From Power User to Power Team

01The User

A coworker who can keep up

David Joerg is a software developer and entrepreneur based in New York City. He co-founded Vindigo, one of the first popular mobile apps in the US. He was an early team member at Two Sigma Investments, now a leading quantitative investment firm with $50B+ AUM.

Today, David is Technical Product Manager, AI/ML at Chess.com, where he created "Learn Chess with Dr. Wolf," an AI chess coaching app with 5M+ downloads. He now builds AI-powered coaching experiences at Chess.com for its 250M+ users.

When he started using Viktor in late February 2026, he didn't need hand-holding. He needed a coworker who could keep up.

Industry:: Tech entrepreneur · Power user
Team size:: 1 user → 6 family members
Time to value:: Day 1: AI phone agent system
Tools connected:: TwilioElevenLabsNotionVoice cloningBrowser automation

02What Viktor Built

30+ projects across software, logistics, research, creative, and finance

Across 6 weeks, David and Viktor tackled over 30 projects spanning software engineering, real-world logistics, research, creative production, and financial analysis. Here are the top 10 by effort and impact:

AI Phone Agent System

Built a platform for making and receiving live AI phone calls with scripted multi-act conversations, a human-approval queue, and voice auditions across 10 candidate voices. Used for cold outreach, restaurant reservations, and professional interviews.

ElevenLabsTwilioVoice CloningLive Calls

ViktorAPP9:12 AM

Call script ready. Voice selected. Approve to start live calls.

Full-Stack Web Application

Built and daily-evolved an interactive web app over 12 iterations with GitHub CI/CD, deployed to a custom domain. Each morning brought a new version: feature additions, visual overhauls, and design pivots, all shipped directly to production.

GitHub PagesCI/CDJavaScriptCustom Domain

ViktorAPP7:04 AM

App update shipped. v12 is live on the custom domain with deployment checks passing. Check it out here: [link]

Communication Infrastructure

Set up SMS-to-Slack routing via Twilio, a custom email domain with webhook-based receiving and junk filtering, and the AI phone-calling capability. Built from scratch, this became the backbone for many other projects.

TwilioSMSResendWebhooksA2P Registration

Medical Practitioner Database

What would have taken 1 to 2 weeks of dedicated full-time research now runs autonomously every day without being asked. Viktor built and maintains a 70+ entry database in Notion via daily automated scans of forums, medical directories, and Reddit.

Notion APIWeb ScrapingRedditAutonomous

International Trip Planning

Each trip would have taken days to plan. Viktor handled everything end-to-end: event tickets, lodging, rail connections, restaurant reservations for specific dietary requirements, real-time airport terminal monitoring, and day-by-day itineraries delivered as PDFs.

ResyBrowser AutomationPDF GenerationReal-time Monitoring

ViktorAPP4:22 PM

Trip plan complete. Tickets, lodging, reservations, terminal checks, and PDF itinerary are ready.

trip-plan.pdf

Research-Backed Presentation

A fact-checked advisory board slide deck across 4 major versions, each with separate passes for fact-checking, audience review, and complete rewrites. Every claim was backed by verifiable sources with real URLs.

NotionResearchMulti-Pass EditingFact-Checking

ViktorAPP2:18 PM

Version 4 is ready. I tightened the argument and attached source URLs for every claim.

AI Adoption Interview Project

Conducting live AI-powered phone interviews with business professionals about their AI usage, then synthesizing findings into a group presentation. Viktor scripts the calls, makes them, and analyzes the results.

AI Phone CallsInterview ScriptsAnalysis

Real Estate Cost Basis Analysis

Processed 8+ invoices and legal documents to produce an adjusted cost basis calculation for a property transfer. Required careful reading of contracts, amendment tracking, and LLC accounting. The thoroughness directly translates into major future tax savings: receipts and records that a manual pass would have missed.

Document AnalysisLegalFinancial

ViktorAPP10:32 AM

Cost-basis worksheet ready. I included receipts, amendments, and LLC accounting notes.

Parking Garage Search

Found a new garage with over 40% cost savings after researching 7 garages, making 10+ AI phone calls across 4 rounds (using two different voice AI platforms), and running a multi-week email campaign. David never made a single call himself.

AI Phone CallsEmail Outreach>40% Savings

ViktorAPP4:22 PM

Called 7 garages, followed up by email, and found an option with >40% savings.

YouTube Channel Analysis

Built a proxy-based scraper that cataloged 209 videos with AI-generated analysis, delivered as a comprehensive spreadsheet for content strategy review.

Bright DataWeb ScrapingSpreadsheet

And That's Not All

Daily morning briefings.

Dinner party menus & catering.

Custom movie poster design.

Custom scripted audio with AI voice clone.

Interactive math visualization site.

Photographer hired via art school outreach.

Restaurant reservations.

Contact lens ordering Finding and ordering custom items.

Supreme Court case summaries.

Amtrak rebooking GCP dev server setup.

03The Ripple Effect

One user became a team — without onboarding docs

What started as one user quickly became a team. David's family and friends adopted Viktor independently, without onboarding docs or training sessions. They just saw what it could do and started asking.

Family member 1 – From Zero to 100+ Messages in One Week

Became an independent power user for international travel planning (day-by-day itineraries), restaurant bookings (vegetarian-focused research), fashion lookbooks, financial analysis of loans and property sales, LLC dissolution review across 15 legal documents, and settlement structuring. All on her own initiative.

Family member11:32 AM

@Viktor plan the trip and keep the docs organized.

ViktorAPP4:22 PM

On it. I'll post itinerary, bookings, and finance notes here.

Family member 2 – Power User Within 24 Hours

Family member10:08 AM

@Viktor summarize these interview calls.

ViktorAPP11:33 AM

Calling now. I'll summarize themes in the deck.

Friend – Medical Research & Life Admin

Uses Viktor for interpreting medical imaging results, tax predictions, and event planning. Went from 28 days of silence after initial DM to daily active user once he saw the value.

Friend11:54 AM

@Viktor help interpret this report.

ViktorAPP11:55 AM

I'll explain findings and flag follow-up questions.

Family member 3 – Built a Business Tool Over a Weekend

Saw what David and Family Member 2 were doing, then set up his own independent Viktor account. Within a weekend, he and a friend who owns a car dealership built a working "Deal Scanner" that finds high-margin private-party deals on listing sites, analyzes them against current market values, generates AI pricing and talking points, and auto-drafts buyer outreach messages. Viktor produced the cost analysis, breakeven model, and the entire proof of concept. Live and functional.

Family member9:41 AM

@Viktor build a Deal Scanner.

ViktorAPP9:43 AM

Prototype live. Pricing, breakeven, and outreach drafts attached.

04What makes this different

Not a chatbot — a coworker

Delegation, not Q&A.

"Find me a parking garage" means: research options, call them, compare prices, email the best ones, negotiate, and report back with a recommendation. "Plan the dinner party" means: design the menu, place the catering order, and create a custom movie poster for the invitation. End-to-end execution, not suggestions.

Projects that wouldn't exist.

The real impact isn't time saved — it's the projects that would never have happened. Without Viktor, David wouldn't have built a 70-entry medical research database (no time), would have declined the advisory board opportunity or shown up underprepared (no bandwidth), and would have skipped the multi-city trip planning or accepted a worse trip.

Real code, real deployments.

Most projects involved writing and deploying real software: Python scripts, web applications with CI/CD pipelines, Twilio integrations, browser automation, proxy-based web scrapers, Notion API integrations, ElevenLabs voice synthesis. Viktor doesn't just describe what could be built — it builds, deploys, and iterates on it daily.

Actions in the physical world.

Viktor makes phone calls to real businesses and real people. It sends emails from a professional custom domain. It texts via SMS. It books restaurant reservations. It orders products for delivery. It monitors flight terminals in real time.

Autonomous operation.

Multiple workstreams run continuously without human prompting. The medical practitioner database scans the internet daily and adds new entries to Notion. Morning briefings arrive every day. The web app evolved through 12+ daily iterations.

Quality bar that matches the user.

David is a rigorous thinker. He challenges claims, demands real source URLs, insists on unassailable arguments, and pushes back on generic advice. The advisory board presentation went through 4 major versions with separate passes for fact-checking, audience analysis, and complete rewrites. Viktor adapted to this standard and maintained it across every project.

05Highlights

Numbers that compound

>40%

parking cost reduction

209

videos cataloged & analyzed

70+

database entries (autonomous)

daily app iterations

06The takeaway

Once one person shows it works, adoption becomes organic

In 6 weeks, Viktor went from a new tool in David's Slack to the operating system for his professional and personal projects. It writes code, makes phone calls, sends emails, builds databases, plans trips, analyzes legal documents, and creates media — all from Slack messages.

More importantly, it scales. When a family member needed an international travel itinerary, she didn't ask David — she asked Viktor. When another family member needed to conduct professional interviews, he didn't hire a research firm — he used Viktor. When a friend needed a medical imaging report interpreted, he asked Viktor.

“The bigger point is that without Viktor I would have never done these things. I don't have the time, nor do I have the time to recruit and supervise someone to do these tasks to the level of quality that Viktor achieves.”

David Joerg

Technical Product Manager, AI/ML at Chess.com

From Power User to Power Team

A coworker who can keep up

30+ projects across software, logistics, research, creative, and finance

AI Phone Agent System

Full-Stack Web Application

Communication Infrastructure

Medical Practitioner Database

International Trip Planning

Research-Backed Presentation

AI Adoption Interview Project

Real Estate Cost Basis Analysis

Parking Garage Search

YouTube Channel Analysis

And That's Not All

One user became a team — without onboarding docs

Family member 1 – From Zero to 100+ Messages in One Week

Family member 2 – Power User Within 24 Hours

Friend – Medical Research & Life Admin

Family member 3 – Built a Business Tool Over a Weekend

Not a chatbot — a coworker

Delegation, not Q&A.

Projects that wouldn't exist.

Real code, real deployments.

Actions in the physical world.

Autonomous operation.

Quality bar that matches the user.

Numbers that compound

Once one person shows it works, adoption becomes organic

More customer stories

12 workflows. 8 channels. 15 days.

12 scheduled workflows across 8 channels in 15 days.

62 workflows. 2 weeks. One AI coworker.

From zero automation to 62 workflows in two weeks.

Start your first project today.