Claude hallucinated we worked with the Austrian Federal Forestry Service. No source = no way to catch it. Provenance has to be a first-class object.
kromatic.com/blog/agentic...
Posts by Tristan Kromer
Claude hallucinated that we'd worked with the Austrian Federal Forestry Service. Nearly ended up in our marketing copy. No source citation = no way to catch it. That's why provenance has to be a first-class object, not an afterthought.
Innovation became a department instead of a discipline at most large companies. AI is heading the same way: a board agenda item owned by the CTO while everyone nods. If your CEO reports on AI separately, it hasn't permeated the company. kromatic.com/blog/stop-putting-ai-on-your-board-agenda
Harvard + Microsoft studied orgs with hundreds of active AI deployments and near-universal tool adoption. Individual productivity gains were 'trapped inside individual workflows.' The bottleneck isn't the tech. It's org design.
HBS found AI users were 19 percentage points less likely to get correct answers when working outside AI's capability boundary. The Consumer trap is real.
Same between humans and same between agents!
How we use AI matters more than whether we use it.
Most of us are using a Ferrari to drive to the mailbox. Six levels of AI adoption, from Bystander to Architect.
kromatic.com/blog/ai-adop...
Early adopters don’t just buy — they teach. Reverse customer development means listening deeply and letting real user behavior shape the product, not assumptions. 👂✨
buff.ly/9mrlKxC
#EarlyAdopters #CustomerDevelopment #LeanStartup #BuildMeasureLearn #ProductGrowth #Innovation #StartupMindset
42% of companies abandoned most AI initiatives in 2025. Not because AI doesn't work... because they measured it wrong.
AI isn't a strategy. It's a technology. The strategy is compressing your learning cycles.
AI agents have the same institutional memory problem as your innovation team. Every new session starts blank. The rediscovery tax just got automated.
Your AI Agents Have Amnesia. Here's the Fix. →
Network effects aren’t magic — they emerge when real users find real value and bring others along. Build strong fundamentals first, then watch the network grow.
buff.ly/v6L8yko
#NetworkEffects #CustomerDevelopment #LeanStartup #BuildMeasureLearn #StartupMindset #ProductGrowth #Innovation
The biggest startup lesson isn’t a trick — it’s consistency: learn fast, iterate faster, and always lead with evidence over ego. 🧠🔄
buff.ly/evjt93x
#StartupLessons #LeanStartup #BuildMeasureLearn #Entrepreneurship #Innovation #ContinuousLearning #ProductDevelopment
Whoa! Cool! Your project?
AI isn’t just a tool — it’s a partner in innovation. It speeds up learning, accelerates experimentation, and helps you test more ideas faster. Use it to augment judgment, not replace it.
buff.ly/P14iZsA
#AI #Innovation #BuildMeasureLearn #LeanStartup #FutureOfWork #Experimentation #StartupMindset
AI is a technological tipping point. The real advantage isn’t the tech itself — it’s how innovators apply it to real problems.
buff.ly/AJtX3uE
#AI #Innovation #TechnologicalTippingPoint #LeanStartup #BuildMeasureLearn #FutureOfWork #StartupMindset
Community isn’t a cost — it’s a multiplier. When innovators share insights, challenges, and experiments, the ROI isn’t just dollars — it’s collective learning that accelerates everyone. 🔄✨
buff.ly/Rx2lRCZ
#CommunityInnovation #ROI #LeanStartup #BuildMeasureLearn #CollectiveLearning #StartupMindset
Innovation training fails when it teaches answers instead of habits. Real innovation comes from doing — experimenting, failing, learning — not just watching slides.
buff.ly/NhA3u3O
#Innovation #LearningByDoing #LeanStartup #BuildMeasureLearn #ContinuousLearning #StartupMindset
Lean enterprise innovation isn’t a department — it’s how every part of the org learns fast, experiments smart, and makes decisions with real evidence. buff.ly/2c7MV4u
#LeanStartup #Innovation #BuildMeasureLearn #EnterpriseInnovation #StartupMindset #ContinuousLearning #SystemsThinking
Before you build innovation from scratch, look at what already works in your org. Often, the biggest wins come from amplifying existing strengths, not reinventing them. buff.ly/69eyAYX
#Innovation #LeanStartup #BuildMeasureLearn #CorporateInnovation #StartupMindset #Leadership #GrowthThinking
Quantitative experiments don’t need perfection — just clarity. Before you run one, ask: what decision will this actually change? If you can’t answer that, maybe don’t run it yet. buff.ly/px7cQ7y
#Experimentation #LeanStartup #BuildMeasureLearn #DataDriven #StartupMindset #ProductScience
Innovation ecosystems thrive not by abundance, but by strengthening the weakest link. Focus on the bottleneck — that’s where growth actually happens. 🌱 buff.ly/AnrN8cT
#InnovationEcosystem #LeanStartup #BuildMeasureLearn #DesignThinking #StartupMindset #SystemsThinking
Innovation metrics shouldn’t be one-size-fits-all. What matters in engineering isn’t the same as in marketing or sales — tailor metrics to each department’s role in learning and value creation. buff.ly/54KSrfh
#Innovation #Metrics #LeanStartup #StartupMindset #ProductDevelopment #Leadership
A good product starts with a clear customer persona. Stop building for “everyone” and define the someone you’re actually serving.
buff.ly/kHXILLh
#CustomerPersona #UX #LeanStartup #ProductDesign
Good prioritization is simple: focus where uncertainty is high and impact is big. Everything else can wait.
buff.ly/Pm0iUFp
#Prioritization #LeanStartup #ProductStrategy #StartupLife
You don’t always need large samples to start learning. Even with a small group — if you test intentionally and interpret with care — you can still verify assumptions and move forward.
Small-sample checks = early insights. Validate early, build smart.
buff.ly/EcLpOSM
#LeanStartup #Experimentation
A great investor pitch isn’t big visions — it’s real learnings. Show what you’ve tested, not what you’re guessing.
buff.ly/4QxmNSc
#LeanStartup #StartupLife #BuildMeasureLearn
🎣 Collecting leads isn’t the same as finding customers. A bowl full of business cards means nothing if no one’s truly interested.
Read more 👉 buff.ly/VzTfzHI
#LeadGeneration #Sales #StartupLessons #CustomerDiscovery
Strategy is a set of hypotheses. Build adaptive strategy into your process.
kromatic.com/blog/adaptiv...
by @trikro.bsky.social and Susie Braam #prodmgmt