MacroCoderz vsGeneric Offshore Dev Shop
We're offshore too — our rates come from the same economics. The difference isn't geography, it's specialization: AI products fail in ways generic web-dev processes don't catch.
| Dimension | MacroCoderz | Generic offshore agency |
|---|---|---|
| AI specialization | AI products are all we build — evals, retrieval, agents, inference cost control | AI is one service line among twenty; often a web team with an OpenAI API key |
| Quality measurement | Every build ships with an evaluation harness — quality is a number, not a vibe | Manual QA checklists built for deterministic software, not probabilistic systems |
| Proof | Public case studies with production metrics (87% repair success, 68% latency cuts) | Logo walls and portfolio screenshots — ask for measured outcomes and watch |
| Engagement model | Fixed-scope sprints or flat monthly pods — you never buy vague hour blocks | Hourly teams with project-manager layers between you and the engineers |
| Communication | Direct access to the engineers doing the work, daily written updates | Account managers relaying messages; engineers you never meet |
| Inference economics | Cost-per-query designed and measured from day one (35% cost cuts in production) | Rarely considered until your first shocking API bill |
The honest verdict
For a standard web or mobile app, a good generalist shop is fine. For an AI product, the discipline that matters — evals, retrieval quality, cost control, failure handling — only comes from teams that build AI systems every day.
When generic offshore agency is the better choice:
- Your project is mostly conventional software with a minor AI feature
- You have strong internal AI expertise and only need implementation hands
- An existing shop already knows your codebase deeply
Common questions
How do I tell a real AI team from a generalist shop?
Ask three questions: How do you measure output quality? What did inference cost per query on your last project? Show me a production metric you were held to. Specialists answer in specifics; generalists answer in adjectives.
Your rates look similar to generalist shops. Why?
Same labor market, same economics. Specialization changes what you get for the rate, not the rate itself — which is exactly why picking the specialist is free.
Compare us on a real project. Scoping is free.
Book a free scoping call. You'll leave with a concrete plan, a realistic budget, and a working-prototype offer — whether you build with us or not.