Engineering perspectives, software strategy, and technology leadership from the Active Logic team.https://activelogic.com/en-ushttps://activelogic.com/insights/vibe-coding-isnt-enough-for-production-software/https://activelogic.com/insights/vibe-coding-isnt-enough-for-production-software/Vibe coding ships working prototypes. Production software is different. Here are the 15 architectural and operational concerns that decide whether your system survives real users.Sun, 26 Apr 2026 00:00:00 GMTvibe-codingaiengineeringstrategyhttps://activelogic.com/insights/your-software-needs-an-mcp-server/https://activelogic.com/insights/your-software-needs-an-mcp-server/Salesforce just shipped Headless 360 and the Agentic Experience layer. Every capability as an API, MCP tool, or CLI. Agent-first is the new bar, and retrofitting into it is not a weekend project.Fri, 24 Apr 2026 00:00:00 GMTapiaienterprisestrategydigital-transformationhttps://activelogic.com/insights/bugs-edge-cases-and-the-beta-state/https://activelogic.com/insights/bugs-edge-cases-and-the-beta-state/Zero-bug guarantees are a semantic game vendors play. The honest product is fast triage, a real fix cadence, and a conversation that happens before launch.Thu, 23 Apr 2026 00:00:00 GMTengineeringleadershipstrategytech-tipshttps://activelogic.com/insights/custom-software-investment-by-revenue/https://activelogic.com/insights/custom-software-investment-by-revenue/Companies reinvest in marketing and hiring without thinking twice. Reinvestment in software they actually own is the line item that quietly gets zeroed out. AI has changed the math on that decision, and most leadership teams have not recalculated.Tue, 21 Apr 2026 00:00:00 GMTstrategyenterpriseaileadershipdigital-transformationhttps://activelogic.com/insights/youre-not-buying-software-youre-buying-risk/https://activelogic.com/insights/youre-not-buying-software-youre-buying-risk/Enterprises write eight-figure software contracts, startups write four-figure ones, and the software often looks identical. The gap is not the product. It is the risk the buyer is actually transferring.Tue, 21 Apr 2026 00:00:00 GMTstrategyenterpriseleadershipoffshorehttps://activelogic.com/insights/most-expensive-software-is-the-one-that-works/https://activelogic.com/insights/most-expensive-software-is-the-one-that-works/Companies chase cheaper hourly rates and miss the real cost of slow, inefficient software. A firsthand look at why offshore "savings" rarely hold up and why delivery, not headcount, is the real bottleneck.Thu, 16 Apr 2026 00:00:00 GMTleadershipstrategyenterpriseengineeringoffshorehttps://activelogic.com/insights/engineering-excellence-is-rarer-than-you-think/https://activelogic.com/insights/engineering-excellence-is-rarer-than-you-think/Engineering excellence is one of the most overused phrases in software — and one of the least delivered. A founder's take on why real engineering excellence is rare, what it actually looks like, and why most business leaders struggle to recognize it.Sat, 11 Apr 2026 00:00:00 GMTleadershipengineeringstrategyenterprisehttps://activelogic.com/insights/if-your-software-doesnt-have-an-api-youre-going-to-struggle/https://activelogic.com/insights/if-your-software-doesnt-have-an-api-youre-going-to-struggle/APIs are no longer just developer tools — they're the primary interface for AI-driven workflows. Why your software needs a real API.Wed, 01 Apr 2026 00:00:00 GMTapiaienterprisestrategydigital-transformationhttps://activelogic.com/insights/codex-vs-claude-cli-real-world-comparison/https://activelogic.com/insights/codex-vs-claude-cli-real-world-comparison/Hands-on testing of OpenAI Codex and Claude CLI across a dev team — real numbers on cost, efficiency, token usage, and practical limits.Wed, 25 Mar 2026 00:00:00 GMTaiengineeringtech-tipsstrategyhttps://activelogic.com/insights/how-to-vibe-code-as-a-non-techy-business-leader/https://activelogic.com/insights/how-to-vibe-code-as-a-non-techy-business-leader/How to vibe code as a non-technical business leader. Build a working CRM with AI tools like Lovable and validate ideas before investing in custom dev.Thu, 29 Jan 2026 00:00:00 GMTdigital-transformationtech-tipsaivibe-codinghttps://activelogic.com/insights/communicating-software-progress/https://activelogic.com/insights/communicating-software-progress/Most software projects don't fail because of bad code — they fail because of poor communication between engineering teams and stakeholders.Tue, 27 Jan 2026 00:00:00 GMTleadershipenterprisestrategyengineeringhttps://activelogic.com/insights/ai-doesnt-replace-engineering/https://activelogic.com/insights/ai-doesnt-replace-engineering/Coding is being automated. Engineering is not. Here's why the distinction matters and why AI amplifies bad decisions instead of eliminating them.Thu, 22 Jan 2026 00:00:00 GMTaiengineeringleadershipstrategyenterprisehttps://activelogic.com/insights/ai-powered-vs-ai-dependent/https://activelogic.com/insights/ai-powered-vs-ai-dependent/There's a critical difference between using AI as a tool and using it as a replacement for engineering judgment. Speed without strategy produces garbage.Wed, 14 Jan 2026 00:00:00 GMTaiengineeringleadershipstrategyenterprisehttps://activelogic.com/insights/safe-spaces-philanthropy/https://activelogic.com/insights/safe-spaces-philanthropy/Employee philanthropy spotlight — Software Engineer Justin Werner shares why he chose to donate to The Trevor Project and the story behind it.Thu, 31 Jul 2025 00:00:00 GMTcommunityleadershiphttps://activelogic.com/insights/ai-gartner-hype-cycle-roi/https://activelogic.com/insights/ai-gartner-hype-cycle-roi/Generative AI is sliding into the Trough of Disillusionment while AI agents peak. Here's how to evaluate AI investments based on ROI, not hype.Wed, 16 Jul 2025 00:00:00 GMTaienterprisestrategydigital-transformationhttps://activelogic.com/insights/active-logic-recognized-goodfirms/https://activelogic.com/insights/active-logic-recognized-goodfirms/Active Logic has been recognized by GoodFirms as a top US custom software development company — a decade of engineering-first enterprise delivery.Fri, 25 Apr 2025 00:00:00 GMTenterpriseleadershiphttps://activelogic.com/insights/giving-back-fosteradopt-connect/https://activelogic.com/insights/giving-back-fosteradopt-connect/Employee philanthropy spotlight — Senior Engineer Aaron Case shares his family's foster care journey and why he chose FosterAdopt Connect.Thu, 10 Apr 2025 00:00:00 GMTcommunityleadershiphttps://activelogic.com/insights/laravel-upgrade-best-practices/https://activelogic.com/insights/laravel-upgrade-best-practices/A practical guide to Laravel upgrades — pre-upgrade audits, dependency management, database migrations, testing strategies, and monitoring.Mon, 24 Feb 2025 00:00:00 GMTengineeringtech-tipsdigital-transformationhttps://activelogic.com/insights/no-you-cant-redevelop-uber-for-50k/https://activelogic.com/insights/no-you-cant-redevelop-uber-for-50k/A reality check on custom software costs. Real cost breakdowns, salary data, and what $50K actually gets you when building a complex application like Uber.Tue, 11 Feb 2025 00:00:00 GMTstrategyenterpriseleadershipengineeringhttps://activelogic.com/insights/how-to-vet-software-development-company/https://activelogic.com/insights/how-to-vet-software-development-company/A practical guide to evaluating software development partners. What to look for, what to ask, and the red flags most companies miss.Thu, 26 Dec 2024 00:00:00 GMTstrategyenterpriseleadershiphttps://activelogic.com/insights/building-house-vs-software/https://activelogic.com/insights/building-house-vs-software/Why building custom software is a lot like building a custom home — and what the parallels teach us about architecture, scope, and buy vs. build.Mon, 16 Dec 2024 00:00:00 GMTstrategyenterpriseleadershiphttps://activelogic.com/insights/10000-tasks-one-request-half-the-cost/https://activelogic.com/insights/10000-tasks-one-request-half-the-cost/A deep-dive into Anthropic's Message Batches API — process 10,000 AI requests simultaneously at 50% cost reduction, with enterprise use cases.Wed, 06 Nov 2024 00:00:00 GMTaiengineeringtech-tipsdigital-transformationhttps://activelogic.com/insights/oscxo-ep-026-digital-transformation-with-purpose/https://activelogic.com/insights/oscxo-ep-026-digital-transformation-with-purpose/How Unbound, a nonprofit serving 280,000+ families across 17 countries, uses modern technology and AI to reduce photo processing from 90 days to just 3.Tue, 22 Oct 2024 00:00:00 GMTdigital-transformationainonprofitenterprisestrategyhttps://activelogic.com/insights/active-logic-turns-10/https://activelogic.com/insights/active-logic-turns-10/From a solo freelancer to a 30+ person software company — Active Logic celebrates ten years of enterprise software with 100% US-based engineers.Wed, 16 Oct 2024 00:00:00 GMTenterprisestrategydigital-transformationleadershiphttps://activelogic.com/insights/oscxo-ep-023-tech-governance-higher-ed/https://activelogic.com/insights/oscxo-ep-023-tech-governance-higher-ed/Ottawa University CTO Adam Caylor discusses multi-campus IT infrastructure, technology governance, ERP challenges, and strategic IT leadership in higher ed.Wed, 25 Sep 2024 00:00:00 GMTenterprisestrategyleadershipdigital-transformationhttps://activelogic.com/insights/oscxo-ep-022-school-hard-knocks/https://activelogic.com/insights/oscxo-ep-022-school-hard-knocks/Rig Technologies founder Alex Savenok shares his journey from intern to tech entrepreneur — microservices, avoiding rewrites, and building distributed teams.Wed, 21 Aug 2024 00:00:00 GMTengineeringleadershipstrategyenterprisehttps://activelogic.com/insights/oscxo-ep-021-serious-side-saas/https://activelogic.com/insights/oscxo-ep-021-serious-side-saas/Rig Technologies founder Alex Savenok shares the real obstacles of scaling a SaaS marketplace — capital challenges to AI-powered predictive maintenance.Wed, 14 Aug 2024 00:00:00 GMTenterprisestrategyaileadershiphttps://activelogic.com/insights/false-shoring/https://activelogic.com/insights/false-shoring/False-shoring is when agencies claim to be US-based while quietly offshoring development. How to spot it and what to ask before signing.Fri, 19 Jul 2024 00:00:00 GMTleadershipenterprisestrategyengineeringhttps://activelogic.com/insights/oscxo-ep-020-in-person-teams/https://activelogic.com/insights/oscxo-ep-020-in-person-teams/Ad Astra CTO Geoff Vandegrift presents research-backed arguments for why in-person dev teams outperform remote — communication, social cohesion, and more.Wed, 17 Jul 2024 00:00:00 GMTleadershipengineeringenterprisestrategyhttps://activelogic.com/insights/oscxo-ep-019-holacracy-flat-orgs/https://activelogic.com/insights/oscxo-ep-019-holacracy-flat-orgs/Ad Astra CTO Geoff Vandegrift explains holacracy, self-managed teams, and flat org structures — how they work for dev teams and when they break down.Wed, 10 Jul 2024 00:00:00 GMTleadershipengineeringstrategyhttps://activelogic.com/insights/oscxo-ep-018-metrics-that-matter/https://activelogic.com/insights/oscxo-ep-018-metrics-that-matter/Nelnet VP Sebastian Kline shares the key metrics engineering leaders should track — deployment frequency, customer-detected bugs, and data-driven culture.Wed, 05 Jun 2024 00:00:00 GMTengineeringleadershipstrategyenterprisehttps://activelogic.com/insights/oscxo-ep-017-bringing-back-why/https://activelogic.com/insights/oscxo-ep-017-bringing-back-why/Nelnet VP Sebastian Kline examines how engineering leaders maintain alignment with organizational purpose while managing growth and distributed teams.Tue, 28 May 2024 00:00:00 GMTleadershipenterprisestrategyengineeringhttps://activelogic.com/insights/oscxo-ep-025-innovation-gap-manufacturing/https://activelogic.com/insights/oscxo-ep-025-innovation-gap-manufacturing/HIX Corporation CTO Arturo Pino explores the gap between U.S. manufacturing and global competitors — Industry 4.0, workforce challenges, and open-source.Tue, 21 May 2024 00:00:00 GMTdigital-transformationenterprisestrategyaihttps://activelogic.com/insights/oscxo-ep-016-ai-enterprise-pt2/https://activelogic.com/insights/oscxo-ep-016-ai-enterprise-pt2/Lazarus AI CEO John Keddy continues exploring enterprise AI — regulation, ethical deployment, competitive advantage, and reliable AI integration strategies.Wed, 08 May 2024 00:00:00 GMTaienterprisestrategyleadershiphttps://activelogic.com/insights/oscxo-ep-015-ai-enterprise-pt1/https://activelogic.com/insights/oscxo-ep-015-ai-enterprise-pt1/Lazarus AI CEO John Keddy breaks down practical enterprise AI adoption — language models, OCR, document automation, and human-in-the-loop quality control.Wed, 01 May 2024 00:00:00 GMTaienterprisestrategydigital-transformationhttps://activelogic.com/insights/oscxo-ep-024-blueprint-industrial-innovation/https://activelogic.com/insights/oscxo-ep-024-blueprint-industrial-innovation/HIX Corporation CTO Arturo Pino shares his path from mechanical engineering to tech leadership, and how open-source tools are transforming manufacturing.Tue, 30 Apr 2024 00:00:00 GMTengineeringenterprisestrategydigital-transformationhttps://activelogic.com/insights/oscxo-ep-014-healthcare-inventory/https://activelogic.com/insights/oscxo-ep-014-healthcare-inventory/Ascendco Health CTO Welsh Harris discusses digitizing healthcare inventory systems, EMR integration, BI adoption, and building hybrid engineering teams.Wed, 17 Apr 2024 00:00:00 GMTenterprisedigital-transformationaistrategyhttps://activelogic.com/insights/oscxo-ep-013-hiring-developers/https://activelogic.com/insights/oscxo-ep-013-hiring-developers/Ascend Learning VP Nick Ide shares lessons on remote work productivity, engineering metrics, managing international developers, and avoiding hiring bias.Tue, 09 Apr 2024 00:00:00 GMTleadershipengineeringenterprisestrategyhttps://activelogic.com/insights/oscxo-ep-012-tech-ulture/https://activelogic.com/insights/oscxo-ep-012-tech-ulture/Ascend Learning VP Nick Ide explores how engineering leaders build and preserve team culture during scaling, remote work, and international expansion.Wed, 03 Apr 2024 00:00:00 GMTleadershipengineeringenterprisehttps://activelogic.com/insights/oscxo-ep-010-cultural-barriers/https://activelogic.com/insights/oscxo-ep-010-cultural-barriers/Oracle Health's Jim Poteet discusses managing international dev teams, navigating cultural barriers, and leading through Oracle's Cerner acquisition.Wed, 20 Mar 2024 00:00:00 GMTleadershipenterprisestrategydigital-transformationhttps://activelogic.com/insights/oscxo-ep-011-path-to-leadership/https://activelogic.com/insights/oscxo-ep-011-path-to-leadership/Oracle Health's Jim Poteet shares lessons on leadership development, change management, building high-performing teams, and accountability in healthcare tech.Tue, 19 Mar 2024 00:00:00 GMTleadershipenterprisestrategyengineeringhttps://activelogic.com/insights/oscxo-ep-008-scaling-teams/https://activelogic.com/insights/oscxo-ep-008-scaling-teams/Trualta CTO Shahzad Zafar discusses team scaling strategies, startup vs. enterprise engineering cultures, and adapting leadership as organizations grow.Wed, 06 Mar 2024 00:00:00 GMTleadershipengineeringenterprisestrategyhttps://activelogic.com/insights/oscxo-ep-009-introverted-leader/https://activelogic.com/insights/oscxo-ep-009-introverted-leader/Trualta CTO Shahzad Zafar shares how introverted leaders thrive in tech — trust-building, conflict management, networking, and leading teams at any scale.Wed, 06 Mar 2024 00:00:00 GMTleadershipengineeringstrategyhttps://activelogic.com/insights/oscxo-ep-006-team-cultures/https://activelogic.com/insights/oscxo-ep-006-team-cultures/Quext CTO Ben Kittrell discusses building team cultures in remote and hybrid environments, distributed leadership, and maintaining work-life balance.Wed, 21 Feb 2024 00:00:00 GMTleadershipengineeringenterprisehttps://activelogic.com/insights/oscxo-ep-007-mergers-acquisitions/https://activelogic.com/insights/oscxo-ep-007-mergers-acquisitions/Quext CTO Ben Kittrell shares firsthand experience navigating the Homebase.ai acquisition — team integration, tech consolidation, and leading change.Wed, 21 Feb 2024 00:00:00 GMTstrategyleadershipenterprisehttps://activelogic.com/insights/oscxo-ep-005-soc2-compliance/https://activelogic.com/insights/oscxo-ep-005-soc2-compliance/Flight Schedule Pro CTO Vance Collins breaks down SOC 2 attestation — Type 1 vs Type 2 audits, ISO 27001 and GDPR comparisons, and when to pursue it.Wed, 07 Feb 2024 00:00:00 GMTengineeringenterprisestrategyhttps://activelogic.com/insights/oscxo-ep-004-servant-leadership/https://activelogic.com/insights/oscxo-ep-004-servant-leadership/Flight Schedule Pro CTO Vance Collins discusses servant leadership, building trust, emotional intelligence, and managing distributed engineering teams.Wed, 24 Jan 2024 00:00:00 GMTleadershipengineeringstrategyhttps://activelogic.com/insights/oscxo-ep-001-tech-healthcare/https://activelogic.com/insights/oscxo-ep-001-tech-healthcare/PromptCare CTO Phil Merrell discusses AI in healthcare, cybersecurity in medtech, EMR management, telemedicine, and the healthcare regulatory landscape.Wed, 10 Jan 2024 00:00:00 GMTaienterprisedigital-transformationstrategyhttps://activelogic.com/insights/oscxo-ep-002-bots-healthcare/https://activelogic.com/insights/oscxo-ep-002-bots-healthcare/PromptCare CTO Phil Merrell discusses RPA and bots in healthcare, avoiding 'shiny object syndrome' with AI, and integrating automation into clinical workflows.Wed, 10 Jan 2024 00:00:00 GMTaienterprisedigital-transformationstrategyhttps://activelogic.com/insights/oscxo-ep-003-sourcing-development/https://activelogic.com/insights/oscxo-ep-003-sourcing-development/FullScale.io founder Matt Watson breaks down internal teams vs outsourcing, fractional CTOs, hiring challenges, and strategies for sourcing dev work.Wed, 10 Jan 2024 00:00:00 GMTstrategyengineeringenterprise