Investment Pitch Deck - 2024

• Unique Vocabulary Gap: Proper names constitute 99% of unique vocabulary, yet modern LLMs struggle to process them accurately.
• Inconsistent Accuracy:
  • Name Entity Recognition Across Languages: Difficulty in identifying and classifying names in multilingual contexts.
  • Cultural Context Understanding: Misinterpretation and misuse in diverse business and cultural settings.
  • Non-Latin Scripts and Variants: Challenges with non-Latin scripts, name variants, and transliterations.

• $23.7B Lost Annually: Failed payment routing due to name mismatches.
• KYC/AML Failures: Inconsistent name handling leading to compliance breaches.
• Cross-Border Transaction Errors: Increased errors in international payments.

• 47% Report Name Misspellings: International customers experience errors in communications.
• 68% Decrease in Email Open Rates: Incorrect name formatting reduces engagement.
• Lost Sales: Improper cultural addressing deters potential customers.

• Duplicate Records: Name variants causing data redundancy.
• Failed Customer Matching: Difficulty linking customer data across systems.
• Missed Enrichment Opportunities: Inability to enhance customer profiles.

• Cross-Cultural Communication Barriers: Misunderstandings due to improper name usage.
• Legal Compliance Issues: Incorrect names in legal documents leading to disputes.
• Market Entry Challenges: Cultural misalignment hindering new market penetration.

• Specialized AI Model: Designed for proper name understanding across languages.
• World's Largest Name Database: Over 170M+ names and 10B+ data points.
• Proven Accuracy: Exceeds human experts in our proof-of-concept markets.

• Type Classification: Person, organization, location identification.
• Language and Script Identification: Accurate detection for proper processing.
• Gender and Ethnicity Inference: Enhancing customer profiles.
• Entity Resolution Across Variants: Linking name variants to a single entity.
• Fraud Detection Patterns: Identifying suspicious naming patterns.

• Formal/Informal Addressing Rules: Tailored by culture.
• Title and Honorific Handling: Correct usage across regions.
• Cultural Context Awareness: Avoiding cultural faux pas.
• Proper Name Ordering: Adjusting to local conventions.

• Intelligent Transliteration: Accurate conversion between scripts.
• Multi-Script Handling: Seamless processing of names in different scripts.
• Pronunciation Generation: Assisting in proper name pronunciation.
• Name Matching Across Languages: Linking names across linguistic barriers.

• Name Part Segmentation: Breaking down names into components.
• Standardization and Normalization: Ensuring consistency.
• Variant Generation and Matching: Recognizing and linking variants.
• Duplicate Detection: Eliminating redundancies.

• AML/KYC Name Matching: Enhancing regulatory compliance.
• Sanctioned Entity Screening: Identifying blacklisted names.
• Identity Verification: Strengthening security protocols.
• Cross-Border Compliance: Adhering to international regulations.

• RESTful API Access: Easy integration with existing systems.
• Enterprise System Plugins: Compatible with major platforms.
• Custom Workflow Integration: Tailored solutions for specific needs.
• Real-Time Processing: Immediate data handling.
• Batch Operation Support: Efficient bulk processing.

• Features:
  • Name validation and correction
  • Gender and ethnicity inference
  • Fraud detection
  • Enterprise system integration
• Business Use Case:
  • Banking Sector: A multinational bank improves its KYC/AML compliance by integrating Name Whisperer, reducing false positives by 30% and saving $5M annually.

• Features:
  • Single-field multi-data capture
  • Multi-script support
  • Automatic formatting and validation
• Business Use Case:
  • E-Commerce Platform: An online retailer reduces cart abandonment by 15% through improved customer onboarding, increasing annual revenue by $2M.

• Empowering Customer Support: Tools to use foreign names properly.
• Features:
  • Pronunciation guides
  • Cultural etiquette tips
• Business Use Case:
  • Global Call Center: Improves customer satisfaction scores by 25% by correctly addressing customers in their native naming conventions.

• Features:
  • Genealogy and family history exploration
  • Name meaning and origin analysis
  • Cultural context and historical background
• Business Use Case:
  • Consumer Engagement: Users explore their heritage, leading to increased subscriptions and personalized merchandise sales, generating $1M in annual revenue.

• Features:
  • Personalized products featuring names and meanings
  • Educational content on name origins

• Successful Launch of thai.mondonomo.ai
  • Achieved 50,000 active users in the first six months.
• Published Name Book with Chulalongkorn University
  • Established credibility and academic partnerships.
• Developed Thai Romanization and Pronunciation Models
  • Demonstrated technical capability and cultural integration.
• Strong Market Reception
  • Positive feedback and high user engagement rates.
• Scalability Demonstrated
  • Plans underway to replicate success in Japan and India.

• Enterprise Data Quality Market: Expected to reach $12.9B by 2027.
• Global Ancestry Market: Projected at $5.1B by 2027 (8.3% CAGR).
• B2B Opportunities:
  • Financial institutions (KYC/AML compliance)
  • Customer service optimization
  • Marketing personalization
  • Data quality management
• B2C Opportunities:
  • Genealogy enthusiasts seeking cultural connections
  • Personalized merchandise market
  • Educational platforms requiring accurate name data

• API Access Licensing
  • Subscription-based access to our API.
• Enterprise Software Integration
  • Custom integration solutions for large clients.
• Custom Solutions Development
  • Tailored offerings for specific industry needs.

• Premium Subscriptions
  • Access to advanced features on the Cultural Heritage Platform.
• Published Materials
  • Sales of books and educational content.
• Cultural Products
  • Personalized merchandise and memorabilia.

• World's Largest Names Database
  • Over 170M+ names compiled.
• Thai Market Proof of Concept
  • Demonstrated scalability and acceptance.
• Published Academic Collaborations
  • Established credibility in the academic community.
• Enterprise Pilot Programs
  • Ongoing pilots with top-tier financial institutions.
• Technical Achievements
  • Achieved 95% accuracy in name processing.

• Proprietary NELM Technology
  • Unique algorithms not easily replicated.
• Multi-Script, Multi-Language Capability
  • Covers over 100 languages and scripts.
• Cultural Context Integration
  • Deep cultural insights embedded in our solutions.
• Proven Accuracy Metrics
  • Higher accuracy than competitors.
• Academic Partnerships
  • Access to the latest research and expertise.
• Successfully Deployed Solutions
  • Real-world validation through pilots and partnerships.

• Davor Lauc, PhD - Co-Founder & CEO
  • Data Scientist with 15+ years in AI and machine learning.
  • Serial entrepreneur with two successful exits.
  • Published author and keynote speaker in AI conferences.
• Marcus Paterson - Managing Director
  • 20 years in banking and IT.
  • Former CIO at a leading financial institution.
  • Expert in enterprise system integrations.
• Eugen Schochenmaier, PhD - Chief Scientist
  • Renowned names expert with extensive research in onomastics.
  • Former professor at a top linguistics university.
  • Published over 50 papers on name studies.
• Radovan Svob - Creative Director
  • 15 years in branding and design.
  • Led creative campaigns for Fortune 500 companies.
  • Expert in multicultural communication strategies.
• Extended Team
  • Linguistics and AI experts from around the world.
  • Partnerships with leading academic institutions.

• 40% ($100,000): Complete Name Whisperer B2B Product
  • Finalize AI models and algorithms.
  • User interface enhancements.
  • Security and compliance certifications.
• 30% ($75,000): Launch Cultural Heritage Platform Globally
  • Localization for key markets (e.g., Japan, India).
  • Marketing campaigns targeting genealogy enthusiasts.
  • Server infrastructure and scalability improvements.
• 20% ($50,000): Sales and Marketing Initiatives
  • Hiring experienced sales personnel.
  • Attending industry conferences and events.
  • Digital marketing and advertising efforts.
• 10% ($25,000): Operations and Team Expansion
  • Hiring key personnel in R&D and customer support.
  • Office infrastructure and administrative costs.

• Year 1
  • Revenue: $500,000
  • Expenses: $750,000
  • Net Income: -$250,000 (Investment phase)
• Year 2
  • Revenue: $2,000,000
  • Expenses: $1,500,000
  • Net Income: $500,000 (Break-even achieved)
• Year 3
  • Revenue: $5,000,000
  • Expenses: $3,000,000
  • Net Income: $2,000,000

• B2B API Licensing: 50%
• Enterprise Solutions: 30%
• Consumer Subscriptions: 15%
• Educational Products: 5%

• Year 1: 5 Enterprise clients, 10,000 B2C users
• Year 2: 20 Enterprise clients, 50,000 B2C users
• Year 3: 50 Enterprise clients, 200,000 B2C users

• Strategic Acquisition
  • By major data companies (e.g., Experian, LexisNexis).
  • Identity verification providers enhancing their offerings.
  • Enterprise software companies expanding into AI linguistics.
• IPO Potential
  • With global scaling and consistent revenue growth.
  • Targeting listing on major stock exchanges within 5-7 years.

• Seeking $250,000 Seed Investment
  • In exchange for a 10% equity stake.
  • Valuation set at $2.5 million pre-money.
• Use of Funds
  • Focused on product completion and market entry.
• Investor Benefits
  • Option for a board seat or advisory role.
  • Early investor privileges in future funding rounds.
  • Strategic partnership opportunities available.

Join us in bridging cultures and businesses through the power of names.

Contact Information:

• Email: investors@mondonomo.ai
• Phone: +1 (123) 456-7890
• Address: 1234 Innovation Drive, Tech City, Country

• Problem: A bank faces regulatory fines due to mismatches in customer names during KYC processes.
• Solution: Implementing Name Whisperer enhances name matching accuracy by 95%, reducing compliance risks.
• Outcome: Saves $5M annually in potential fines and operational costs.

• Problem: An online retailer experiences high cart abandonment due to complex checkout forms.
• Solution: Name Whisperer simplifies the name input process, supporting multi-script entry and automatic validation.
• Outcome: Increases conversion rates by 20%, adding $3M to annual revenue.

• Problem: An airline struggles with booking errors due to incorrect passenger name entries.
• Solution: Smart Forms ensure accurate name capture, aligning with passport information.
• Outcome: Reduces check-in delays by 30% and enhances customer satisfaction.

• Problem: A hospital system has duplicate patient records due to name variations.
• Solution: Smart Forms standardize name entry and flag potential duplicates.
• Outcome: Improves patient safety and reduces administrative costs by $1M annually.

• Problem: A tech company's support team mispronounces customer names, leading to dissatisfaction.
• Solution: The assistant provides pronunciation guides and cultural context.
• Outcome: Boosts Net Promoter Score (NPS) by 15%, indicating higher customer loyalty.

• Problem: Hotel staff inadvertently offend guests by misusing titles and honorifics.
• Solution: Training modules from the assistant educate staff on proper addressing.
• Outcome: Enhances guest experience, leading to a 10% increase in repeat bookings.

• Problem: Schools lack resources to teach students about multicultural names and their origins.
• Solution: The platform provides interactive learning tools and content.
• Outcome: Adopted by 200 schools, improving cultural awareness among students.

• Problem: Users seek to share their cultural heritage stories online.
• Solution: Integration with social media allows users to create and share personalized name histories.
• Outcome: Drives platform engagement and attracts advertisers targeting culturally engaged audiences.

Mondonomo is not just a technology company; we're a bridge between cultures, languages, and people. Your investment will help us make global communication smoother and more respectful.