Platform Alternative

AI Specialists, Not Generalist Talent Matching

Toptal matches you with top generalist developers. We are AI specialists who've deployed enterprise ML systems for Fortune 500 companies.

Common Frustrations

Generalist developers learning AI on your project

High hourly rates for talent acquisition, not delivery

Still contractor-style engagement

Limited domain expertise in enterprise AI

Markup on developer rates without added value

We only do AI. Every engineer has deployed production ML systems at enterprise scale.

Work directly with engineers, not through a talent marketplace taking a cut.

We're paid for results, not hours. Your success is our success.

From data pipelines to model training to production deployment - one team, complete ownership.

Feature	Typical Alternative	Gebarski
Specialization	Generalist talent pool	AI/ML specialists only
Engagement Model	Staff augmentation	Outcome-based delivery
AI Experience	Varies by matched talent	Every engineer has production AI experience
Pricing	Hourly + platform markup	Project/outcome-based pricing
Team Stability	Individual contractors	Cohesive, experienced team

Production-grade AI solutions built by specialists, not generalists.

Air-gapped platforms with complete data control

Domain models trained on your data

Production-grade MLOps and RAG pipelines

Let's discuss how we can deliver the AI capabilities you need without the compromises.