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Three years of LLM promises have produced a measurable track record. This is what the 2026 evidence actually shows about adoption, productivity, and cost — including the widely quoted failure statistics that turn out to be misquoted, and where LLMs genuinely earn their keep.
Read More About AI LLMs for Business 2026Rewrite or maintain? Both poles have documented failure records, which means the question itself is malformed. This decision framework routes each component — not the whole system — through six gates with dated thresholds, bounded commitments, and explicit breach rules.
Read More About Rewrite vs. MaintainiOS App Store and Google Play changed materially in 2026: Google Play EEA External Offers Program went live in June, Apple Xcode 26 requirement lands in April, and review timelines have doubled. A decision framework for CTOs choosing platform strategy in 2026.
Read More About iOS App Store vs Google Play 2026How long does software actually last in 2026? The honest answer is not what your engineering team estimates — it's what your weakest dependency dictates. A verified EOL calendar for PHP, Node, and Laravel, plus the regulatory shifts already forcing early rewrites.
Read More About Software Lifespan 2026Six months into daily AI-assisted code review at Pegotec, we benchmarked Claude Code, GitHub Copilot, and CodeRabbit on real PRs — bugs caught, false-positive rate, cost per merged PR, and hours saved per developer.
Read More About AI-Assisted Code Review 2026A follow-up to our 2026 maintenance-cost benchmarks. This piece answers the flip-side question — what happens when you don't spend the 15-25%? Concrete failure benchmarks by industry and software type, plus a rubric for calculating your own deferred-maintenance backlog cost.
Read More About Cost of Deferred Software MaintenanceSoftware maintenance consumes 50 to 80 percent of total ownership cost. This guide shows how AI is shifting teams from reactive firefighting to predictive care in 2026 — and where it genuinely cuts maintenance spend without cutting software quality.
Read More About AI in Software MaintenanceAI is reshaping deployment and DevOps in 2026. This guide shows where AI genuinely prevents outages — anomaly detection, predictive scaling, smart alerting, and AI-assisted incident response — and where it adds noise instead of signal.
Read More About AI in Deployment and DevOpsAI is reshaping how teams test software in 2026. This guide shows where AI genuinely improves QA — test generation, flaky-test detection, visual regression, test prioritization — and where it adds noise instead of signal.
Read More About AI in Software TestingAI code assistants have moved past the hype cycle. This guide shows where Copilot, Claude Code, Cursor, and similar tools actually earn their keep in 2026 — and where they still cause more work than they save.
Read More About AI Code Assistants