https://blinkxbbtv.com/ Independent analysis of engineering productivity measurement en https://blinkxbbtv.com/metrics/dora/https://blinkxbbtv.com/metrics/dora/DORA now tracks five metrics, not four. Here's what they measure, what they can't tell you, and why AI adoption is pulling throughput and stability apart.metrics https://blinkxbbtv.com/metrics/core-4/https://blinkxbbtv.com/metrics/core-4/Core 4 folds DORA, SPACE and DevEx into four dimensions. Here's how it works, why 'diffs per engineer' is controversial, and where it still falls short.metrics https://blinkxbbtv.com/articles/dora-cannot-measure-ai/https://blinkxbbtv.com/articles/dora-cannot-measure-ai/Your DORA dashboard went green after rolling out Copilot, and your engineers say they feel slower. Here's why both can be true.ai-measurement https://blinkxbbtv.com/articles/ai-technical-debt/https://blinkxbbtv.com/articles/ai-technical-debt/Two large 2026 datasets on AI-assisted code and maintenance burden — what they found, what they don't prove, and how to read them before quoting them.ai-measurement https://blinkxbbtv.com/articles/ai-code-attribution/https://blinkxbbtv.com/articles/ai-code-attribution/Four ways to work out how much of your codebase came from AI assistants — IDE telemetry, heuristics, commit provenance and surveys — and the failure mode of each.ai-measurement https://blinkxbbtv.com/tools/free-and-open-source/https://blinkxbbtv.com/tools/free-and-open-source/You can run DORA metrics without paying a vendor. Here's what's available, what each option costs you in engineering time, and when free stops being cheaper.tools https://blinkxbbtv.com/tools/metadata-vs-code-level/https://blinkxbbtv.com/tools/metadata-vs-code-level/Engineering analytics platforms split into two architectures. The difference decides what questions you can answer — and how long your security review takes.tools https://blinkxbbtv.com/tools/pluralsight-flow-alternatives/https://blinkxbbtv.com/tools/pluralsight-flow-alternatives/Appfire Flow (ex Pluralsight Flow, ex GitPrime) reaches end of life 31 December 2027 and renewals closed 30 June 2026. The verified dates and how to pick a replacement.tools https://blinkxbbtv.com/tools/linearb-vs-swarmia/https://blinkxbbtv.com/tools/linearb-vs-swarmia/LinearB automates the workflow. Swarmia measures the team and asks it to change. Which one fits depends on a question about your organisation, not your stack.tools https://blinkxbbtv.com/tools/pricing/https://blinkxbbtv.com/tools/pricing/Most vendors in this category hide pricing. Here's what buyers report paying, where the figures disagree, and how to read a quote before you sign one.tools https://blinkxbbtv.com/tools/jellyfish-vs-linearb/https://blinkxbbtv.com/tools/jellyfish-vs-linearb/These two platforms answer different people's questions. Jellyfish is built for the CTO reporting to a board; LinearB for the manager fixing a review bottleneck.tools https://blinkxbbtv.com/tools/jellyfish-alternatives/https://blinkxbbtv.com/tools/jellyfish-alternatives/Jellyfish is built for organisations where a six-figure platform is a rounding error. If that isn't you, here's the field — including the options that publish pricing.tools https://blinkxbbtv.com/articles/individual-metrics-damage-teams/https://blinkxbbtv.com/articles/individual-metrics-damage-teams/The argument against per-developer measurement, the 2023 debate that made it public, and the peer-reviewed research on what monitoring does to teams.opinion https://blinkxbbtv.com/articles/dora-metrics-lie/https://blinkxbbtv.com/articles/dora-metrics-lie/Seven ways a DORA dashboard produces confident, wrong numbers — and how to tell whether yours is measuring delivery or measuring your configuration.opinion https://blinkxbbtv.com/articles/first-90-days-metrics/https://blinkxbbtv.com/articles/first-90-days-metrics/A sequenced plan for introducing delivery metrics without triggering the resistance that kills most measurement programmes in month two.practice https://blinkxbbtv.com/tools/dx-vs-swarmia/https://blinkxbbtv.com/tools/dx-vs-swarmia/Both add developer experience data to delivery metrics. DX leads with surveys and a proprietary index; Swarmia pairs surveys with system data and team agreements.tools https://blinkxbbtv.com/tools/vendor-questions-checklist/https://blinkxbbtv.com/tools/vendor-questions-checklist/The questions that separate a platform that answers your question from one that answers a question you don't have. Ask all twelve before the second demo.tools https://blinkxbbtv.com/articles/ai-roi-for-the-board/https://blinkxbbtv.com/articles/ai-roi-for-the-board/You've been asked for a return figure on AI coding tools. Here's a defensible answer, why the confident version is worse than the honest one, and what to bring instead.ai-measurement https://blinkxbbtv.com/articles/metrics-broken-by-ai/https://blinkxbbtv.com/articles/metrics-broken-by-ai/Six measures that were reasonable proxies until assistants changed what they proxy for — and what still holds up.ai-measurement https://blinkxbbtv.com/tools/under-50-engineers/https://blinkxbbtv.com/tools/under-50-engineers/The market is built for organisations several times your size. Here's what's worth having below 50 engineers, and what you'd be paying for that you won't use.tools https://blinkxbbtv.com/tools/linearb-alternatives/https://blinkxbbtv.com/tools/linearb-alternatives/LinearB's distinctive feature is workflow automation, not measurement. That changes which alternatives are actually comparable — and most lists get it wrong.tools https://blinkxbbtv.com/metrics/space/https://blinkxbbtv.com/metrics/space/SPACE says productivity is multidimensional and no single metric captures it. Here's how to apply it, and why its Activity dimension is now the weak one.metrics https://blinkxbbtv.com/metrics/devex/https://blinkxbbtv.com/metrics/devex/The framework that measures the lived experience of developers rather than the artefacts they produce — three dimensions, how to measure them, and its limits.metrics https://blinkxbbtv.com/articles/metrics-for-platform-teams/https://blinkxbbtv.com/articles/metrics-for-platform-teams/Platform teams ship to other engineers, so delivery metrics measure their customers rather than them. Here's what to measure instead.practice https://blinkxbbtv.com/articles/talking-to-your-team-about-metrics/https://blinkxbbtv.com/articles/talking-to-your-team-about-metrics/The conversation that determines whether a measurement programme works. What to say, what not to say, and what the research shows about framing.practice https://blinkxbbtv.com/articles/the-dashboard-nobody-opens/https://blinkxbbtv.com/articles/the-dashboard-nobody-opens/Most engineering metrics programmes fail quietly: the data is fine, the dashboard exists, and nobody looks at it. Why that happens and how to fix it.opinion https://blinkxbbtv.com/tools/negotiating-with-vendors/https://blinkxbbtv.com/tools/negotiating-with-vendors/Quote-only pricing means the first number is a starting position. Where the leverage is, what the line items hide, and which terms matter more than the rate.tools https://blinkxbbtv.com/tools/total-cost-of-ownership/https://blinkxbbtv.com/tools/total-cost-of-ownership/The licence is the part everyone models. Here's the full three-year picture, including the internal time that routinely exceeds it.tools https://blinkxbbtv.com/tools/ai-measurement-tools/https://blinkxbbtv.com/tools/ai-measurement-tools/A new product category formed around one question boards are asking. Here's what the different architectures can and cannot establish.ai-measurement https://blinkxbbtv.com/articles/management-versus-reporting/https://blinkxbbtv.com/articles/management-versus-reporting/One set helps a team decide what to change this week. The other explains engineering to people outside it. Most programmes fail by trying to use one set for both.opinion https://blinkxbbtv.com/tools/faros-vs-jellyfish/https://blinkxbbtv.com/tools/faros-vs-jellyfish/Both sell to executives and both cost six figures at scale. They answer different questions, and one of them has staked its position on AI ROI.tools https://blinkxbbtv.com/articles/engineering-efficiency-is-the-wrong-frame/https://blinkxbbtv.com/articles/engineering-efficiency-is-the-wrong-frame/Efficiency is output over input. Software development has neither a stable output nor a comparable input, which is why the frame keeps producing bad decisions.opinion https://blinkxbbtv.com/tools/for-platform-teams/https://blinkxbbtv.com/tools/for-platform-teams/Platform teams have a different buying problem: they need metrics about other people's work, surfaced where developers already are. Most of the category isn't built for that.tools