https://greyskymedia.com/lab Practical writing on AI integration, automation, and web engineering for small businesses — from a Roseville, CA studio. en-us Tue, 10 Nov 2026 00:00:00 GMT https://greyskymedia.com/lab/how-ai-changes-a-website-build-2027 https://greyskymedia.com/lab/how-ai-changes-a-website-build-2027 AI now writes a lot of the code and first drafts on a website project. What that speeds up, what still takes a person, and what to ask any web designer about how they use it. Tue, 10 Nov 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) web-designai-development2027small-businessprocess https://greyskymedia.com/lab/when-an-ai-model-gets-retired https://greyskymedia.com/lab/when-an-ai-model-gets-retired AI providers retire models on a schedule. One of our own internal features quietly stopped working because of it. What happened, and the checks I now build into every AI feature. Thu, 05 Nov 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) ai-maintenancemodel-deprecationworkers-aiclaudemonitoring https://greyskymedia.com/lab/ai-policy-for-a-ten-person-company https://greyskymedia.com/lab/ai-policy-for-a-ten-person-company A one-page AI policy covers most of what a small team needs: which tools, what data stays out, who reviews what, and what to do when something goes wrong. Here is the outline I use. Thu, 29 Oct 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) ai-policysmall-businessai-implementationdata-privacyclaude https://greyskymedia.com/lab/scroll-driven-animation-view-transitions-without-a-library https://greyskymedia.com/lab/scroll-driven-animation-view-transitions-without-a-library Browsers can now animate page changes and tie animation to scrolling in plain CSS. A practical walkthrough with code, the reduced motion guard, and how to ship it as a safe enhancement. Thu, 22 Oct 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) motion-graphicscssview-transitionsweb-designperformance https://greyskymedia.com/lab/local-ai-models-when-they-make-sense https://greyskymedia.com/lab/local-ai-models-when-they-make-sense We run open models on our own machines next to Claude. What we measured, which jobs a local model handles well, and why the harness around it mattered more than the hardware. Thu, 15 Oct 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) local-aiopen-modelstokensai-costclaude https://greyskymedia.com/lab/designing-for-ai-answers-2027 https://greyskymedia.com/lab/designing-for-ai-answers-2027 More people meet your business through an AI answer before they visit your site. What we do on our own site so assistants read it correctly: clean HTML, structured data, llms.txt and a plain-text twin of every page. Thu, 08 Oct 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) ai-searchweb-designstructured-datallms-txt2027 https://greyskymedia.com/lab/context-is-the-cost-ai-token-discipline https://greyskymedia.com/lab/context-is-the-cost-ai-token-discipline We measured where the tokens go in our own AI-assisted work. The answer wasn't the instructions or the output. It was everything the AI kept carrying around. Here is what we changed. Thu, 01 Oct 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) tokensai-costclaudecontextai-implementation https://greyskymedia.com/lab/new-ai-capabilities-tools-browsers-connectors https://greyskymedia.com/lab/new-ai-capabilities-tools-browsers-connectors AI models can now call your software, operate a browser, and plug into business apps through a standard connector. What each one means for a small business, and where I'd be careful. Thu, 24 Sep 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) ai-agentsmcpclaudenew-ai-capabilitiessmall-business https://greyskymedia.com/lab/prompt-caching-explained-for-owners https://greyskymedia.com/lab/prompt-caching-explained-for-owners If your AI workflow sends the same long instructions every time, you may be paying full price to re-read them. How prompt caching works, what it saves, and when it doesn't help. Thu, 17 Sep 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) claudeprompt-cachingai-costtokenssmall-business https://greyskymedia.com/lab/motion-graphics-small-business-site https://greyskymedia.com/lab/motion-graphics-small-business-site Motion can make a site memorable or make it slow and nauseating. The rules I use on our own WebGL hero: load it last, pause it when nobody is looking, and respect reduced motion. Tue, 15 Sep 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) motion-graphicsweb-designperformanceaccessibilitywebgl https://greyskymedia.com/lab/ai-inbox-triage-drafts-not-sends https://greyskymedia.com/lab/ai-inbox-triage-drafts-not-sends How I set up AI to sort an owner's inbox and draft replies, why every draft waits for a person, and what that review step buys you. Thu, 10 Sep 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) ai-automationemailsmall-businessclaudeworkflow https://greyskymedia.com/lab/implementing-claude-small-business-first-30-days https://greyskymedia.com/lab/implementing-claude-small-business-first-30-days A week-by-week plan for putting Claude to work in a small business: pick one job, set the data rules, build one workflow with a human in the loop, then measure before you expand. Thu, 03 Sep 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) claudeai-implementationsmall-businessai-policyworkflow https://greyskymedia.com/lab/web-design-2027-what-is-changing https://greyskymedia.com/lab/web-design-2027-what-is-changing Native page transitions, layouts that adapt per component, sites read by AI before people, and speed measured on every tap. What I am changing in 2027 builds, and what I am not. Thu, 27 Aug 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) web-design2027cssperformancesmall-business https://greyskymedia.com/lab/route-ai-work-by-model-size https://greyskymedia.com/lab/route-ai-work-by-model-size Most small-business AI bills are high for one reason: every job goes to the biggest model. Here is how I decide what goes to a small, middle or large model. Thu, 20 Aug 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) claudeai-costtokensmodel-routingsmall-business https://greyskymedia.com/lab/quantum-readiness-small-business-2026 https://greyskymedia.com/lab/quantum-readiness-small-business-2026 No, you don't need to buy anything. For a Sacramento-area small business, quantum readiness in 2026 is mostly handled by modern TLS - plus one honest question. Sat, 15 Aug 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) quantumsecurityencryptionpost-quantumcloudflaresmall-business https://greyskymedia.com/lab/edge-databases-explained-d1-for-your-app https://greyskymedia.com/lab/edge-databases-explained-d1-for-your-app What 'SQLite at the edge' actually means, where Cloudflare D1 beats a traditional database, where it falls over, and how it changes build and run costs. Thu, 13 Aug 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) cloudflared1edgedatabaseinfrastructure https://greyskymedia.com/lab/why-your-website-should-be-boring-and-fast https://greyskymedia.com/lab/why-your-website-should-be-boring-and-fast A page that loads in under 2 seconds beats a hero animation every time. Why fast, clear, 'boring' sites out-earn flashy ones for local businesses. Thu, 13 Aug 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) web-developmentperformanceuxsmall-businessconversion https://greyskymedia.com/lab/ai-readiness-audit-how-it-scores https://greyskymedia.com/lab/ai-readiness-audit-how-it-scores Nine questions, five dimensions, a 0–100 score — and a rubric built to say 'not yet' when AI isn't worth it. Here's exactly how the free audit scores you. Thu, 06 Aug 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) aiai-readinessassessmentsmall-businessautomation https://greyskymedia.com/lab/pdf-to-structured-data-beyond-ocr https://greyskymedia.com/lab/pdf-to-structured-data-beyond-ocr OCR gives you raw text. AI extraction gives you validated fields — vendor, total, due date — ready for your systems. Real costs and limits for SMBs in 2026. Thu, 06 Aug 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) aidocument-extractionautomationocrsmall-business https://greyskymedia.com/lab/astro-in-production-what-we-learned https://greyskymedia.com/lab/astro-in-production-what-we-learned Candid notes from shipping client sites on Astro + Cloudflare: content collections, islands, build-vs-runtime tradeoffs, and the sharp edges nobody mentions. Thu, 30 Jul 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) astroweb-developmentperformancecloudflareengineering https://greyskymedia.com/lab/google-business-profile-2026-local-seo https://greyskymedia.com/lab/google-business-profile-2026-local-seo The complete-profile playbook for Sacramento-area businesses: categories, photos, review velocity, Q&A, and how GBP now feeds Google's AI Overviews. Thu, 30 Jul 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) local-seogoogle-business-profilemarketingsmall-businessreviews https://greyskymedia.com/lab/ai-customer-support-when-a-bot-helps https://greyskymedia.com/lab/ai-customer-support-when-a-bot-helps Where AI support genuinely works — after-hours FAQs, triage, drafted replies — and where it destroys trust. Real costs, guardrails, and honest payback math. Thu, 23 Jul 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) aicustomer-supportautomationsmall-businesschatbot https://greyskymedia.com/lab/prompt-engineering-is-overrated-for-business https://greyskymedia.com/lab/prompt-engineering-is-overrated-for-business Reliable AI in production comes from clear instructions, clean data, guardrails, and the right model tier — not magic prompts, and not paid prompt services. Thu, 23 Jul 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) aipromptsclaudeautomationsmall-business https://greyskymedia.com/lab/can-ai-help-widget-behind-the-scenes https://greyskymedia.com/lab/can-ai-help-widget-behind-the-scenes How we built an honest AI assistant that tells visitors whether AI actually fits their problem — and hands off to booking when it does. Tue, 21 Jul 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) aiproductautomationlead-generationcase-studysmall-business https://greyskymedia.com/lab/cloudflare-2026-workers-d1-edge-stack https://greyskymedia.com/lab/cloudflare-2026-workers-d1-edge-stack How Cloudflare's edge platform matured by 2026 — Workers, D1, R2, KV — and why we run client software at the edge for speed, reliability, and near-zero cost. Fri, 17 Jul 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) cloudflareworkersd1edgeweb-developmentinfrastructure https://greyskymedia.com/lab/ai-search-marketing-local-business-2026 https://greyskymedia.com/lab/ai-search-marketing-local-business-2026 Your customers are asking ChatGPT and Claude instead of clicking Google. Here's how to get recommended by AI engines — and stay visible. Tue, 14 Jul 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) marketingseoai-searchlocal-seosmall-businessgeo https://greyskymedia.com/lab/ai-agents-small-business-what-works-2026 https://greyskymedia.com/lab/ai-agents-small-business-what-works-2026 AI agents promise autonomous work. Here's what actually delivers ROI for small business, what's still hype, and when a simple script beats a 'smart' agent. Fri, 10 Jul 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) aiagentsautomationworkflowsmall-businessroi https://greyskymedia.com/lab/claude-4-opus-sonnet-small-business-2026 https://greyskymedia.com/lab/claude-4-opus-sonnet-small-business-2026 Three Claude 4 models ship in 2026. Here's what actually changed for small-business automation and which tier your workflows should use. Mon, 06 Jul 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) aiclaudeanthropicllmsmall-businessautomation https://greyskymedia.com/lab/ai-automation-cost-small-business-2026 https://greyskymedia.com/lab/ai-automation-cost-small-business-2026 Real numbers for Sacramento-area small businesses: $8K–$25K focused AI builds, 4–9 month payback, when ChatGPT Team beats custom, and monthly run costs. Wed, 03 Jun 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) aiautomationcostpricingroismall-business https://greyskymedia.com/lab/ai-integration-company-sacramento-how-to-choose https://greyskymedia.com/lab/ai-integration-company-sacramento-how-to-choose A buyer's checklist for Sacramento businesses hiring an AI integration partner — what to ask, what to watch for, and when a local studio is the right fit. Wed, 03 Jun 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) sacramentoai-integrationvendor-selectionlocal-businessdecision-framework https://greyskymedia.com/lab/web-design-roseville-what-budgets-buy https://greyskymedia.com/lab/web-design-roseville-what-budgets-buy Three real web design tiers in Roseville — template refresh, custom marketing site, custom site with app features — and what each price point buys. Wed, 03 Jun 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) rosevilleweb-designpricingmarketing-sitecustom-software https://greyskymedia.com/lab/ai-search-visibility-local-business https://greyskymedia.com/lab/ai-search-visibility-local-business How AI search tools decide which local businesses to recommend — and what you can do about it today: structured data, content depth, and llms.txt. Wed, 27 May 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) aiseolocal-businessstructured-datasearch https://greyskymedia.com/lab/ai-for-small-business-practical-guide https://greyskymedia.com/lab/ai-for-small-business-practical-guide An honest, vendor-neutral guide for small business owners weighing AI — where it saves time today, what it costs, and how to start without a failed pilot. Tue, 12 May 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) aismall-businessstrategyautomation https://greyskymedia.com/lab/ai-document-extraction-cpa-attorney-bookkeeper https://greyskymedia.com/lab/ai-document-extraction-cpa-attorney-bookkeeper How small accounting, legal, and bookkeeping firms use AI to extract fields from PDFs and contracts — accuracy, real costs, and where humans stay in the loop. Tue, 05 May 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) aidocument-extractioncpalegalaccountingautomation https://greyskymedia.com/lab/custom-ai-agents-vs-chatgpt-enterprise https://greyskymedia.com/lab/custom-ai-agents-vs-chatgpt-enterprise Buying ChatGPT or Copilot seats vs. commissioning a custom AI agent: real cost ranges, a decision framework, and the hybrid setup most teams should run. Tue, 28 Apr 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) aiagentschatgptenterprisecomparisonstrategy https://greyskymedia.com/lab/spreadsheet-to-ai-workflow-five-use-cases https://greyskymedia.com/lab/spreadsheet-to-ai-workflow-five-use-cases Five repeatable, boring, high-leverage AI workflows small businesses run on their existing tools — with real numbers and which ones to start with. Tue, 21 Apr 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) aiautomationworkflowssmall-businessuse-cases https://greyskymedia.com/lab/what-ai-integration-actually-means https://greyskymedia.com/lab/what-ai-integration-actually-means Vendors use 'AI integration' to mean three different things. What each one delivers, what each one costs, and which one you actually need. Tue, 14 Apr 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) aiintegrationdefinitionsdecision-framework https://greyskymedia.com/lab/ai-workflow-that-actually-saves-time https://greyskymedia.com/lab/ai-workflow-that-actually-saves-time A step-by-step playbook for designing a single AI workflow that pays for itself: where to start, how to measure, and when to kill it. Tue, 07 Apr 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) aiworkflowsdesignroimethodology https://greyskymedia.com/lab/rocklin-small-business-ai-compete-national-chains https://greyskymedia.com/lab/rocklin-small-business-ai-compete-national-chains Concrete ways small businesses in Rocklin, CA are deploying AI to match — and sometimes outperform — national competitors, with Sacramento-region examples. Tue, 31 Mar 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) rocklinsacramentoaismall-businesslocal-seoplacer-county https://greyskymedia.com/lab/roseville-web-developer-how-to-pick-partner https://greyskymedia.com/lab/roseville-web-developer-how-to-pick-partner A no-nonsense guide for Roseville business owners evaluating web development partners — the questions to ask, the red flags, and how to read a proposal. Tue, 24 Mar 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) rosevilleweb-developmentagency-selectionlocal-business https://greyskymedia.com/lab/auburn-small-business-technology-guide https://greyskymedia.com/lab/auburn-small-business-technology-guide An investment-prioritization guide for small businesses in Auburn and the Highway 49 corridor: what to fund first, what to skip, and how to think about AI. Tue, 17 Mar 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) auburnplacer-countysmall-businesstechnologyinvestment https://greyskymedia.com/lab/custom-software-placer-county https://greyskymedia.com/lab/custom-software-placer-county How to know when your Placer County business has outgrown off-the-shelf software — and when sticking with a SaaS subscription is the smarter call. Tue, 10 Mar 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) placer-countycustom-softwaresaasdecision-framework https://greyskymedia.com/lab/sacramento-contractors-spreadsheet-to-ams https://greyskymedia.com/lab/sacramento-contractors-spreadsheet-to-ams How Sacramento-region contractors are replacing spreadsheet job tracking with custom AMS builds — what it costs, what it saves, and how it changes bidding. Tue, 03 Mar 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) sacramentocontractorsamsconstruction-techcustom-software https://greyskymedia.com/lab/why-we-build-on-cloudflare https://greyskymedia.com/lab/why-we-build-on-cloudflare Why a 2-person studio runs every project on Cloudflare in 2026 — the cost math, the trade-offs, and what we'd use instead for specific workloads. Tue, 24 Feb 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) cloudflareinfrastructureworkersd1stackdevops https://greyskymedia.com/lab/native-macos-apps-when-desktop-beats-web https://greyskymedia.com/lab/native-macos-apps-when-desktop-beats-web Most small business software belongs on the web — but some jobs are dramatically better native. When to choose macOS or iOS apps, with real examples. Tue, 17 Feb 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) macosswiftnativeiosdesktop-appsdecision-framework https://greyskymedia.com/lab/building-agency-io-lessons https://greyskymedia.com/lab/building-agency-io-lessons What we learned building a custom AMS for contractor-focused insurance — the technical choices, the missteps, and what we'd do differently next time. Tue, 10 Feb 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) case-studyagency-ioamsaicloudflarelessons-learned https://greyskymedia.com/lab/modern-web-stack-2026-astro-tailwind-cloudflare https://greyskymedia.com/lab/modern-web-stack-2026-astro-tailwind-cloudflare An opinionated walkthrough of the stack we use for fast, low-cost marketing sites and small business web apps in 2026 — and why each piece earned its place. Tue, 03 Feb 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) astrotailwindcloudflareweb-stackperformance2026 https://greyskymedia.com/lab/testing-strategy-boutique-software-studio https://greyskymedia.com/lab/testing-strategy-boutique-software-studio Why a 2-person studio writes more tests than most 20-person agencies — and how disciplined testing makes solo and small-team builders ship faster, not slower. Tue, 27 Jan 2026 00:00:00 GMT jamison@greyskymedia.com (Jamison Mergens) testingtddqualitymethodologyboutique