Model Selection Behind the Scenes

Romain Torres is the founder of ArcAds.ai, an AI-powered video ad platform that helps marketers create and scale ad creatives with zero production overhead. In just 20 months, he scaled the company from $5K to over $10M in ARR—completely bootstrapped.

In this episode, Romain shares how he validated demand without even having a dashboard, the growth playbook that drove viral traction, and the three channels fueling ArcAds' revenue engine today: paid ads, sales, and influencer marketing. He also dives into usage-based pricing, churn recovery, and what's next for the company.

Notes:

• Growth Levers

  • Reached $10M ARR in under 2 years

  • From $5K to $64K MRR in 1 month after a viral tweet

  • Paid ads, influencer virality, and enterprise sales are main levers

• GTM Strategy

  • Started with direct outreach and manual fulfillment

  • Product-led motion with a transition into high-touch enterprise sales

  • Events and conferences (Affiliate World, App Growth Summit) for pipeline

• Revenue & Pricing

  • Usage-based pricing (number of generated ads, actors, etc.)

  • Highest ACV in the six figures

  • Profitably bootstrapped despite heavy infrastructure/API costs

• Churn & Retention

  • Early churn spike due to product breaking after viral growth

  • Rebuilt platform in one month post-refunds

  • Retention improved with onboarding and product stability

• Scaling Operations

  • 8-person lean team managing 210+ live ads

  • Internal use of ArcAds platform to generate their own creatives

  • Strong rev-per-employee metrics

• Data & Tech Stack

  • Sits on top of GenAI models from OpenAI, Google, ByteDance

  • Auto-selects best model per prompt based on use case

  • Internal feedback loops using ad performance data to improve UX and features

• Founder Insight

  • Tested market fit without a product UI

  • Hired sales after passing $5M ARR

  • SEO and enterprise sales are next big focus areas

Founder Story

• How Romain validated the idea with no product

• Why ArcAds went viral and what broke

• Bootstrapping vs VC-backed strategy

Pricing & Revenue

• Usage-based monetization and six-figure ACVs

• Profit margins despite high API costs

• Leveraging viral growth to fund product rebuild

GTM & Outbound

• Transition from product-led to outbound sales

• Scaling via events, outreach, and Twitter content

• Building a two-person sales team to close big brands

SEO & AEO

• Organic strategy and plans for future growth

• Why they've done no SEO so far—and why that's changing

• How content virality and influencer posts fueled spikes

Acquisition & Scaling

• Managing churn during hypergrowth

• Operating a multi-million ARR business with 8 people

• Systems for testing, tracking, and scaling 200+ ad creatives