Magic + Clarity

Legal clarity for public procurement, at machine speed.

A production multi-agent AI platform for automated legal analysis of Ukraine’s public procurement — surfacing what is deliberately hidden.

Explore the platform info@magilarity.com
X-RAY · clause analysis
The Problem

8–16 hours of a lawyer’s work per tender.

Hidden discriminatory requirements
Criteria written to exclude all but one bidder.
Tailored specifications
Specs reverse-engineered from a single product.
Anticompetitive collusion
Coordinated bids that fake competition.
One-sided contracts
Terms stacked against the supplier.
Legal help out of reach for SMBs
Hours of counsel that small business can’t afford.

MAGILARITY automates this entire process — from a tender number to a ready complaint.

What you get

Enter a tender number — get a full legal analysis.

Violations report
Every discriminatory clause, flagged with legal grounds.
Document checklist
Exactly which documents the tender requires.
Bid analysis
Competitors’ bids checked for collusion signals.
Contract analysis
One-sided terms surfaced before you sign.
Supplier research
Ownership, history and red flags on each supplier.
Appeal package
A complaint drafted and ready to file.
Architecture

8 specialized AI agents

Each agent does one thing well, passing its result down the pipeline.

Production
oopz_researcher
Mines OOPZ appeal rulings for precedent.
Production
tender_doc_researcher
Parses tender docs for discriminatory terms.
Production
bid_researcher
Cross-checks competing bids for collusion.
Designed
investigation
Orchestrates bid-rigging investigations.
View docs →
amku_researcher Production
Builds the knowledge base of AMCU evidence and legal reasoning for investigations.
Next wave — designed
Designed
complaint_researcher
Drafts OOPZ complaint decisions for case officers.
View docs →
Designed
td_creator
Tender documentation builder for public buyers — with risk hints from OOPZ practice.
View docs →
Designed
bid_creator
Generates the supplier’s bid document package from the requirements checklist.
View docs →
Market

The scale of the market.

₴800B+
Annual ProZorro volume
200K+
Active participants
30K+
Public buyers
€2T
EU procurement market

The same system scales to any jurisdiction.

Knowledge base

What the system is trained on.

Auto-updated every day
286,634
Legal & regulatory documents
4,402
OOPZ appeal rulings
87
AMCU antitrust decisions
Roadmap

Where we’re headed.

Four agents in production, four more designed. Next: the interface, integrations and new jurisdictions.

TenderDoc Researcher v4.0 Shipped
Bid Researcher v3.4 Shipped
OOPZ Researcher v2.1 Shipped
AMKU Researcher v2.0 Shipped
Investigation + Complaint Researcher Designed
TD Creator + Bid Creator (builders for buyer & supplier) Designed
Frontend / user cabinet Planned
YouControl API integration Planned
Exploring expansion to European jurisdictions Planned
Documentation

Detailed technical specs.

Architecture of each agent, analysis methodology, infrastructure and roadmap — open access.

tender_doc_researcher
12-step pipeline, 16+2 analysis criteria, 13 procurement categories, multi-lot tenders and TD amendments.
View docs →
bid_researcher
Cascade sieve for document verification, ensemble LLM for tech specs, SAFEGUARD mechanism, 18+ chapter DOCX report in phase chronology.
View docs →
oopz_researcher
10-step OOPZ ruling pipeline, two-factor anti-hallucination, self-improving system, quality scoring A+→D.
View docs →
amku_researcher
Full-text AMCU ruling analysis (Gemini 2.5): evidence, legal reasoning chains, objections & rebuttals — the knowledge base powering investigations.
View docs →
platform
Two user cabinets, backend (FastAPI + task queue + billing), Telegram notifications and the cloud credits usage plan.
View docs →
infrastructure
3 databases, document processing pipeline, hybrid LLM routing, security architecture, Google Cloud scaling.
View docs →
roadmap
4 development phases — from production agents to EU market entry. Details on every next step.
View docs →
Repository
All project documentation is publicly available on GitHub.
MagilarityAI/magilarity.com →

Built entirely with Claude and Claude Code. Zero prior programming experience → a production-ready platform in 6 months.