Solving the Cold Start Problem for On-Demand Expertise

Aide is our marketplace for on-demand expert sessions over video call. The value proposition is simple: when you need a lawyer to review a document, a therapist to talk through a hard situation, or a tutor to help your child with calculus — you shouldn't have to wait two weeks for an appointment. You should be able to book within hours, pay a fair rate, and meet over video right in your browser.

The problem with this value proposition is the same problem that has plagued every marketplace since the earliest days of the internet: the cold start problem. A marketplace with no experts is useless to users. A marketplace with no users is useless to experts. Both sides have to grow simultaneously, or neither grows at all.

The standard playbook and why we're modifying it

Most marketplace cold start strategies involve one of three approaches: subsidizing supply (pay experts to be available before demand materializes), manufacturing demand (fake it until you make it, which ends careers), or focusing aggressively on a single niche where network effects can compound.

We're doing a version of the third approach, but with a twist: instead of picking a single geographic or vertical niche, we're using our own platform to recruit supply. Our Careers page lists over 90 specific expert roles across 10 categories — academic tutors, language instructors, musicians, fitness coaches, therapists, lawyers, financial planners, and more. Applications go directly to our team, and we onboard experts who are ready to take their first session.

This has several advantages. We know who our experts are and have verified their credentials before they meet users. We can match supply to the specific demand patterns we're seeing across our user base. And we can recruit globally — a mathematics tutor in Bangalore is as accessible to a user in Boston over video as one who is local.

Why global expert supply matters

The geographic arbitrage is real and significant. High-quality instruction and professional expertise in India, Southeast Asia, and Eastern Europe is abundant and underpriced relative to North American markets. A licensed lawyer in India who speaks fluent English, has expertise in US business law, and is willing to provide consultations at competitive rates is a fundamentally different economic proposition than sourcing the equivalent in New York.

This isn't about racing to the bottom on quality. It's about unlocking expert supply that has historically been inaccessible to users due to pure geographic friction. Video calls eliminate that friction. Aide is the layer that makes the match.

The quality problem

Credential verification is hard. "I am a licensed therapist in Maharashtra" is a claim we can't cheaply verify at scale. Our current approach is a combination of credential document submission (bar cards, licenses, diplomas), sample session recordings for non-regulated fields, and structured reference checks for high-stakes categories (legal, medical, financial).

We're also building a review system with specific rubrics for each expert category — not just "5 stars / 1 star" but structured feedback on whether the expert listened, communicated clearly, answered the specific question, and left the user better informed than before. These rubrics are different for a therapist than for a calculus tutor.

What success looks like

The cold start problem for Aide is solved when the average time from "I need an expert" to "I'm in a session" is under an hour for the most common session types. We're not there yet. But we have a clear path: supply recruitment through the Careers page, credential verification, and a matching algorithm that routes users to the right expert for their specific need rather than the first available expert.

The long-term Aide vision is a layer of on-demand professional support that every oue.ai user has access to — when Accord surfaces a clause in your estate plan that doesn't match your intentions, Aide is how you get a lawyer on the phone to fix it today. When Nest flags a medication interaction, Aide is how you get a physician's review. The products are better together than they are apart.