AI Monitoring System production-hardening RC "turnkey"
Product Name:
AI Monitoring System v1.9 – a complete platform for monitoring sources, extracting claims, multi-source verification, alerts, investigations, narratives, correlations, STIX/TAXII export, incident management, policy as code, AI quality control, and production hardening. Ready for OSINT, threat intelligence, compliance, and security operations teams.
Delivery Model:
You purchase a ready-made solution – source code, scripts, configuration, documentation, and step-by-step instructions. The system is designed to be installed and run independently on your own infrastructure. I do not perform installations or integrations – I deliver the product, and you implement it on your own.
Included in each package:
Complete source code (Python/FastAPI, Streamlit dashboard, Qdrant, PostgreSQL, Celery, Redis, Alembic, Nginx)
Docker Compose (development + production overlay)
Sample test data, policy configurations, playbooks, and scenarios
Installation and configuration instructions (PDF + Markdown) – from local startup to production hardening (security, rate limiting, secret scan, backup/restore)
Helper scripts: preflight.py, export_openapi.py, build_release_manifest.py, backup.sh, restore_postgres.sh
30 days of support (email/chat) – assistance with installation, answers to questions, explanations of functionality, troubleshooting simple configuration issues
What the client receives after purchase:
A ZIP archive (or access to the repository) with all files
Files: README.md, INSTALL.md, QUICKSTART.md, PRODUCTION_CUTOVER.md, RUNBOOK_DEPLOYMENT.md
setup.sh / setup.ps1 script for automatic environment configuration (Python, .env variables, Docker)
.env.production.example file with comments (including webhooks, API keys, scoped keys, secret scan)
A set of test sources, documents, claims, and correlation rules
Production configuration instructions (nginx, rate limiting, request correlation, JSON logging, backup)
Complete OpenAPI endpoint documentation (JSON) and release manifest with SHA-256
Starter Kubernetes manifests and a complete runbook for the operations team
90 days of support (response < 24h on business days)
What the package does NOT include:
Installation or configuration on your server (you do it yourself)
Licenses for external services (PostgreSQL, Redis, Qdrant – Open Source; Streamlit – free)
Domain, SSL certificate, hosting (deployment possible on your own cluster or cloud)
Maintenance or monitoring in the production environment
License Terms:
Perpetual, non-exclusive license for internal use by one organization (including multiple environments: dev, staging, prod). The code can be modified for your own needs. Reselling the code as your own product or sharing it with third parties (except for contractors working for the licensee) is prohibited.
(The total cost of building a similar system by an agency (Poland, rate 200–250 PLN/h) ranges from 1,200,000 PLN to 1,800,000 PLN net. For Western or corporate agencies, rates can reach 2,500,000 – 4,000,000 PLN.)
Why is it worth buying this package?
Uniqueness – there is no open, modular system of such maturity (v1.9 with production hardening) on the market.
Time savings – thousands of man-hours already invested in development, testing, and documentation.
Production readiness – preflight, release manifest, security headers, rate limiting, backup, runbook – everything is included.
Flexibility – full source code, can be freely extended with your own connectors, rules, policies.
Support in getting started – 90 days of technical assistance to smoothly launch the system on your own infrastructure.
Interested?
Please contact me to issue a proforma invoice and provide access to the repository. An electronic agreement and NDA are possible.
Individual pricing depends on the selected version of the product.
AI Monitoring System v1.9 – a complete platform for monitoring sources, extracting claims, multi-source verification, alerts, investigations, narratives, correlations, STIX/TAXII export, incident management, policy as code, AI quality control, and production hardening. Ready for OSINT, threat intelligence, compliance, and security operations teams.
Delivery Model:
You purchase a ready-made solution – source code, scripts, configuration, documentation, and step-by-step instructions. The system is designed to be installed and run independently on your own infrastructure. I do not perform installations or integrations – I deliver the product, and you implement it on your own.
Included in each package:
Complete source code (Python/FastAPI, Streamlit dashboard, Qdrant, PostgreSQL, Celery, Redis, Alembic, Nginx)
Docker Compose (development + production overlay)
Sample test data, policy configurations, playbooks, and scenarios
Installation and configuration instructions (PDF + Markdown) – from local startup to production hardening (security, rate limiting, secret scan, backup/restore)
Helper scripts: preflight.py, export_openapi.py, build_release_manifest.py, backup.sh, restore_postgres.sh
30 days of support (email/chat) – assistance with installation, answers to questions, explanations of functionality, troubleshooting simple configuration issues
What the client receives after purchase:
A ZIP archive (or access to the repository) with all files
Files: README.md, INSTALL.md, QUICKSTART.md, PRODUCTION_CUTOVER.md, RUNBOOK_DEPLOYMENT.md
setup.sh / setup.ps1 script for automatic environment configuration (Python, .env variables, Docker)
.env.production.example file with comments (including webhooks, API keys, scoped keys, secret scan)
A set of test sources, documents, claims, and correlation rules
Production configuration instructions (nginx, rate limiting, request correlation, JSON logging, backup)
Complete OpenAPI endpoint documentation (JSON) and release manifest with SHA-256
Starter Kubernetes manifests and a complete runbook for the operations team
90 days of support (response < 24h on business days)
What the package does NOT include:
Installation or configuration on your server (you do it yourself)
Licenses for external services (PostgreSQL, Redis, Qdrant – Open Source; Streamlit – free)
Domain, SSL certificate, hosting (deployment possible on your own cluster or cloud)
Maintenance or monitoring in the production environment
License Terms:
Perpetual, non-exclusive license for internal use by one organization (including multiple environments: dev, staging, prod). The code can be modified for your own needs. Reselling the code as your own product or sharing it with third parties (except for contractors working for the licensee) is prohibited.
(The total cost of building a similar system by an agency (Poland, rate 200–250 PLN/h) ranges from 1,200,000 PLN to 1,800,000 PLN net. For Western or corporate agencies, rates can reach 2,500,000 – 4,000,000 PLN.)
Why is it worth buying this package?
Uniqueness – there is no open, modular system of such maturity (v1.9 with production hardening) on the market.
Time savings – thousands of man-hours already invested in development, testing, and documentation.
Production readiness – preflight, release manifest, security headers, rate limiting, backup, runbook – everything is included.
Flexibility – full source code, can be freely extended with your own connectors, rules, policies.
Support in getting started – 90 days of technical assistance to smoothly launch the system on your own infrastructure.
Interested?
Please contact me to issue a proforma invoice and provide access to the repository. An electronic agreement and NDA are possible.
Individual pricing depends on the selected version of the product.
Bytom 
Available for hire
Offer work