A cohesive, managed dedicated team in CET timezone — a team-based alternative to matching individual developers from an AI-driven marketplace.
Turing is an AI-driven talent marketplace that matches companies with vetted remote developers from a very large global network. Its matching technology is genuinely fast and effective at one thing: finding individual developers across a huge pool of skills.
But matching individuals is not the same as building a team. When you source developers one at a time from a global marketplace, the work of turning them into a cohesive, accountable unit — shared processes, overlapping hours, mutual ownership — is left to you. For companies that want a team rather than a set of separately managed contractors, that overhead adds up quickly.
StepTo offers a different model: a dedicated development team based in Serbia (EU timezone, CET), engaged exclusively with your company, at a fixed monthly rate of $15K-25K/month for a 3-person team. Our teams onboard in 2-3 weeks, stay for years (95% retention), and operate in a single timezone so collaboration is real-time, not async.
This page compares the marketplace model with StepTo across cost, cohesion, continuity, timezone, and management — so you can decide which fits how you actually want to build.
How an AI-driven marketplace and a dedicated team model compare on the metrics that matter
| Factor | Turing (marketplace) | StepTo Dedicated Team |
|---|---|---|
| Engagement Model | Marketplace — AI-matched individual developers | A cohesive, managed team engaged exclusively with your company |
| Team Cohesion | Developers matched individually; you knit them into a team | Developers who already share processes, standups, and accountability |
| Cost (3-dev team) | ~$50-100+/hr per developer (varies by seniority and stack) | $15K-25K/month — fixed, predictable monthly rate |
| Timezone | Global pool — developers may span many time zones | Single CET timezone — daily overlap with the EU, UK, and US East Coast |
| Continuity | Developers can roll off between engagements | 95% retention, 2.5+ year average developer tenure |
| Network Size & Matching Speed | Very large AI-vetted network; fast individual matching | Focused CEE pool of 60,000+ engineers; team ready in 2-3 weeks |
An AI-driven marketplace is excellent for sourcing individuals. These are the friction points teams hit when they need a cohesive engineering unit instead.
Turing's AI matching is fast and impressive at finding individual developers. But a set of separately matched developers is not a team — aligning their norms, communication, and ownership into a cohesive unit is work that lands on you.
Turing draws from developers worldwide. That breadth is a strength for sourcing, but it can mean your developers sit across many time zones, turning daily collaboration into a scheduling exercise.
Engagements are generally priced per developer per hour. Costs scale with seniority and utilization, and a predictable monthly budget is harder to lock in across a multi-developer engagement.
A marketplace optimizes for matching available talent. When a developer's engagement ends, they may move to another client — and the knowledge they built about your product can leave with them.
In a marketplace model, performance management and coordination of each developer falls to your internal leads. That overhead compounds with every developer you add to the engagement.
Because matching is per-role and per-availability, the makeup of your effective team can shift over time, rather than being assembled once as a stable, named group that grows together.
Indicative numbers for a 3-person development team, working full-time
Assumes 160 hrs/developer/month at a mid-range blended rate. Excludes your internal management overhead.
Monthly
~$36,000/month
Annual
~$432,000/year
Fixed monthly rate. Includes HR, admin, career development, equipment, and team management.
Monthly
$15K-25K/month
Annual
$180K-300K/year
40-60% cost reduction on equivalent headcount and seniority, with management included.
Monthly
$11K-21K+/month saved
Annual
$132K-252K+/year saved
Note on rates: Marketplace rates vary widely by seniority and stack. Figures above use an illustrative blended ~$75/hr for a mixed-seniority 3-person team (approximate, based on publicly available information as of June 2026). Your actual cost may be higher or lower. StepTo's rate is a fixed monthly figure that includes management and overhead.
A marketplace optimizes for matching available developers. A dedicated team optimizes for the performance of a group over time. Both are valid; they simply solve different problems.
When you assemble a project from individually matched developers, each one arrives with their own working style and no shared history with the others. AI matching can find excellent individuals fast — but turning them into a unit, aligning communication and review practices and ownership, is work you absorb, and it resets whenever the roster changes.
A dedicated team starts cohesive. The developers are employees of StepTo who already share processes and standards, assigned to your company exclusively. They join your standup, your sprint reviews, and your Slack channels as a coordinated group — not as separate contractors you have to integrate.
Over months, that cohesion compounds. The team accumulates deep knowledge of your architecture and business rules and — thanks to a 95% retention rate — stays long enough for that knowledge to become a durable asset rather than something that resets at the end of each engagement.
None of this takes away from the value of a fast, AI-driven marketplace for the right use case. It simply reflects a different goal: if you want a team that gets faster over time and is managed for you, the dedicated model is structurally better suited to it.
What you get when you choose a managed, dedicated team over an AI-driven marketplace
A dedicated team learns your codebase, your users, and your business logic. After 6 months they are far more productive than a freshly matched developer — and they stay long enough for it to compound.
One predictable invoice per month — including management, HR, and equipment. No hourly overruns, no per-developer rate negotiations, no utilization guesswork.
Our pre-vetted pool of Serbian developers means we can present qualified candidates within days. Full team onboarded and productive within three weeks.
Our developers stay with clients an average of 2.5+ years. The team you build keeps the knowledge it accumulates, instead of rotating between marketplace engagements.
Serbian developers work CET/CEST — the same timezone as Germany, France, and Scandinavia, with 6+ hours of daily overlap with US East Coast. Real-time collaboration, not async-only handoffs.
We handle delivery management, performance, HR, and coordination, so your internal leads focus on product instead of administering individually matched developers.
Rigorous developer screening oriented around long-term team performance
Every candidate completes a domain-specific technical assessment covering architecture patterns, data structures, and hands-on coding tasks relevant to your stack.
Deliverable: Technical scorecard per candidate
Candidates walk through real production code with our senior engineers. We assess code quality, communication under pressure, and ability to identify and explain tradeoffs.
Deliverable: Code quality rating + communication assessment
You conduct a 60-90 minute technical interview. We facilitate but you make the final call. No developer joins your team without your explicit approval.
Deliverable: Client go/no-go decision
First 2 weeks are a structured trial. If you are not satisfied for any reason, we replace the developer at no cost. Zero risk onboarding.
Deliverable: Free replacement guarantee if needed
Turing is an AI-driven talent marketplace that matches companies with individually vetted remote developers from a very large global network, typically billed per developer per hour. StepTo provides a different model: a cohesive, dedicated team that works exclusively for your company at a fixed monthly rate, with delivery management, HR, and coordination included. The practical difference is cohesion, timezone, and continuity. Turing's strength is the speed and scale of matching individuals from a huge pool; StepTo's strength is a managed, long-term team that operates in a single CET timezone and stays with your product for years rather than rotating between engagements.
Turing is a strong choice when you need to source individual developers quickly, you value AI-driven matching from a very large global pool, and you have the internal engineering management capacity to lead and coordinate them directly. If your priority is fast access to a specific niche skill, a marketplace can be ideal. StepTo is the better choice when you want a cohesive managed team rather than matched individuals, predictable fixed monthly pricing instead of variable hourly billing, a single timezone with daily real-time overlap, and long-term continuity where the team retains deep knowledge of your product.
Marketplace engagements are typically billed per developer per hour, commonly in the range of roughly $50-100+/hr depending on seniority and stack (rates as of June 2026, approximate, based on publicly available information). For a 3-person team at a mid-range blended rate that is roughly $36,000/month before your own management overhead. StepTo's dedicated team for 3 developers is $15,000-25,000/month as a fixed rate that already includes management, HR, and equipment — a 40-60% reduction on equivalent headcount with budgeting certainty.
Yes. StepTo builds dedicated teams across AI/ML, LLM integration, RAG systems, data engineering, and MLOps, in addition to full-stack web and mobile. The difference from a marketplace is that these specialists join as part of a managed, cohesive team that integrates with your workflow and stays long-term, rather than being matched as individual contractors for a single engagement. You can see our AI and automation work on the AI & Automation Solutions and Hire AI Developers pages.
Marketplace matching can surface individual candidates very quickly, which is a genuine advantage for one-off roles. StepTo assembles a full, coordinated team in 2-3 weeks: we present qualified candidate profiles within 3-5 business days of your requirements call, run interviews in week two, and have the team contracted and onboarding in week three. The trade-off is meaningful — instead of integrating several separately matched developers yourself, you onboard one cohesive team that is already aligned on process and stays together for the long term.
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