https://www.jaaxlabs.com/blog/ Research notes, dispatches, playbooks, and case studies from a two-person AI-native agency. What we ship, what we learn, and what we're trying to understand. en-us © 2026 JAAX Labs team@jaaxlabs.com (JAAX Labs) team@jaaxlabs.com (JAAX Labs) Mon, 04 May 2026 17:00:00 -0700 Mon, 04 May 2026 17:00:00 -0700 JAAX Labs static https://www.jaaxlabs.com/images/jaax-og-image.jpg https://www.jaaxlabs.com/blog/ https://www.jaaxlabs.com/blog/shopify-cohort-analysis/ https://www.jaaxlabs.com/blog/shopify-cohort-analysis/ Tue, 05 May 2026 17:30:00 -0700 Sid Krishnamoorthy Playbooks The from-zero guide to building a working cohort analysis for your Shopify store. The actual math, the retention signals, and what bad cohort patterns look like vs. good ones. https://www.jaaxlabs.com/blog/shopify-ga4-events/ https://www.jaaxlabs.com/blog/shopify-ga4-events/ Tue, 05 May 2026 17:15:00 -0700 Sid Krishnamoorthy Playbooks The seven GA4 ecommerce events, which three are broken by default on Shopify, and how to verify your setup before trusting a single number in your dashboard. https://www.jaaxlabs.com/blog/why-jaax-exists/ https://www.jaaxlabs.com/blog/why-jaax-exists/ Tue, 05 May 2026 17:00:00 -0700 Sid Field Notes The origin story of JAAX Labs. Why we built an AI-native agency, the problem with strategy decks, and the bet we made on shipping production code. https://www.jaaxlabs.com/blog/shopify-attribution-gap/ https://www.jaaxlabs.com/blog/shopify-attribution-gap/ Tue, 05 May 2026 16:00:00 -0700 Sid Playbooks Your Shopify dashboard shows 120 orders. Meta says 45. What's going on, and how to fix your attribution layer. https://www.jaaxlabs.com/blog/shopify-customer-lifetime-value-cohort/ https://www.jaaxlabs.com/blog/shopify-customer-lifetime-value-cohort/ Tue, 05 May 2026 15:00:00 -0700 Sid Playbooks Here is the math, and the templates, for DTC customer lifetime value and cohort analysis. https://www.jaaxlabs.com/blog/shopify-google-ads-conversion-tracking/ https://www.jaaxlabs.com/blog/shopify-google-ads-conversion-tracking/ Tue, 05 May 2026 14:00:00 -0700 Sid Playbooks How to set up server-side Google Ads conversion tracking for Shopify, fix attribution gaps, and build a reliable measurement layer. https://www.jaaxlabs.com/blog/shopify-utm-tracking/ https://www.jaaxlabs.com/blog/shopify-utm-tracking/ Tue, 05 May 2026 13:00:00 -0700 Sid Playbooks A complete guide to UTM parameter strategy for Shopify stores. How to structure your UTMs to fix attribution gaps and power reliable reporting. https://www.jaaxlabs.com/blog/shopify-conversion-tracking/ https://www.jaaxlabs.com/blog/shopify-conversion-tracking/ Tue, 05 May 2026 12:00:00 -0700 Sid Playbooks The complete guide to setting up resilient, server-side conversion tracking on Shopify that survives ad blockers and ATT. https://www.jaaxlabs.com/blog/shopify-facebook-conversion-tracking/ https://www.jaaxlabs.com/blog/shopify-facebook-conversion-tracking/ Tue, 05 May 2026 11:00:00 -0700 Sid Playbooks How to implement the Meta Conversions API (CAPI) on Shopify, bypass the iOS 14 pixel dropoff, and feed the algorithm. https://www.jaaxlabs.com/blog/shopify-attribution-models/ https://www.jaaxlabs.com/blog/shopify-attribution-models/ Tue, 05 May 2026 10:00:00 -0700 Sid Playbooks A guide to understanding attribution models for Shopify stores, moving beyond last-click default reporting, and building a Marketing Efficiency Ratio (MER) north star. https://www.jaaxlabs.com/blog/ai-chatbot-development-company/ https://www.jaaxlabs.com/blog/ai-chatbot-development-company/ Tue, 05 May 2026 09:00:00 -0700 Sid Jaiman Playbooks Most chatbot demos work. Most production chatbots don't. Here's the gap, and the four questions that separate vendors who understand it from vendors who skip it. https://www.jaaxlabs.com/blog/ai-transformation-consulting-playbook/ https://www.jaaxlabs.com/blog/ai-transformation-consulting-playbook/ Tue, 05 May 2026 09:00:00 -0700 Sid Jaiman Playbooks Most "AI transformation" engagements are strategy decks that never ship. Here's what real transformation requires - and what to demand from consulting partners at each stage. https://www.jaaxlabs.com/blog/best-ai-consulting-firms-2026/ https://www.jaaxlabs.com/blog/best-ai-consulting-firms-2026/ Tue, 05 May 2026 09:00:00 -0700 Sid Jaiman Playbooks Rankings tell you who's biggest. They don't tell you who can actually ship. Here are the 5 attributes that separate firms that deliver working AI from ones that look good on paper. https://www.jaaxlabs.com/blog/top-ai-consulting-firms-2026/ https://www.jaaxlabs.com/blog/top-ai-consulting-firms-2026/ Tue, 05 May 2026 09:00:00 -0700 Sid Jaiman Playbooks Generic "top AI consulting firms" lists rank by AUM and brand recognition. Here's what those lists miss, the 4 archetypes that actually exist, and the 4 signals that predict a good engagement. https://www.jaaxlabs.com/blog/custom-ai-development-vs-off-the-shelf/ https://www.jaaxlabs.com/blog/custom-ai-development-vs-off-the-shelf/ Tue, 05 May 2026 09:00:00 -0700 Sid Jaiman Playbooks Most companies thinking they need custom AI development actually don't. Here's how to tell which side of the decision you're on - and when to build vs. buy. https://www.jaaxlabs.com/blog/best-machine-learning-consulting-firms/ https://www.jaaxlabs.com/blog/best-machine-learning-consulting-firms/ Tue, 05 May 2026 09:00:00 -0700 Sid Jaiman Playbooks Finding the best ML consulting firm isn't about picking the most famous name. It's about finding fit. Here are the 5 criteria that predict whether an engagement will actually succeed. https://www.jaaxlabs.com/blog/machine-learning-consulting-services-explained/ https://www.jaaxlabs.com/blog/machine-learning-consulting-services-explained/ Tue, 05 May 2026 09:00:00 -0700 Sid Jaiman Playbooks ML consulting covers four very different services. Knowing which one you need saves six months and tens of thousands in wasted spend. https://www.jaaxlabs.com/blog/ai-application-development-services/ https://www.jaaxlabs.com/blog/ai-application-development-services/ Tue, 05 May 2026 09:00:00 -0700 Sid Jaiman Playbooks If you're searching "AI application development services," you're probably 2–4 weeks from signing. Here's what to check first: 5 questions that separate solid engagements from expensive mistakes. https://www.jaaxlabs.com/blog/ai-software-development-services/ https://www.jaaxlabs.com/blog/ai-software-development-services/ Tue, 05 May 2026 09:00:00 -0700 Sid Jaiman Playbooks The category is fractured. You're either buying model fine-tuning, agent development, AI integration work, or eval infrastructure - and most vendors are selling strategic theater instead of code. https://www.jaaxlabs.com/blog/google-analytics-shopify-setup/ https://www.jaaxlabs.com/blog/google-analytics-shopify-setup/ Tue, 05 May 2026 09:00:00 -0700 Sid Playbooks Most Shopify GA4 setups are broken by default - double-counting, missing purchase events, no cross-domain. Here's the 4-step setup that avoids all of them. https://www.jaaxlabs.com/blog/shopify-analytics-reports-explained/ https://www.jaaxlabs.com/blog/shopify-analytics-reports-explained/ Tue, 05 May 2026 09:15:00 -0700 Sid Playbooks A section-by-section breakdown of Shopify's native reports, what each one shows, and the structural ceiling every growing store eventually hits. https://www.jaaxlabs.com/blog/shopify-analytics-dashboard-comparison/ https://www.jaaxlabs.com/blog/shopify-analytics-dashboard-comparison/ Tue, 05 May 2026 09:30:00 -0700 Sid Playbooks Three dashboard approaches, three ceilings, and a revenue-stage decision framework for knowing which one fits your store right now. https://www.jaaxlabs.com/blog/shopify-sales-reports-deep-dive/ https://www.jaaxlabs.com/blog/shopify-sales-reports-deep-dive/ Tue, 05 May 2026 09:45:00 -0700 Sid Playbooks Why your Shopify sales numbers and your bank account never quite match - and the three misreads operators make most often. https://www.jaaxlabs.com/blog/google-tag-manager-shopify/ https://www.jaaxlabs.com/blog/google-tag-manager-shopify/ Tue, 05 May 2026 10:00:00 -0700 Sid Playbooks The 3 script placement spots, checkout-specific permission requirements, the 2 tags to get right first, and 5 mistakes that crater data quality. https://www.jaaxlabs.com/blog/shopify-admin-dashboard-guide/ https://www.jaaxlabs.com/blog/shopify-admin-dashboard-guide/ Tue, 05 May 2026 10:15:00 -0700 Sid Playbooks A strategic lens on how to read the Shopify admin - which panels operators over-use, which they ignore, and what it can't surface no matter how hard you look. https://www.jaaxlabs.com/blog/shopify-inventory-reports/ https://www.jaaxlabs.com/blog/shopify-inventory-reports/ Tue, 05 May 2026 10:30:00 -0700 Sid Playbooks Shopify tells you where your stock is. It doesn't tell you if you have the right stock. The 3 gaps that matter and how to fill them. https://www.jaaxlabs.com/blog/ga4-ecommerce-tracking-shopify/ https://www.jaaxlabs.com/blog/ga4-ecommerce-tracking-shopify/ Tue, 05 May 2026 10:45:00 -0700 Sid Playbooks The 5 ecommerce events that matter, two setup paths and their trade-offs, three common mistakes, and how to verify data quality before trusting the numbers. https://www.jaaxlabs.com/blog/40-percent-agent-projects-fail-governance/ https://www.jaaxlabs.com/blog/40-percent-agent-projects-fail-governance/ Mon, 04 May 2026 10:30:00 -0700 Sid Playbooks Gartner predicts 40% of agentic AI projects will be canceled before 2027. Not delayed - canceled. The 5-pillar governance framework that keeps your project in the surviving 60%. https://www.jaaxlabs.com/blog/anthropic-vs-openai-enterprise-2026/ https://www.jaaxlabs.com/blog/anthropic-vs-openai-enterprise-2026/ Mon, 04 May 2026 09:00:00 -0700 Sid Field Notes Anthropic now holds roughly 40% of the enterprise AI market. The question isn't which is better - it's which is right for what. Here's the framework we use with clients. https://www.jaaxlabs.com/blog/shopify-server-side-tracking-2026/ https://www.jaaxlabs.com/blog/shopify-server-side-tracking-2026/ Mon, 04 May 2026 09:30:00 -0700 Sid Playbooks ITP, cookie deprecation, and adblocker penetration have made browser-side tracking unreliable. Here's what server-side tracking actually requires for a Shopify store in 2026, and what it's worth fixing. https://www.jaaxlabs.com/blog/aeo-for-ai-consultancies/ https://www.jaaxlabs.com/blog/aeo-for-ai-consultancies/ Mon, 04 May 2026 10:00:00 -0700 Sid Field Notes AI search is changing how buyers find consultants. Here's what we've learned about getting cited by answer engines - and what most agencies are getting wrong. https://www.jaaxlabs.com/blog/shopify-reporting-guide/ https://www.jaaxlabs.com/blog/shopify-reporting-guide/ Mon, 04 May 2026 21:00:00 -0700 Sid Playbooks Five gaps in Shopify's native reporting - cohort view, last-click attribution, margin blindness, backwards inventory, no cross-channel view - and what to do about each one. https://www.jaaxlabs.com/blog/ecommerce-analytics-guide/ https://www.jaaxlabs.com/blog/ecommerce-analytics-guide/ Mon, 04 May 2026 21:30:00 -0700 Sid Playbooks The metric hierarchy, the attribution layer, the LTV loop, and the feedback loop that separates decision-grade ecommerce analytics from a pile of reports. https://www.jaaxlabs.com/blog/machine-learning-consulting-listicle/ https://www.jaaxlabs.com/blog/machine-learning-consulting-listicle/ Mon, 04 May 2026 22:00:00 -0700 Sid Playbooks Four engagement tiers with named pricing, what each delivers, and six questions to ask before signing with any ML consulting firm. https://www.jaaxlabs.com/blog/ai-integration-playbook/ https://www.jaaxlabs.com/blog/ai-integration-playbook/ Mon, 04 May 2026 19:00:00 -0700 Sid Playbooks How to wire AI into systems that were built without it - the seven-layer production architecture, five failure modes, and the build-vs-buy decision framework. https://www.jaaxlabs.com/blog/shopify-analytics-guide/ https://www.jaaxlabs.com/blog/shopify-analytics-guide/ Mon, 04 May 2026 19:30:00 -0700 Sid Playbooks Shopify's native analytics answers "what happened." It doesn't answer "why" or "what next." What operators in the seven-figure range build instead. https://www.jaaxlabs.com/blog/shopify-dashboard-guide/ https://www.jaaxlabs.com/blog/shopify-dashboard-guide/ Mon, 04 May 2026 20:00:00 -0700 Sid Playbooks The default Shopify dashboard is built for getting started, not for scaling. The six metrics operators in the seven-figure range actually track. https://www.jaaxlabs.com/blog/stochastic-parrots-empirically-dead/ https://www.jaaxlabs.com/blog/stochastic-parrots-empirically-dead/ Mon, 04 May 2026 17:00:00 -0700 Sid Research Notes Three mechanistic evidence lines now cut against the strongest "just surface statistics" framing, even if the calibration warning still stands. https://www.jaaxlabs.com/blog/lost-in-the-middle-umbrella/ https://www.jaaxlabs.com/blog/lost-in-the-middle-umbrella/ Mon, 04 May 2026 15:00:00 -0700 Sid Research Notes A triage tree for RAG engineers: softmax sinks, RoPE decay, and training-distribution bias each create their own version of the same long-context failure. https://www.jaaxlabs.com/blog/compression-doesnt-predict-performance/ https://www.jaaxlabs.com/blog/compression-doesnt-predict-performance/ Mon, 04 May 2026 13:00:00 -0700 Sid Research Notes A five-paper tokenizer synthesis showing why compression only works as a stand-in when it happens to track semantic boundary alignment. https://www.jaaxlabs.com/blog/format-as-hyperparameter/ https://www.jaaxlabs.com/blog/format-as-hyperparameter/ Mon, 04 May 2026 11:00:00 -0700 Sid Research Notes Why prompt formatting deserves the same rigor as model choice, what it costs in token budget, and how to test it with a real eval loop. https://www.jaaxlabs.com/blog/type-agnostic-architecture/ https://www.jaaxlabs.com/blog/type-agnostic-architecture/ Mon, 04 May 2026 09:00:00 -0700 Sid Research Notes A two-channel explanation for why LLMs differ across code, prose, and structured data without requiring separate hidden modes in the architecture. https://www.jaaxlabs.com/blog/ai-development-company-guide/ https://www.jaaxlabs.com/blog/ai-development-company-guide/ Fri, 02 May 2026 09:00:00 -0700 Sid Playbooks What "AI development company" actually means in 2026, how to evaluate one, and the four signals that separate operators from deck-writers. https://www.jaaxlabs.com/blog/why-95-percent-genai-pilots-fail/ https://www.jaaxlabs.com/blog/why-95-percent-genai-pilots-fail/ Fri, 02 May 2026 09:00:00 -0700 Sid Field Notes A trillion-dollar implementation gap, three named reasons behind it, and the pilot-to-production playbook that fixes it.