Vetted engineers, into your team.
Screened contractors placed into your existing structure, usually billed monthly or hourly and scalable up and down quickly. They work to your direction: your architecture, your management, your definition of done.
An honest comparison
Renting engineers and buying an outcome are different purchases.
Marketplaces solve a real problem: getting capable engineers onto your team quickly and flexibly. The difference is who holds the architecture, the accountability and the management load once they arrive.
Screened contractors placed into your existing structure, usually billed monthly or hourly and scalable up and down quickly. They work to your direction: your architecture, your management, your definition of done.
A senior pod that owns the outcome rather than filling a seat. Architecture, evaluation and monitoring come with it, and the engagement is priced against the metric it is accountable for moving.
The distinction is who is accountable when it does not work. With augmentation that is you, because they are working to your plan. That is a fair trade if you have the senior capacity to direct them.
8 weeks
Typical engagement, first scoping call to handover.
One senior pod, scoped to a single metric and priced against it, ending in a running system with its evaluation harness and the documentation your team needs to own it.
Engineers onto the team in days, scaled down just as quickly. For variable capacity that is genuinely hard to beat.
If you have the senior capacity in-house to direct the work well, augmentation is frequently the more economical route.
Your architecture and your standards throughout, with no external party making design decisions.
What you give up
Contractors deliver to your plan. If the plan is wrong, that is your risk, and it usually surfaces late.
Direction, code review and onboarding all cost your senior people time. That cost rarely appears in the rate comparison.
Screening quality differs across marketplaces, and an ML engineer who interviews well is not automatically one who has run models in production.
The pod owns the outcome, not just the tickets. If the approach is wrong, that is ours to fix.
You do not need spare senior capacity in-house to direct the work, because the seniority is in the pod.
The system arrives with the harness that proves it works, not just the feature.
What you give up
Scoped engagements do not flex week to week the way rented capacity does.
If you already have strong senior direction in-house, paying for ours is paying twice.
If you know exactly what to build and simply need more hands, augmentation is the more sensible purchase.
A direct conversation about the problem, the metric, and whether we are the right shape for it. If another option on this page fits you better, we will say so.