbers they moved and the stack behind each one — voice agents answering for service businesses, multi-agent outreach, event operations, and market intelligence. Mostly client work; two are our own products.
20+
Projects Delivered
8
Industries Covered
60%
Avg. Cost Reduction
6 weeks
Avg. Delivery Time
Voice AIHome Services
AI Voice Dispatch for HVAC Company
Regional HVAC Services Provider · 6 weeks
A growing HVAC company was losing 35% of inbound calls outside business hours, and its three-person dispatch team couldn't keep up with peak-season volume. The result was missed bookings and frustrated customers in both its English- and Spanish-speaking markets.
Call Coverage
24/7 → 100%
Booking Rate
+42%
Vapi Voice AgentsTwilio TelephonyLLM OrchestrationGoogle Places APIAppointment SchedulingCRM Integration+2 more
View full case study
Outreach & Lead GenB2B Technology
AI-Powered B2B Lead Generation Engine
SaaS Growth Agency · 4 weeks
The agency relied on five SDRs prospecting by hand: researching companies, writing emails, and following up. Output was inconsistent, personalization was shallow, and the cost per qualified lead kept rising.
Leads per Month
5,000+
Reply Rate
12.4%
Multi-Agent SystemData Enrichment APIsIntent DetectionLLM PersonalizationEmail OrchestrationLinkedIn Automation+3 more
View full case study
AI InfrastructureEvents & Conferences
AI Event Operations Platform
International Business Conference · 8 weeks
Running a 500+ attendee international conference meant sourcing speakers, managing outreach, processing deck submissions, and providing live translation. A team of 12 was doing all of it with spreadsheets and email.
Speakers Sourced
300+ in 2 weeks
Booking Speed
80% faster
AI Speaker SourcingCandidate QualificationCRM AutomationOutreach SequencingDeck Review PipelineNLP Pipeline+2 more
View full case study
AI AnalyticsFinancial Services
Metals Market Intelligence System
Quantitative Trading Firm · 12 weeks
Standard technical analysis kept missing structural regime changes in metals markets. The firm needed a system that combines macroeconomic, behavioral, and structural signals into output traders can act on, not another dashboard.
Signals Analyzed
34
Regime Detection
Real-time
Signal ProcessingPattern RecognitionMacro AnalysisRegime DetectionMarket-Structure EngineBacktesting Harness+2 more
View full case study
Operations AutomationMarketing & Advertising
AI Operations Assistant for Digital Agency
Full-Service Digital Agency · 5 weeks
A 40-person agency was buried in operational overhead: weekly reporting took 15 hours, task routing was manual, client updates were inconsistent, and the team spent more time on admin than on creative work.
Hours Saved
40+/week
Tasks Automated
90%
AI AgentsTask RoutingNLP SummarizationWorkflow AutomationSlack IntegrationNotion API+2 more
View full case study
Marketplace & MatchingMental Health
Mental-Health Matching Platform
FindSupport.ai — own product · Ongoing
Finding a therapist was never the hard part — directories have solved that for years. People stall at the next step: writing to a stranger about the worst thing in their life. Every platform in the category competes on the size of its list, which is the one thing that was never the bottleneck.
Directory
2,748 profiles
Coverage
147 US cities
Conversational IntakeAI Matching EngineOn-platform MessagingModerated Supply PipelineProgrammatic SEOtRPC · Drizzle · MySQL+2 more
View full case study
The systems underneath
The engines the ventures and client work are built on — each with its own write-up: what it does, how it is put together, and what it changed.
Why Work With Me
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I don't build demos — only real systems
Every project ships to production, with results you can measure.
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I think in systems, not tools
AI is infrastructure, not a feature. I design end-to-end workflows.
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I focus on outcomes, not AI hype
No buzzwords — a clear return and business impact you can track.
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I work directly with founders & operators
No layers. Direct communication, fast decisions, real accountability.
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I ship at the speed of a small team
A multi-agent development stack handles execution; I own the architecture and structural decisions. Senior judgment, delivered fast, without the overhead of a team.
Speaking Topics
Talks on how companies actually use AI — not on surface-level trends.
Is AI Making Your Team Dumber?
→Why most teams lose thinking ability
→How to build systems that enhance people
AI Agents Will Replace Entire Roles
→Which roles disappear first
→How to adapt your company
From Idea to AI System in 7 Days
→How founders launch AI systems fast
AI for Business: From Tools to Cognitive Infrastructure
→How AI evolves from isolated tools to integrated systems
→Frameworks for building AI-native operations
Emotional AI and Multi-Layer Architectures
→How emotional intelligence layers change AI interaction
→Multi-layer AI architectures for conversational systems
Events I've spoken at
How It Works
From first call to working AI system — a clear, repeatable process.
STEP 01
Discovery
Audit your workflows, identify bottlenecks, map AI opportunities
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STEP 02
Architecture
Design the AI system: agents, integrations, data flows
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STEP 03
Build & Deploy
Build, test, and deploy into your live environment
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STEP 04
Optimize
Monitor, iterate, and scale what works
Credentials & Affiliations
AAIA
AAIA — Asia-Pacific Artificial Intelligence Association
International association focused on artificial intelligence research and standards.
Senior Member
IEEE
IEEE — Institute of Electrical and Electronics Engineers
The world's largest technical professional organization for engineering and computing.
Member
DLAI
DeepLearning.AI / Amazon Web Services
Course certificate covering large language model fine-tuning, RLHF, and deploying models in production.
Investing, partnering, or building something?
Investors and partners start on the investors page. Everyone else — tell me what you are trying to build, and I will help you design the system.
Let's Talk
Tell me what you're building — I'll get back within 24 hours.