AI Statistics 2026: The Numbers Journalists Keep Getting Wrong
Verified artificial intelligence statistics for 2026: market size, adoption, users, investment, energy and jobs. Every number dated and sourced.
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Honest takes on staffing models, costs, technology, and what actually works. Written by Dennis Vorobyov, CEO.
Verified artificial intelligence statistics for 2026: market size, adoption, users, investment, energy and jobs. Every number dated and sourced.
AI made code cheap and review scarce, so engineering talent is now measured by what a senior catches in the diff. METR, DORA and Stanford data show why.
The right MVP development company cuts your scope hardest and builds V1 as a foundation, because MVP code rarely gets rewritten. Here's how to judge one.
21M, 36M, 47M or 180M? Why software developer and engineer counts differ, plus US, India and world data from BLS, SlashData and GitHub.
Global IT outsourcing hits $618 billion in 2026. Market size, growth, cost savings, AI impact and destination data, with primary sources.
How to choose a real estate software development company: nine checks on legacy PHP migration, MLS and IDX integration, appraisal workflows and pricing.
How to choose a healthcare software development company: nine checks on the HIPAA boundary, BAAs, AI and PHI, integrations, continuity, pricing and red flags.
How to choose a food delivery app development company: nine checks on operations, scope, kitchen and dispatch views, menu engines, billing and pricing.
How to choose an AI development company: nine checks on success metrics, evaluation harnesses, data boundaries, RAG and agents in production, cost and pricing.
How to choose an eCommerce development company: nine checks on build vs platform, marketplace logic, payments and tax, ERP integrations, releases and pricing.
Average software engineer salary in 2026: US median $135,980 (BLS), developer pay by country, hourly rates and the AI premium, with sources you can check.
Nearshore outsourcing means hiring a team in a nearby time zone. What you actually buy is same-day decisions, and they only pay off with senior engineers.
A production Flutter app costs $60K–$150K for V1. One codebase saves 20–35%, not half: backend, QA and native integrations set the real price.
Useful customized software examples encode a workflow no SaaS product sells. Six buyer questions that separate a sound custom build from an expensive copy.
MVP development cost runs $40K–$100K with a senior team, driven by user roles, money flows and platforms, and cutting scope is the cheapest way to lower it.
AI costs $20–30 per seat a month, $100–200 for power users, and $50–1,000 in inference for a product feature. Engineering upkeep is the biggest line.
Fintech software development succeeds or fails on the ledger, idempotency and reconciliation, and seven vendor questions reveal which teams can handle money.
Payment integration in a website fails in the webhook handler, not the checkout form. Seven common assumptions, where each breaks, and the fix.
An IT staff augmentation company earns its rate after month four, when replacements and code review decide whether engineers compound or reset.
In staff augmentation vs staffing, staffing sells you a person while augmentation should sell capacity the vendor keeps working, with continuity risk on them.
Staff augmentation in Ukraine succeeds when the vendor owns senior code review and continuity. The wartime risk gets planned for; quiet churn usually doesn't.
Staff augmentation in Eastern Europe pays off when you buy seniority and continuity. Six questions decide it, from who employs engineers to who reviews code.
Offshore rates run roughly half of nearshore, but the real drivers of a distributed build are daily overlap hours and team retention, not the map.
Quoted Android app development cost ranges span $20k to $300k+, but scope decisions and rework, not the hourly rate, decide what you actually pay.