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Case Studies

Real problems. Real solutions. Measurable results from the swarm.

Fintech

Verginon

CHALLENGE

SMB accounting in Turkey is slow, expensive, and error-prone. Document collection, classification, and compliance create recurring monthly friction.

SOLUTION

AI-powered document processing with SMMM-approved hybrid automation. Businesses submit documents; the system classifies, processes, and prepares everything for certified accountant approval.

RESULTS
80% reduction in document processing time
SMMM-approved compliance maintained at scale
Cost per transaction reduced by 65%
Cybersecurity

BLUE SENTINEL

CHALLENGE

Drowning incidents happen silently. Existing cameras record but do not prevent. Human lifeguards lose focus, but AI never does.

SOLUTION

4-layer AI behavior analysis system with IP67 industrial-grade hardware. Distinguishes panic from play using time-based analysis and real-time alerting.

RESULTS
Sub-second drowning detection
94.5% accuracy in panic vs. play distinction
Hardware production 3x cheaper than competitors
AI

Lumora.ai

CHALLENGE

The creative AI industry is drowning in amateur prompt engineering. Billions wasted on vague prompts with inconsistent results.

SOLUTION

Cinematic Vocabulary Engine with 3000+ atomic visual parameters and Nano Banana forensic vision AI — a 50-point image autopsy system.

RESULTS
3000+ curated visual parameter cards
50-point forensic image analysis
Commerce Studio with 4-step product photography wizard
Defense

BORU/HORNET-PACK

CHALLENGE

Field commanders lack instant precision air support. Large UAV systems cost millions and require extensive logistics.

SOLUTION

Man-portable tactical backpack launching a 7-drone swarm (1 scout + 6 strikers) in under 60 seconds. 3D-printed chassis for field-replaceable parts.

RESULTS
60-second deployment from backpack
$7K/month burn rate — extreme capital efficiency
Scalable from infantry backpack to vehicle-mounted pods
Enterprise

KuarMenu

CHALLENGE

Restaurants in Turkey lose 30% revenue to outdated paper menus and manual ordering. No affordable digital solution exists for small venues.

SOLUTION

AI-powered QR menu platform that digitizes the entire ordering flow — from menu creation to payment integration — in under 5 minutes.

RESULTS
5-minute setup for any restaurant
40% increase in average order value
Zero hardware cost — works on any smartphone
Healthcare

HEALBAL

CHALLENGE

Traditional medicine knowledge is fragmented across cultures with no AI-powered verification system. Patients lack reliable data on natural remedy efficacy.

SOLUTION

AI-driven platform cross-referencing 10,000+ traditional remedies with clinical research, providing evidence-based natural health recommendations.

RESULTS
10,000+ remedies cross-referenced with clinical data
AI verification of traditional medicine claims
Bridge between ancestral wisdom and modern science
Enterprise

Toolsvana

CHALLENGE

SMEs waste 15+ hours weekly switching between disconnected SaaS tools. No unified AI workspace exists for emerging market businesses.

SOLUTION

All-in-one AI productivity suite integrating project management, CRM, accounting, and team collaboration — built for emerging market pricing.

RESULTS
15+ hours saved per team weekly
70% reduction in SaaS subscription costs
Single dashboard for all business operations
Creative Tech

KapakStudio

CHALLENGE

Independent authors and publishers spend $500-2000 per book cover. AI design tools produce generic results that don't sell books.

SOLUTION

AI-powered book cover design platform trained on bestseller visual patterns, generating market-optimized covers in minutes for a fraction of traditional costs.

RESULTS
90% cost reduction vs traditional design
AI trained on 50,000+ bestseller covers
From concept to print-ready in under 10 minutes
Defense

StratosStrike

CHALLENGE

Conventional precision strike UAVs cost millions, leave massive thermal signatures, and are vulnerable to GPS jamming.

SOLUTION

Balloon-launched stratospheric glider with 1000km+ range, zero fuel cost, and INS/AI-based GPS-denied navigation.

RESULTS
Unit cost under $3,000
1000km+ wind-assisted range
Zero thermal and acoustic signature
Fully autonomous fire-and-forget
Fintech

TRADELET

CHALLENGE

90% of retail traders execute manually, losing to bots and institutions. Existing automation tools are complex, expensive, or single-exchange locked.

SOLUTION

Zero-code trading automation platform importing TradingView/PineScript strategies natively. Non-custodial, multi-market (Binance + MetaTrader 5), running 24/7.

RESULTS
<50ms signal latency
116+ production API endpoints
50+ trading pairs
3-tier SaaS pricing live
Simulated · Illustration
E-Commerce

How we reduced an e-commerce giant's operational load by 60% with LLM integration

CHALLENGE

The customer support team was drowning in 12,000+ tickets per day. SLAs slipped, churn climbed, and cost-per-support hit $2.40.

SOLUTION

We deployed a Brain Architecture intake agent. Strategy lobe (intent + priority routing), Execution lobe (knowledge base lookup + draft response), Neural Sentinel (escalation watch + tone consistency). Plugged into the company's Zendesk + Shopify + Stripe stack. Eval pipeline ran weekly with LLM-as-judge.

RESULTS
Auto-resolution rate: 62%
First response time: 14 min → 9 s
Cost per ticket: 62% reduction
Simulated · Illustration
Enterprise

We took invoice processing from 4 hours per accountant per day down to 12 minutes — across a 200-person firm

CHALLENGE

Manual invoice entry was eating four hours per accountant daily. Error rate sat at 3.2%. The firm's intake capacity was capped.

SOLUTION

Document Intelligence agent plus a human-approval workflow. OCR + data extraction + Logo/Mikro accounting integration + a KVKK-compliant audit log.

RESULTS
Processing time: 4h/day → 12 min/day
Error rate: 3.2% → 0.4%
Client capacity: +47%
Simulated · Illustration
Enterprise

We classified 4,500 daily citizen requests inside three minutes for a metropolitan municipality

CHALLENGE

The communications center was sorting 4,500+ daily citizen requests by hand. Average time to land in the right department was 36 hours.

SOLUTION

A Turkish-optimized intent classifier with sentiment and priority scoring, governed by a KVKK Category 1 data minimization policy and wired straight into the municipal CRM via API.

RESULTS
Routing time: 36h → 3 min
Satisfaction (NPS proxy): 3.2 → 4.4
Manual classification load: −89%
Simulated · Illustration
Fintech

Lifting a family office's algorithmic strategy Sharpe from 0.8 to 1.6 with a swarm architecture

CHALLENGE

A quantitative strategy ran on a single-agent momentum model. When volatility spiked, Sharpe dropped to 0.8 and drawdowns reached 18%.

SOLUTION

A Brain Architecture deployed on top of the Verginon library: a strategy agent (regime detection), an execution agent (order routing + slippage optimization), and a Neural Sentinel (anomaly + cap kill switch). Walk-forward backtest plus canary deployment.

RESULTS
Sharpe ratio: 0.8 → 1.6
Max drawdown: 18% → 7%
Backtest window: 12 months walk-forward

EXPLORE MORE

Swarm Factory

Eight portfolio companies across five sectors. Explore the full swarm.

AI Consulting

Deploy production-ready AI systems across defense, healthcare, and enterprise.

Micro-Angel Investing

Angel investing from $100. Fund specific startup needs through our wishlist model.