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OfOne

Category: Voice / Speech AI

An AI-powered voice automation platform specifically designed to automate drive-thru ordering for quick-service restaurants using Large Language Models (LLMs). OfOne was founded in 2022. The company is led by Will Edwards. Based in San Francisco, USA. Team size: 5-10. Total funding raised: $500K+. Latest round: Acquisition (Jan 2025). Key investors include ["Y Combinator","SignalFire","Correlation Ventures"].

Founded
2022
Headquarters
San Francisco, USA
Team size
5-10
Total funding
$500K+

Value proposition

Reduces restaurant labor costs by approximately $60,000 per store annually by automating over 90% of drive-thru orders with high accuracy and natural language understanding.

Products and solutions

["AI Drive-Thru Ordering Agent","LLM-based Natural Language Menu Processing","POS (Point of Sale) Integration Layer","Automated Upselling and Cross-selling Engine","Real-time Voice-to-Order Dashboard"]

Unique value

Unlike traditional IVR systems, OfOne utilizes LLMs to handle the complex, non-linear nature of human speech in noisy drive-thru environments, achieving human-level accuracy in order taking.

Target customer

Quick-service restaurant (QSR) chains, large-scale franchisees, and drive-thru operators.

Industries served

["Quick Service Restaurants (QSR)","Food & Beverage","Hospitality","Voice AI Retail"]

Technology advantage

Proprietary fine-tuning of LLMs for restaurant-specific vocabulary and acoustic challenges; seamless integration with Deepgram’s high-speed speech-to-text API to minimize latency in customer interactions.

How they differentiate

Utilizes Large Language Models (LLMs) to handle complex, non-linear human speech and noisy drive-thru environments with 93% accuracy, whereas traditional competitors often rely on more rigid IVR-style systems or human-in-the-loop verification.

Main competitors

["SoundHound AI","Presto Automation","ConverseNow","Valyant AI"]

Key partnerships

["Deepgram (Parent Company/Strategic Integrator)","Y Combinator (W23 Alumni)","SignalFire (Early Investor)","Correlation Ventures"]

Notable customers

["Major National QSR Chains (Pilot Programs)","Large-scale Franchisees"]

Major milestones

["Successfully completed the Y Combinator W23 batch in early 2023","Deployed pilots at major national QSR chain stores in 2023-2024","Acquired by Deepgram in January 2025 to lead their restaurant vertical"]

Growth metrics

Achieved 93% AI order automation accuracy, 28% faster ordering times, and an estimated $60,000 in annual labor savings per restaurant store.

Market positioning

AI-native challenger in the Quick Service Restaurant (QSR) automation space, now operating as the 'Deepgram for Restaurants' business unit.

Geographic focus

North America (primarily United States)

Patents and IP

No specific registered patents disclosed; relies on proprietary model architectures and trade-secret training datasets for QSR environments.

About Will Edwards

Will Edwards is a seasoned executive with a track record in scaling technology companies. Prior to founding OfOne, he was the VP of Business Development at R-Zero and the VP of Revenue at Crew, which was acquired by Square (now Block) in 2021. He also spent four years at Intuit in Corporate Development, focusing on strategic acquisitions and investments.

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