How Much Does It Cost to Build an AI Feature in 2026?
A realistic breakdown of what AI features cost in 2026 — discovery, data prep, build, evals, and the ongoing token and monitoring costs nobody quotes upfront.
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洞察与工程笔记
关于软件、云、AI以及为全球市场打造产品的实用经验,来自Kodenique团队。
How Much Does Custom Software Development Cost in 2026?
Honest custom software development cost ranges for 2026 — what drives the price, what an MVP really costs, the hidden expenses nobody quotes, and how to keep budgets under control.
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阅读全文How to Choose a Software Development Company: 10 Questions to Ask
Ten concrete questions to ask before hiring a software development company, the red flags that predict failed projects, and an honest look at when a freelancer is enough.
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阅读全文Multilingual SEO — How Global Businesses Get Found in Every Market
What actually matters when optimizing a website for seven languages — hreflang, URL structure, prerendering for JavaScript sites, and the content decisions search engines reward.
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阅读全文AI for Small and Mid-Size Businesses: 7 Use Cases That Actually Pay Off
Seven AI use cases for SMBs with honest effort and payoff ratings — support triage, document processing, forecasting, and more — plus where projects quietly fail.
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阅读全文Build vs Buy in AI: LLM APIs, Fine-Tuning, or Off-the-Shelf Tools?
The three tiers of AI adoption — SaaS tools, API-based custom apps, and fine-tuned models — compared on cost, control, and effort, with a decision tree for SMEs.
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阅读全文How AI Is Changing Software Development — What It Means for Your Project
What AI genuinely accelerates in software development, what it doesn't, and how to tell whether your vendor uses AI responsibly — from a team that builds with it daily.
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阅读全文AI Chatbots for Customer Support: What Works, What Embarrasses You
Where AI support chatbots genuinely help, where they fail publicly, and how grounding, escalation design, and honest metrics separate the two outcomes.
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阅读全文Automating Document Workflows With AI: Invoices, Contracts, and Forms
How AI document processing works for invoices, contracts, and forms — what modern extraction can do, human-in-the-loop design, and an honest ROI calculation.
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阅读全文RAG Explained for Business: Make AI Answer From Your Data
Retrieval-augmented generation in plain language — how it makes AI answer from your company's documents, what it enables, and why data hygiene beats model choice.
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阅读全文From Dashboards to Decisions: AI-Powered Analytics for SMEs
How SMEs move from dashboards nobody opens to AI-powered analytics that drive decisions — the maturity ladder, quick wins, and what a realistic pilot looks like.
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阅读全文AI Security and Privacy: The Risks Businesses Actually Need to Manage
The real AI security risks for businesses — data leakage, prompt injection, over-permissioned tools, and shadow AI — ranked honestly, with a practical policy outline.
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阅读全文A Practical Guide to Cutting Your Cloud Bill Without Cutting Corners
Seven concrete cloud cost optimizations we apply on AWS and DigitalOcean projects — from right-sizing and storage tiers to the architectural decisions that matter most.
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阅读全文A Practical Cybersecurity Checklist for Growing Companies
A tiered, 20-item cybersecurity checklist for growing businesses — the cheap wins to do this week, what SOC 2 and GDPR actually require, and when to bring in an audit.
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阅读全文Legacy System Modernization: 6 Signs It's Time, and 4 Ways to Migrate
Six signs your legacy system is costing more than it saves, four migration strategies compared by cost and risk, and why the strangler-fig pattern beats big-bang rewrites.
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阅读全文React Native vs Native vs Flutter: How to Pick in 2026
A practical decision framework for choosing between React Native, Flutter, and native mobile development in 2026 — by app type, team reality, and honest performance talk.
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阅读全文An AI Adoption Roadmap for SMEs: Your First 90 Days
A practical 90-day AI adoption roadmap for SMEs — audit, pilot, measure, scale — with the policy basics, common failure modes, and where each AI use case fits.
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阅读全文A Digital Transformation Roadmap for SMEs: From Spreadsheets to Systems
A practical digital transformation roadmap for small and mid-size businesses — assess your maturity, sequence the work correctly, and run a 90-day starter plan that sticks.
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阅读全文How We Use AI at Kodenique: A Look Inside Our Development Process
An honest look at how our team uses AI-assisted coding, testing, and documentation — where it speeds us up, where we keep humans in charge, and what clients get from it.
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阅读全文When Custom Software Beats Off-the-Shelf — and When It Doesn't
A practical framework for deciding between building custom software and buying a SaaS product, based on what we've learned shipping products like Rukrok, Komerce, and Chargly.
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