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Direction: development. Describe your request — we will reply within 24 hours.

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FAQ

Frequently asked questions

How to scope an MVP and measure results (without overbuilding)?

A practical way to define scope, validate assumptions and track outcomes without overengineering.

Startups & MVP

Portals & intranet: roles, SSO and audit — what to build first?

Minimum set of roles, access, and audit that keeps internal systems secure and manageable.

Portals & intranet

CRM/ERP systems: how to avoid a “custom monster”?

How to design workflows, ownership and integrations so the system stays maintainable.

CRM/ERP systems

Integrations: contracts, versioning and idempotency — the basics

Core integration rules that prevent breaking changes and “integration hell”.

APIs & integrations

High-load: what to optimize first (DB, cache, queue, architecture)?

A prioritization checklist: where performance usually breaks first and how to fix it.

High‑load systems

RAG vs fine-tuning: which approach fits your use case?

How to choose between retrieval and training based on data, latency, cost and quality.

AI: RAG (retrieval)
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How it works

Send the brief — we clarify details, propose approach and estimate. Typical reply time: up to 24h.

1) Describe the task

Goal, scope, references and constraints.

2) We clarify details

Questions, risks, and the best format (fixed price / sprint).

3) Estimate + next step

Roadmap, timeline, budget range and start.