I cut decision time 10x with AI councils. Here is the exact system.

CEO of AC Solutions — 200+ enterprise clients in iGaming & telecom. Every critical decision: hiring, budgets, pivots — goes through a 5-agent AI council before I make it. Not a hobby. Our actual operating system.

200+ clients 30+ countries
consilium.py
from debate_engine import Consilium
async def run():
council = Consilium(
experts=["CTO", "CFO", "CSO"],
synthesis="gemini-2.5-pro",
)
result = await council.deliberate(
question="Should we expand to LatAm?"
)
# Production-proven. Real decisions.
200+
Enterprise clients
iGaming & Telecom
500+
Team members
on AI tools daily
10×
Faster strategic
decisions
8
AI tools
in production

The AI Council System

Every major decision — pricing, hiring, market entry, product direction — goes through a structured debate between 5 AI agents playing different expert roles. Then I synthesize and decide.

1
Frame the question precisely
2
5 AI experts debate in parallel
3
Gemini 2.5 Pro synthesizes
4
I review, decide, and document
The Debate Engine that powers this is open source. →

Operator first. Builder second.

I built AC Solutions into a profitable company with 500+ team across 30+ countries. Every tool on this site came from a real operational problem we faced and solved with AI. We sell what we use.

500+
employees
200+
clients
5+
years building
15+
AI tools built

Ecosystem Architecture

Everything I build lives in one interconnected ecosystem.

What's Your Industry?

Choose your role — see which AI tools apply to you

🎰
iGaming / Casino
GambleGrip
+15–25% player retention
🏥
Healthcare / Clinics
MedContact AI
−40% no-shows
💰
Finance / Collections
DebtFlow AI
7–10× lower cost
🎓
EdTech / Education
EduReach AI
+28% enrollments
🏠
Real Estate
PropPulse AI
2.7× more deals
⚙️
CTO / Engineering
Virtual CTO
1 week → 5 minutes
See all products →

AI tools that run a real business.

Each tool below started as an internal solution at AC Solutions. Now they're available to use, fork, or learn from.

🔍
For CEOs Live

Financial Audit AI

Telegram bot for financial audit: connects to Bitrix24, Fireflies, JIRA — analyses business metrics with o3 reasoning. Full business intelligence via chat.

Finance Telegram Bot Bitrix24 Telegram Bot
📰
For CEOs Beta

BRIEFS AI Digest

Daily AI-curated B2B intelligence briefings in 10 languages. Industry signals, market moves, and strategic insights — delivered every morning.

B2B Intelligence AI Curation Daily Digest
🧠
For CEOs Live

CEO Coach Bot

Interactive AI coaching for founders and CEOs. Deep leadership analysis, decision reflection, weekly reviews — via Telegram.

For: CEO, Co-founder, Managing Director
Senior advisor 24/7 — no $15K/month retainer
Leadership Decisions Telegram Bot Telegram Bot
👻
For CEOs Live

Ghost CEO Content System

AI system that generates and auto-publishes LinkedIn content — ghost-writes for CEOs in their authentic voice. Telegram-controlled.

LinkedIn Content AI Automation Telegram Bot
👥
For CEOs Beta

Hiring Assistant

AI-powered hiring automation: CV screening, candidate scoring, interview question generation, and structured evaluation.

For: Head of HR, Talent Acquisition, Founders hiring fast
First-round screening from 3 weeks to 3 days
HR Recruiting Automation
🎨
For CEOs Live

Pitch Builder AI

Brief → AI debate → stunning HTML presentation in minutes. 3 formats: debate, pitch, analysis.

For: CEO, Strategy, Sales, Consultants
Brief → polished presentation in 5 min
AI Generation Debate Engine HTML Deck
🏗️
For CEOs Live

Virtual CTO

5-expert AI consilium for architecture, security, infra, devops, and product decisions. CTO-level review in minutes.

For: CTO, VP Engineering, Tech Lead, Founder
Architecture review in 5 min — not 1 week of consulting
Architecture Security DevOps
Industry AI Live

DebtFlow.ai

AI voice and text robots for debt collection. 500K+ debtors processed daily. 7-10x cheaper than human agents. CR 15–30%. Pilot from $2,500.

Debt Collection Fintech Voice AI
🎓
Industry AI Live

EduReach.ai

AI robots for EdTech and universities. +28% enrollment, -40% dropout, 65% support deflection. Automate admissions, engagement, and parent comms.

EdTech Enrollment AI Student Retention
🎲
Industry AI Live

GambleGrip

AI-powered responsible gambling platform. Player risk detection, intervention tools, and compliance automation for iGaming operators.

iGaming Compliance Risk AI Personal Cabinet
🏥
Industry AI Live

MedContact AI

AI council of medical specialists that analyses symptoms, history, and test results. Built for real clinical decision support.

Healthcare Diagnostics Multi-Agent Personal Cabinet
🏠
Industry AI Live

PropPulse.ai

AI voice robots for real estate. Never miss a lead again. 15-second response, 2.7x more viewings, 68% fewer no-shows. For agencies and developers.

Real Estate Lead Qualification Voice AI
✈️
Industry AI Beta

Relocation Advisor AI

AI-powered relocation scoring and analysis — compares cities, generates PDF reports, covers cost of living, visa, and tax guidance.

Relocation City Comparison PDF Reports
🎛️
Open Source badge_concept

AI Control Plane

The orchestration layer for multi-agent AI systems. Route, monitor, and coordinate all AI agents from a single control plane.

For: CTOs, Enterprise AI teams, Platform Engineers
12–18 month window to own the orchestration layer
Orchestration Multi-Agent Infrastructure
🧠
Open Source Open Source

Business Strategy AI

Open-source Python package powering all AI tools — AIClient, async agent orchestration, knowledge base integration, smart RAG, and CLI.

Python Open Source AI Framework
🧩
Open Source Live

Business Consilium

Multi-model AI consilium: 6 experts (DeepSeek) debate any business question → Gemini 2.5 Pro synthesis → Telegram report. The core AI engine.

Multi-Agent Strategy DeepSeek
Open Source Open Source

Multi-Model Debate Engine

Open-source Python framework for orchestrating debates between multiple AI models. The core of all consilium tools.

For: CEO, Strategy Lead, Product Manager, any decision-maker
Decision-quality report in 3 min — not a 1-day workshop
Python Open Source LLM Orchestration
🔌
Platform Live

KB Proxy

Microservice that routes /kb/* endpoints on nealkhis.com to the internal knowledge base server. Provides authenticated API access to the company's RAG knowledge base.

For: Developers
FastAPI RAG Proxy KB
🌐
Platform Live

nealkhis.com

Personal AI-powered website built with FastAPI + Jinja2. Houses public AI tools, blog, live debate and consilium interfaces, longevity tracker, and internal tooling — all in one deployable app.

For: Public / Partners
FastAPI Jinja2 Railway Multi-theme Personal Cabinet
🤝
Platform Live

Partner Program

Revenue-sharing partner program with personal cabinet. Refer clients, track commissions, and grow together with AC Solutions.

Partnerships Revenue Share Referral Personal Cabinet
Platform Live

Virtual CEO Backend

FastAPI backend powering the virtual CEO system — Pinecone vector RAG, JWT auth, analytics dashboard, and multi-source data collectors.

FastAPI RAG Pinecone Personal Cabinet
📐
Internal Live

Architecture Docs Site

Auto-generated system architecture documentation for the entire AC Solutions ecosystem. Flask-based, real-time updates, full system map.

Documentation Flask Architecture
🌅
Internal Live

CEO Morning Briefing

Cron-based AI service that sends a personalized daily briefing to Telegram at 8:30 AM: recent meetings summary, KB updates, service health, and 3 recommended actions.

For: CEO / Founders
Save 30 min/day on morning sync
Cron Telegram DeepSeek Briefing Telegram Bot
📲
Internal Live

Content Sync System

Telegram → multi-channel content publisher with scheduler and SQLite persistence. Write once in Telegram, publish everywhere automatically.

Content Automation Telegram
👔
Internal Live

HR Portal

Job board + employee portal + admin panel in 5 languages. Public job listings, applications tracking, and employee self-service at hr.nealkhis.com.

HR Job Board Multilingual Personal Cabinet
🎙️
Internal badge_concept

Neal's AI (ИИшка)

Ambient AI assistant that listens to your life in real-time and answers on voice command — with full recent context and multi-agent debate for complex decisions.

For: CEO/Founders of scaling companies (50–500 people), high-context decision makers
Personal AI that scales to a $300/mo B2B SaaS for 50,000 founders
Ambient AI Voice Real-time CEO Tools Telegram Bot
🤖
Internal Live

Neal Bot

Master Telegram assistant with 5+ operating modes: strategy, analysis, HR, sales, and research. Powered by DeepSeek. Available 24/7.

Telegram Bot DeepSeek Personal AI Telegram Bot
🤖
Internal Live

Recruiter Automation System

Full-stack hiring automation: bulk CV screening, AI candidate scoring, recruiter Telegram bot. Built for high-volume recruitment operations.

Recruiting Automation AI Scoring Telegram Bot
📡
Internal Live

Sales Intelligence System

B2B sales signal detection — monitors buying triggers, scores intent, automates outreach timing. Never miss a sales moment again.

Sales B2B Intelligence Signal Detection
🛡️
Internal Live

TimeDoctor Security Layer

Security intelligence for distributed teams — early detection of incidents and access anomalies before they escalate. Built for 10+ country operations.

Security Monitoring HR Tech
🏢
Company Company

AC Solutions

My main company. AI CPaaS for iGaming — retention, communications, and analytics across 200+ clients worldwide.

iGaming CPaaS AI

Real problem → production tool → shared with the world.

No demos, no vaporware. Everything here solved a real problem first.

01

Identify the real problem

Something costs too much, takes too long, or has too many errors. I document it and scope the AI solution.

02

Build the multi-agent engine

Multiple AI models debate the problem from different expert angles. Cheap models for experts, powerful models for synthesis.

03

Run it in production

Test in AC Solutions first. Real decisions, real data. If it doesn't hold up — it doesn't ship.

04

Open it up

Share the tool, the code, and the learnings. So you don't have to pay for the same mistakes I already made.

The AI stack
Experts (parallel)
DeepSeek Chat Groq Llama 3.3
Synthesis
Gemini 2.5 Pro
+
Deep Reasoning
DeepSeek R1 OpenAI o3
+
Fast tasks
Gemini Flash

Learn to Build AI Tools Like This

Everything on this site was built using multi-model AI agents. Here is exactly how.

Foundation

Multi-Agent Consilium Guide

How to design, build, and deploy a multi-agent AI system that debates problems and synthesizes decisions. The pattern behind all my tools.

Read guide →
Practical

AI for Business Operations

Practical guide to replacing consultants, automating analysis, and making faster decisions using AI — without a data science team.

Read guide →
Engineering

Model Routing Strategy

My framework for choosing the right AI model for each task — balancing cost, speed, and reasoning quality. Saves 10x on API costs.

Read guide →
Open Source

Source Code on GitHub

The Debate Engine and all supporting code is open-source. Clone it, read it, fork it. Build your own consilium in under an hour.

View on GitHub →

Tutorials coming soon — follow on Telegram for updates

Want access or just want to talk?

If you want to try any of my tools, learn from my experience, or just chat about AI and business — reach out.

Common Questions

Who is Neal Khis?

Neal Khis is the CEO of AC Solutions, a B2B AI communications company with 200+ enterprise clients across 30+ countries. He builds AI tools internally to run the company and publishes them for other operators to use. Every strategic decision goes through an AI council of 5 agents before he makes it.

What is the AI council system?

A structured decision-making process where 5 AI agents debate a question from different expert perspectives (CFO, CMO, CTO, investor, devil advocate), then Gemini 2.5 Pro synthesizes their views. This replaces ad-hoc AI prompting with a reproducible framework. The underlying Debate Engine is open source.

What AI tools are available?

Virtual CTO AI (architecture and tech decisions), CEO Coach Bot (strategic coaching), Financial Audit Bot (P&L analysis), Hiring Assistant (recruitment automation), and the Multi-Model Debate Engine (open source framework for structured AI debates).

How do I get access to the tools?

Request access at nealkhis.com/access. Fill in your name, contact, and use case. You will receive an invite code within 24 hours for the tools relevant to your needs.

10× faster decisions · 8 AI products · 200+ clients · Sharing with your team?
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