https://ferrouslabs.co.uk/insights/ Practical perspectives from the Ferrous Labs team — for business leaders navigating AI without the patience for enterprise timelines. en-GB Mon, 28 Sep 2026 16:39:28 +0000 https://ferrouslabs.co.uk/insights/is-your-ai-getting-worse https://ferrouslabs.co.uk/insights/is-your-ai-getting-worse Mon, 28 Sep 2026 00:00:00 +0000 When an AI agent gets worse, nothing goes red. Ali Nadian on why AI needs a different kind of testing, how to score free text, and what good looks like. https://ferrouslabs.co.uk/insights/train-your-agent-like-a-neural-network https://ferrouslabs.co.uk/insights/train-your-agent-like-a-neural-network Mon, 28 Sep 2026 00:00:00 +0000 Treating an LLM agent’s configuration as weights gave a 59-point jump on unseen tasks. Then the rules changed and it fell to 29%. It had memorised the shop. https://ferrouslabs.co.uk/insights/ai-strategy-roadmap-specialist-businesses-uk https://ferrouslabs.co.uk/insights/ai-strategy-roadmap-specialist-businesses-uk Thu, 24 Sep 2026 00:00:00 +0000 AI strategy and roadmap consultancy UK: why generic roadmaps fail expert-led businesses, and how to find one built around your actual constraint. https://ferrouslabs.co.uk/insights/rag-evaluation-framework https://ferrouslabs.co.uk/insights/rag-evaluation-framework Wed, 23 Sep 2026 00:00:00 +0000 An answer can sound right while citing the wrong source. How to measure retrieval and generation separately, build test cases from real work, and turn the result into a gate you re-run before each release. https://ferrouslabs.co.uk/insights/ai-consultancy-mid-market-workflow-readiness https://ferrouslabs.co.uk/insights/ai-consultancy-mid-market-workflow-readiness Mon, 21 Sep 2026 00:00:00 +0000 AI consultancy for mid-market businesses workflow readiness: find out whether your process is repeatable enough before you build or engage a consultancy. https://ferrouslabs.co.uk/insights/ai-hallucination-examples https://ferrouslabs.co.uk/insights/ai-hallucination-examples Mon, 21 Sep 2026 00:00:00 +0000 Eight documented AI hallucinations, from court filings and an airline chatbot to a launch demo and a search engine, each traced to the gap that let it through. https://ferrouslabs.co.uk/insights/how-to-tell-if-ai-is-hallucinating https://ferrouslabs.co.uk/insights/how-to-tell-if-ai-is-hallucinating Mon, 21 Sep 2026 00:00:00 +0000 Six signs a model is making things up, the checks a team can run on a live feature, what hallucination checkers detect, and why detection is not measurement. https://ferrouslabs.co.uk/insights/llm-hallucination-rate https://ferrouslabs.co.uk/insights/llm-hallucination-rate Mon, 21 Sep 2026 00:00:00 +0000 Leaderboards measure a model on a benchmark; your feature has a different rate. What published hallucination rates can tell you, and how to measure your own. https://ferrouslabs.co.uk/insights/what-is-an-ai-hallucination https://ferrouslabs.co.uk/insights/what-is-an-ai-hallucination Mon, 21 Sep 2026 00:00:00 +0000 An AI hallucination is a confident, fluent output that is false. What the term means, why models do it, documented examples, and how to tell if yours is. https://ferrouslabs.co.uk/insights/ai-workflow-automation-technical-services-uk-why-generic-tools-fail https://ferrouslabs.co.uk/insights/ai-workflow-automation-technical-services-uk-why-generic-tools-fail Thu, 17 Sep 2026 00:00:00 +0000 Ai workflow automation often fails regulated technical services in the UK. Learn why bespoke workflow software built around your method is the answer https://ferrouslabs.co.uk/insights/ai-hallucinations-in-production https://ferrouslabs.co.uk/insights/ai-hallucinations-in-production Mon, 14 Sep 2026 00:00:00 +0000 Why a language model invents facts, where hallucinations actually enter a live product, and what reduces the rate in practice — in order of leverage. https://ferrouslabs.co.uk/insights/validate-saas-idea-from-existing-service https://ferrouslabs.co.uk/insights/validate-saas-idea-from-existing-service Thu, 10 Sep 2026 00:00:00 +0000 Validate a SaaS idea from an existing service by running a pricing experiment on your current clients before writing a line of code. Here is how it works. https://ferrouslabs.co.uk/insights/ai-integration-engineering-consultancies-workflow https://ferrouslabs.co.uk/insights/ai-integration-engineering-consultancies-workflow Mon, 07 Sep 2026 00:00:00 +0000 AI integration for engineering consultancies fails at workflow, not tool selection. Learn how to slot AI into client deliverables without disrupting accreditation. https://ferrouslabs.co.uk/insights/ai-surveyors-uk-recurring-revenue-workflow-first https://ferrouslabs.co.uk/insights/ai-surveyors-uk-recurring-revenue-workflow-first Thu, 03 Sep 2026 00:00:00 +0000 AI for surveyors UK recurring revenue starts with workflow automation, not a finished product. Learn the phased approach that proves ROI before you build. https://ferrouslabs.co.uk/insights/test-consulting-methodology-saas-before-building https://ferrouslabs.co.uk/insights/test-consulting-methodology-saas-before-building Mon, 31 Aug 2026 00:00:00 +0000 Test consulting methodology SaaS viability without a technical co-founder using a concierge MVP. Prove demand first, then build. Here is how. https://ferrouslabs.co.uk/insights/ai-strategy-consulting-productivity-legacy-systems https://ferrouslabs.co.uk/insights/ai-strategy-consulting-productivity-legacy-systems Mon, 24 Aug 2026 00:00:00 +0000 Legacy software quietly caps the productivity gains AI can deliver. How to tell whether it is your ceiling, and what to fix before committing budget. https://ferrouslabs.co.uk/insights/custom-ai-tool-build-workflow-design https://ferrouslabs.co.uk/insights/custom-ai-tool-build-workflow-design Mon, 17 Aug 2026 00:00:00 +0000 Custom AI tool build workflow design is where specialist AI projects break down. Learn how to test workflow fit before writing a single line of code. https://ferrouslabs.co.uk/insights/build-saas-product-without-technical-co-founder https://ferrouslabs.co.uk/insights/build-saas-product-without-technical-co-founder Mon, 10 Aug 2026 00:00:00 +0000 Build a SaaS product without a technical co-founder by validating demand first, then partnering with a build studio. Ferrous Labs explains the structured path. https://ferrouslabs.co.uk/insights/ai-for-surveyors-uk https://ferrouslabs.co.uk/insights/ai-for-surveyors-uk Thu, 06 Aug 2026 00:00:00 +0000 AI for surveyors UK works on site data capture, measurement checking and report assembly. Where the hours go, and which tasks must stay with the surveyor. https://ferrouslabs.co.uk/insights/bespoke-ai-solutions-for-business https://ferrouslabs.co.uk/insights/bespoke-ai-solutions-for-business Thu, 06 Aug 2026 00:00:00 +0000 Bespoke AI solutions for business range from configured software to genuinely custom builds. How to tell the tiers apart and which one your problem needs. https://ferrouslabs.co.uk/insights/turn-your-consultancy-into-a-software-product https://ferrouslabs.co.uk/insights/turn-your-consultancy-into-a-software-product Thu, 06 Aug 2026 00:00:00 +0000 To turn your consultancy into a software product, find the method you repeat. Five stages from repeatable core to customers, and where attempts stall. https://ferrouslabs.co.uk/insights/extract-data-from-technical-reports https://ferrouslabs.co.uk/insights/extract-data-from-technical-reports Thu, 06 Aug 2026 00:00:00 +0000 You can extract data from technical reports and surveys with AI, but accuracy depends on the field. What works, what needs checking, and how to test it. https://ferrouslabs.co.uk/insights/what-is-an-ai-transformation-studio https://ferrouslabs.co.uk/insights/what-is-an-ai-transformation-studio Thu, 06 Aug 2026 00:00:00 +0000 An AI transformation studio designs, builds and runs AI systems end to end. What that means in practice, and how to tell whether your business needs one. https://ferrouslabs.co.uk/insights/ai-consultancy-mid-market-businesses https://ferrouslabs.co.uk/insights/ai-consultancy-mid-market-businesses Thu, 06 Aug 2026 00:00:00 +0000 An AI consultancy for mid-market businesses works differently from an enterprise one. The constraints that actually change, and what to demand as a result. https://ferrouslabs.co.uk/insights/ai-strategy-consulting https://ferrouslabs.co.uk/insights/ai-strategy-consulting Thu, 06 Aug 2026 00:00:00 +0000 An AI strategy engagement should end in a tested plan, not a slide deck. What a good one delivers, what it costs, and the traps that waste the budget. https://ferrouslabs.co.uk/insights/ai-for-environmental-consultants-uk https://ferrouslabs.co.uk/insights/ai-for-environmental-consultants-uk Thu, 06 Aug 2026 00:00:00 +0000 AI for environmental consultants works best on survey data, monitoring records and reporting, not on judgement. Where it pays back and where it does not. https://ferrouslabs.co.uk/insights/signal-processing-machine-learning https://ferrouslabs.co.uk/insights/signal-processing-machine-learning Thu, 06 Aug 2026 00:00:00 +0000 Signal processing machine learning is not a contest. Where classical methods still beat models, where learning wins, and why the best systems use both. https://ferrouslabs.co.uk/insights/what-is-bespoke-ai-software https://ferrouslabs.co.uk/insights/what-is-bespoke-ai-software Thu, 06 Aug 2026 00:00:00 +0000 Bespoke AI software is built for one business rather than sold to many. What that means in practice, what it costs, and the test for whether you need it. https://ferrouslabs.co.uk/insights/add-ai-to-existing-software https://ferrouslabs.co.uk/insights/add-ai-to-existing-software Thu, 06 Aug 2026 00:00:00 +0000 You can add AI to existing software without rebuilding it. The three integration patterns, how to choose between them, and the traps in each approach. https://ferrouslabs.co.uk/insights/ai-agent-development-uk https://ferrouslabs.co.uk/insights/ai-agent-development-uk Thu, 06 Aug 2026 00:00:00 +0000 AI agent development UK guide for business buyers: what an agent actually is, when one beats a plain workflow, and what a production-grade build involves. https://ferrouslabs.co.uk/insights/ai-consultancy-uk https://ferrouslabs.co.uk/insights/ai-consultancy-uk Thu, 06 Aug 2026 00:00:00 +0000 AI consultancy UK buyers face strategy houses, agencies and studios all pitching the same words. How to tell them apart and the questions that reveal the fit. https://ferrouslabs.co.uk/insights/ai-customer-experience-service-business https://ferrouslabs.co.uk/insights/ai-customer-experience-service-business Thu, 06 Aug 2026 00:00:00 +0000 AI customer experience work in service businesses fails when it targets the front door. Where the real client frustration sits, and what to fix instead. https://ferrouslabs.co.uk/insights/ai-demand-forecasting https://ferrouslabs.co.uk/insights/ai-demand-forecasting Thu, 06 Aug 2026 00:00:00 +0000 AI demand forecasting accuracy depends on your data, not the model. What accuracy is realistic, the data you need, and when simpler methods honestly win. https://ferrouslabs.co.uk/insights/ai-for-engineering-firms-uk https://ferrouslabs.co.uk/insights/ai-for-engineering-firms-uk Thu, 06 Aug 2026 00:00:00 +0000 AI for engineering firms UK wide works best in stages. The adoption path that starts with one measurable workflow, and the traps that stall the rest. https://ferrouslabs.co.uk/insights/ai-workflow-automation-uk https://ferrouslabs.co.uk/insights/ai-workflow-automation-uk Thu, 06 Aug 2026 00:00:00 +0000 AI workflow automation UK pilots succeed or fail on scoping. How to pick the process, set the success measure, and know when to stop or scale. https://ferrouslabs.co.uk/insights/custom-ai-software-development https://ferrouslabs.co.uk/insights/custom-ai-software-development Thu, 06 Aug 2026 00:00:00 +0000 Custom AI software development runs on a different rhythm from normal projects. The five stages, what can go wrong at each, and how to keep risk bounded. https://ferrouslabs.co.uk/insights/custom-computer-vision-uk https://ferrouslabs.co.uk/insights/custom-computer-vision-uk Thu, 06 Aug 2026 00:00:00 +0000 Custom computer vision UK projects live or die on images and labels, not models. What a realistic build involves, and how to test feasibility first. https://ferrouslabs.co.uk/insights/industrial-ai https://ferrouslabs.co.uk/insights/industrial-ai Thu, 06 Aug 2026 00:00:00 +0000 Industrial AI projects stall on data, not models. How to audit the sensor and maintenance records you already hold, and what they are good enough to support. https://ferrouslabs.co.uk/insights/intelligent-document-processing-uk https://ferrouslabs.co.uk/insights/intelligent-document-processing-uk Thu, 06 Aug 2026 00:00:00 +0000 Intelligent document processing UK buyers face capable products and real limits. When off-the-shelf extraction works, and when your documents demand a build. https://ferrouslabs.co.uk/insights/predictive-maintenance-ai https://ferrouslabs.co.uk/insights/predictive-maintenance-ai Thu, 06 Aug 2026 00:00:00 +0000 Predictive maintenance AI needs failure history, not just sensors. A readiness checklist covering data, failure modes and the maintenance process itself. https://ferrouslabs.co.uk/insights/best-ai-workflow-automation-tools-uk https://ferrouslabs.co.uk/insights/best-ai-workflow-automation-tools-uk Wed, 05 Aug 2026 00:00:00 +0000 Zapier, Make, n8n or Power Automate for UK businesses? Compare by use case, data residency and compliance — plus when building bespoke pays better. https://ferrouslabs.co.uk/insights/why-ai-pilots-fail https://ferrouslabs.co.uk/insights/why-ai-pilots-fail Wed, 05 Aug 2026 00:00:00 +0000 Around 95% of enterprise AI pilots deliver no measurable return. The six reasons pilots die before production — and what the successful 5% do differently. https://ferrouslabs.co.uk/insights/best-ai-tools-uk-engineering-consultancies https://ferrouslabs.co.uk/insights/best-ai-tools-uk-engineering-consultancies Wed, 05 Aug 2026 00:00:00 +0000 Which AI tools actually save hours in a UK engineering consultancy — reports, bids, site notes, data pipelines — and the point where off-the-shelf stops working. https://ferrouslabs.co.uk/insights/ai-professional-services-software-real-or-illusion https://ferrouslabs.co.uk/insights/ai-professional-services-software-real-or-illusion Mon, 03 Aug 2026 00:00:00 +0000 AI professional services software can optimise a proxy metric instead of your real outcome. Learn how to validate before committing to a bespoke build in the UK. https://ferrouslabs.co.uk/insights/ai-professional-services-software-security-gap https://ferrouslabs.co.uk/insights/ai-professional-services-software-security-gap Sun, 02 Aug 2026 00:00:00 +0000 AI professional services software built on off-the-shelf LLMs carries real security risks. Discover why bespoke AI software security gives your business a genuine edge. https://ferrouslabs.co.uk/insights/workflow-automation-roi-which-processes-to-fix-first https://ferrouslabs.co.uk/insights/workflow-automation-roi-which-processes-to-fix-first Sun, 26 Jul 2026 00:00:00 +0000 Workflow automation ROI depends on where you start. Learn how to rank your workflows by revenue impact before touching a single tool or platform. https://ferrouslabs.co.uk/insights/custom-ai-software-uk-workflow-design-integration https://ferrouslabs.co.uk/insights/custom-ai-software-uk-workflow-design-integration Sun, 19 Jul 2026 00:00:00 +0000 Custom AI software UK projects fail at integration, not the model. Learn why workflow design must come before any build, and what that process involves. https://ferrouslabs.co.uk/insights/bespoke-ai-software-uk-compliance-architecture https://ferrouslabs.co.uk/insights/bespoke-ai-software-uk-compliance-architecture Wed, 15 Jul 2026 00:00:00 +0000 UK AI compliance designed in from the start ships faster and earns client trust. Why architecture-first beats retrofitting a regulated build later. https://ferrouslabs.co.uk/insights/productise-consulting-services-repeatability-map https://ferrouslabs.co.uk/insights/productise-consulting-services-repeatability-map Sun, 12 Jul 2026 00:00:00 +0000 Learn to productise consulting services the right way: map repeatable delivery from genuine human judgment before you invest a penny in SaaS software. https://ferrouslabs.co.uk/insights/bespoke-ai-software-why-generic-platforms-fall-short https://ferrouslabs.co.uk/insights/bespoke-ai-software-why-generic-platforms-fall-short Wed, 08 Jul 2026 00:00:00 +0000 Generic AI platforms cannot encode the methodology that makes a specialist business different. Where a bespoke build wins, and when it does not. https://ferrouslabs.co.uk/insights/ai-readiness-assessment-specialist-businesses https://ferrouslabs.co.uk/insights/ai-readiness-assessment-specialist-businesses Sun, 05 Jul 2026 00:00:00 +0000 An AI readiness assessment for a specialist UK business is not a technical audit — it is an adoption and governance test. Here is what to check before you spend anything. https://ferrouslabs.co.uk/insights/bespoke-ai-software-true-cost-consultancies https://ferrouslabs.co.uk/insights/bespoke-ai-software-true-cost-consultancies Wed, 01 Jul 2026 00:00:00 +0000 Bespoke AI Software costs more than the initial build quote. Honest UK breakdown of capex, opex, model maintenance and technical debt before you commit https://ferrouslabs.co.uk/insights/consulting-day-rate-bespoke-ai-software-pricing https://ferrouslabs.co.uk/insights/consulting-day-rate-bespoke-ai-software-pricing Sun, 28 Jun 2026 00:00:00 +0000 Learn the reverse-engineer test UK professional services firms use to check whether their IP can sustain recurring revenue. https://ferrouslabs.co.uk/insights/bespoke-ai-software-price-test-before-build https://ferrouslabs.co.uk/insights/bespoke-ai-software-price-test-before-build Fri, 26 Jun 2026 00:00:00 +0000 Before building bespoke AI software, specialist consultancies need to test pricing and buyer willingness. Here's how to avoid the recurring revenue trap. https://ferrouslabs.co.uk/insights/automation-threshold-scale-consultancy-without-hiring https://ferrouslabs.co.uk/insights/automation-threshold-scale-consultancy-without-hiring Wed, 24 Jun 2026 00:00:00 +0000 Trying to scale a consultancy without hiring? The problem usually isn't the technology. It's timing your shift from manual delivery to software. https://ferrouslabs.co.uk/insights/productise-your-consultancy-hidden-cost https://ferrouslabs.co.uk/insights/productise-your-consultancy-hidden-cost Wed, 24 Jun 2026 00:00:00 +0000 Development quotes miss the biggest cost of productising your consultancy. Here is how to calculate the real number before you commit to build. https://ferrouslabs.co.uk/insights/productise-consulting-services-unit-economics https://ferrouslabs.co.uk/insights/productise-consulting-services-unit-economics Mon, 22 Jun 2026 00:00:00 +0000 The median software gross margin is 80%. Whether your methodology can reach it depends on how much expert time is left in every engagement. https://ferrouslabs.co.uk/insights/consultancy-saas-build-iterative-funding https://ferrouslabs.co.uk/insights/consultancy-saas-build-iterative-funding Wed, 17 Jun 2026 00:00:00 +0000 Most consultancy SaaS builds fail because they're treated as projects, not learning loops. Here's how iterative validation changes that. https://ferrouslabs.co.uk/insights/concierge-mvp-managed-service-first https://ferrouslabs.co.uk/insights/concierge-mvp-managed-service-first Thu, 11 Jun 2026 00:00:00 +0000 Your consultancy is probably already running a concierge MVP and calling it the service. The slow part is what makes the product hard to copy. https://ferrouslabs.co.uk/insights/productise-consulting-services-with-ai-agents https://ferrouslabs.co.uk/insights/productise-consulting-services-with-ai-agents Thu, 11 Jun 2026 00:00:00 +0000 Specialist consultancies can productise consulting services using AI agents, but the quality lives in the handover design, not the agent itself. https://ferrouslabs.co.uk/insights/end-to-end-ai-delivery https://ferrouslabs.co.uk/insights/end-to-end-ai-delivery Mon, 18 May 2026 00:00:00 +0000 Discover how a single partner can guide you from strategy to live AI systems, delivering lean, measurable AI value with end‑to‑end management. https://ferrouslabs.co.uk/insights/best-ai-opportunity-right-now https://ferrouslabs.co.uk/insights/best-ai-opportunity-right-now Tue, 21 Apr 2026 00:00:00 +0000 A practical framework for ranking AI opportunities and picking the right first project for your business, in under a week. https://ferrouslabs.co.uk/insights/seven-business-outcomes-sme-predict-ai https://ferrouslabs.co.uk/insights/seven-business-outcomes-sme-predict-ai Tue, 21 Apr 2026 00:00:00 +0000 Seven practical outcomes any UK business can predict with AI from their historical data, plus the data, tools, and conditions you need to start. https://ferrouslabs.co.uk/insights/third-party-data-uk-sme-decisions https://ferrouslabs.co.uk/insights/third-party-data-uk-sme-decisions Tue, 21 Apr 2026 00:00:00 +0000 Most UK businesses ignore the public and third-party data that could sharpen their commercial decisions. A practical playbook for UK leaders. https://ferrouslabs.co.uk/insights/bespoke-ai-tools-uk-professional-services https://ferrouslabs.co.uk/insights/bespoke-ai-tools-uk-professional-services Tue, 14 Apr 2026 00:00:00 +0000 The 7 types of bespoke AI tools UK professional services firms are building now — what each one does in practice, and who it is genuinely right for. https://ferrouslabs.co.uk/insights/ai-readiness-assessment-framework https://ferrouslabs.co.uk/insights/ai-readiness-assessment-framework Tue, 14 Apr 2026 00:00:00 +0000 Find where you sit on the AI adoption curve and where AI would create the most value. The Lean AI Strategy Diagnostic gives you both answers in five minutes. https://ferrouslabs.co.uk/insights/why-uk-sme-ai-strategies-fail https://ferrouslabs.co.uk/insights/why-uk-sme-ai-strategies-fail Tue, 14 Apr 2026 00:00:00 +0000 Most UK SME AI strategies collapse before delivering value. Discover the real failure modes and a method-driven approach that actually works for your business. https://ferrouslabs.co.uk/insights/sme-ai-strategy-uk https://ferrouslabs.co.uk/insights/sme-ai-strategy-uk Wed, 08 Apr 2026 00:00:00 +0000 Discover how UK SMEs are building effective AI implementation strategies. Learn the proven 4-stage framework that transforms AI adoption from risky to reliable. https://ferrouslabs.co.uk/insights/5-signs-your-industry-needs-better-software https://ferrouslabs.co.uk/insights/5-signs-your-industry-needs-better-software Thu, 01 Jan 2026 00:00:00 +0000 Generic software fails specialist businesses for a structural reason: the training data does not exist. Five signs the gap in your industry is real. https://ferrouslabs.co.uk/insights/building-recurring-revenue-streams https://ferrouslabs.co.uk/insights/building-recurring-revenue-streams Thu, 01 Jan 2026 00:00:00 +0000 UK consulting growth went 23% to 11% to a forecast 3.6%. Recurring revenue changes what you can plan, not just what you earn, and a retainer is not the same thing. https://ferrouslabs.co.uk/insights/why-90-percent-of-saas-ideas-fail https://ferrouslabs.co.uk/insights/why-90-percent-of-saas-ideas-fail Thu, 01 Jan 2026 00:00:00 +0000 The 90% figure counts venture-backed startups missing a 10x return, not businesses failing. The ONS puts UK five-year survival at 38.4%. https://ferrouslabs.co.uk/insights/professional-software-pricing https://ferrouslabs.co.uk/insights/professional-software-pricing Mon, 01 Dec 2025 00:00:00 +0000 Your customer is already paying for the problem your software solves, in hours, rework and errors. That cost is the number you are looking for. https://ferrouslabs.co.uk/insights/why-most-saas-advice-doesnt-apply https://ferrouslabs.co.uk/insights/why-most-saas-advice-doesnt-apply Mon, 01 Dec 2025 00:00:00 +0000 The SaaS playbook was written when engineering was the hard part. It no longer is, and market access, data and expertise are now the scarce advantages. https://ferrouslabs.co.uk/insights/proof-of-demand-validation https://ferrouslabs.co.uk/insights/proof-of-demand-validation Sat, 01 Mar 2025 00:00:00 +0000 Your track record has already proved the demand. The one question it cannot answer is whether the value survives without you in the room. https://ferrouslabs.co.uk/insights/cost-of-ai-tools https://ferrouslabs.co.uk/insights/cost-of-ai-tools Sat, 01 Feb 2025 00:00:00 +0000 Custom AI development in the UK runs £5k for scoping to £300k+ for production. Why the range is so wide, and why scope is the question rather than cost. https://ferrouslabs.co.uk/insights/the-expertise-paradox https://ferrouslabs.co.uk/insights/the-expertise-paradox Sat, 01 Feb 2025 00:00:00 +0000 Expertise that lives only in people's heads is an asset that depreciates. It leaves at six, it retires, and it cannot be sold. Encoding it changes that.