Why not just hire an AI developer on Upwork or Toptal
Honest answer: for the right job, you should. If you need a 4-hour script to clean up a CSV, posting on Upwork or Fiverr is the right move. I do not compete on $25 one-offs and you should not pay me solo-engineer prices for one.
Where the marketplace model breaks down is real software. The bid model rewards the lowest bid, not the best engineer, which means you spend your time filtering scammers and re-interviewing juniors with stolen portfolios. Even when you find a good freelance AI developer, the platform incentivizes them to disappear at the end of the contract — Upwork penalizes off-platform continuity, so the moment your project ships, your engineer's incentive is to be done. There is no second engagement, no model upgrade six months later, no "hey can you fix that integration that broke when Anthropic shipped a new SDK." You are starting over with a stranger every time.
Toptal and Arc.dev solve part of this with vetted talent, and they are better than the open marketplaces. The problem there is the agency layer — you are paying retail-plus-margin to a middleman, your engineer often has three other clients, and the source code patterns are whatever the placement engineer happens to like that month. Continuity exists in theory. In practice, when your engineer rolls off, the next one starts the codebase tour from scratch.
My pitch is the opposite of all of that. Fixed price you can see on the pricing page before we ever talk. One engineer who knows your codebase end to end. Source code, IP, repos, deploy keys — yours on ship day. If you want to fire me and bring it in-house, the codebase is structured so any competent Node engineer can take it over in an afternoon. If you want to keep me on retainer for the next pipeline, that is also there.
I will not pretend I am the right hire for every job. If your build is genuinely 6 hours of work, hire someone on Upwork. If you need a team of 5 and a PM, hire an agency. If you need one focused engineer to build one real piece of AI software end to end, that is the lane I built RDTS for.