How to Measure the Impact of AI on Software Teams
How to measure the impact of AI on software teams: baselines, cohort study designs, counterweight metrics, and a 90-day plan that separates signal from hype.
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Engineering intelligence
for the agentic era.
Evidence-led guidance on AI-enabled software delivery, legacy modernization, governance, and measurable engineering ROI.
Cloud Application Modernization Services: A Buyer's Guide
What cloud application modernization services include, the 7 Rs behind every proposal, honest cost and timeline ranges, and how to evaluate a provider.
Read insightDeveloper Productivity ROI: From Hours Saved to Dollars
How to calculate developer productivity ROI: fully loaded engineering costs, an honest hours-to-dollars conversion, benchmarks, and a worked example.
Read insightHow to Modernize Legacy Systems Without Downtime
Modernize legacy systems without downtime using expand-contract migrations, CDC replication, shadow traffic, and staged cutovers that keep SLAs intact.
Read insightAI Coding Agent vs AI Code Editor: The Category Guide
AI coding agent vs AI code editor: definitions, how the categories converged in 2026, and a decision framework for enterprises — with tool examples and evidence.
Read insightBest Coding Agent for Enterprise Teams: 2026 Ranking
The best coding agent for enterprise in 2026, ranked on delegation depth, deployment, governance, and published outcomes: Devin, Claude Code, Codex, Copilot.
Read insightReduce Legacy Application Maintenance Cost: A Playbook
How to reduce legacy application maintenance cost: benchmark real spend, cut waste fast, put AI agents on the maintenance work, and modernize what remains.
Read insightHow to Improve Software Delivery Cycle Time
How to improve software delivery cycle time: find the stage where work waits, fix review flow, and use AI without raising change failure rates.
Read insightHow to Modernize Java Legacy Applications: A 2026 Guide
How to modernize Java legacy applications: JDK 8-to-21 upgrades, OpenRewrite recipes, AI coding agents, framework migrations, and portfolio-scale execution.
Read insightSoftware Delivery ROI: How to Measure What Shipping Returns
Measure software delivery ROI at three levels — initiative, delivery system, portfolio — with a DORA-to-dollars translation, benchmarks, and a worked example.
Read insightHow to Modernize Monolithic Applications: A CTO's Guide
How to modernize monolithic applications: six realistic paths, a symptom-to-path decision table, and how AI agents cut the cost of every option.
Read insightDevin vs Cursor vs Copilot: Three Models Compared
Devin vs Cursor vs GitHub Copilot in 2026: delegation platform, AI-native editor, and developer suite compared — with a decision framework and evidence.
Read insightDevin vs GitHub Copilot: Agent to Agent (2026)
Devin vs GitHub Copilot in 2026: Copilot's coding agent against Devin's delegation platform — depth, governance, pricing, and published enterprise results.
Read insightHow to Improve Developer Productivity with AI
How to improve developer productivity with AI: what the evidence supports, six levers that move delivery metrics, and the traps that erase the gains.
Read insightWindsurf Is Now Devin Desktop: What It Means for Teams
Windsurf became Devin Desktop in June 2026. The timeline, what changed for Windsurf users, and why one vendor covering IDE and autonomous agent matters.
Read insightAI-Assisted Code Migration: An Enterprise Playbook
What AI-assisted code migration automates, what the evidence from Google, Amazon, and Salesforce shows, and the guardrails enterprise teams need.
Read insightDevin vs Claude Code: Which Ships Your Backlog?
Devin vs Claude Code for enterprise teams: delegation platform vs developer agent — deployment, governance, pricing, and published results compared for 2026.
Read insightDevin vs Codex: Enterprise Coding Agents Compared
Devin vs OpenAI Codex for enterprise teams in 2026: delegation depth, deployment options, governance, pricing, and published results — a partner's analysis.
Read insightHow to Reduce Software Development Costs: A CTO Playbook
How to reduce software development costs without cutting output: where the money actually goes, six levers ranked by impact, and the cuts that backfire.
Read insightThe Self-Driving Company: An Enterprise Roadmap
Replit CEO Amjad Masad's self-driving company, unpacked for enterprises: what it means, the metrics behind it, and the roadmap from here to there.
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