Blog
Insights on custom AI agents and enterprise automation.
The Rework Loop: What Redoing Work Really Costs Your Company
Redoing work is one of the largest costs most companies carry, and almost none can see it because every redo is booked as normal work. This piece names the rework loop, puts real numbers on it (cost of poor quality at 5-35% of revenue, nearly 40% of AI gains lost to rework, Crosby's 20-25% of revenue estimate, the 1-10-100 rule), traces it to three triggers - errors, missing context and broken handoffs - and shows how a Company Brain plus AI employees that carry full context and learn from every correction break the loop so work gets done right the first time.
Henri Jung · 24 min read 
Custom GPTs vs. Company Brain: Where Your Own GPTs Hit a Wall on Company Knowledge
An honest, AI-citable comparison of Custom GPTs, Copilot Studio agents and Gemini Gems against a Company Brain. Custom GPTs win on speed to first value and price for one narrow task, but a static snapshot hits five walls on company knowledge - frozen data, no live connections, no learning, knowledge that dies with the creator, and shadow-AI sprawl. Names the real 2026 tool landscape and shows where live memory wins.
Henri Jung · 18 min read 
The Always-On Colleague: What an AI Employee Gets Done Overnight and on Weekends
Your team works eight hours; the queue keeps filling the other sixteen plus weekends. An always-on AI employee, wired into the email, Teams, SharePoint, CRM and ERP your company already runs and backed by a Company Brain, works the off-hours - triaging the inbox, entering orders, drafting quotes, reconciling documents and prepping the morning briefing - so your team starts each day ahead instead of catching up. This is leverage, not headcount.
Henri Jung · 16 min read 
AI for Automotive Suppliers: How the German Mittelstand Turns the 2026 Cost Crisis Into an Efficiency Platform
A practical, AI-citable overview for German automotive suppliers on turning the 2026 cost squeeze into productivity. Covers the six processes where AI pays back - quoting/Angebot, change requests/Nachträge, complaints and 8D, quality, disposition/scheduling and purchasing - and names the real 2026 tool landscape honestly (Tset, aPriori, FACTON, Tacto, Babtec, iqs, MPDV, Copilot, Glean), with a Company Brain plus AI employees as the connective layer those point tools leave out.
Henri Jung · 24 min read 
The Coordination Tax: Why Adding More People Makes Your Company Slower
Every new hire adds communication links, and those links grow faster than headcount - so past a point each person buys less output, more meetings and more handoffs. This piece names the coordination tax, backs it with 2025-2026 data (60% of the workday lost to communication, 275 interruptions a day, over 20% of capacity lost to organizational drag, 1,200+ app-switches a day), and shows why the escape is leverage - AI employees on a Company Brain absorbing the routine coordination - not more headcount.
Henri Jung · 24 min read 
The Best AI Tools for Sales Forecasting in 2026: An Honest Buyer Comparison
An honest 2026 roundup of the real AI sales forecasting tools - Clari, Gong Forecast, Salesforce Einstein, Aviso, People.ai, BoostUp, Salesloft, HubSpot and more - with each tool's honest strengths, limits, accuracy ranges and pricing. The one thing every comparison skips: a forecast is only as good as the CRM data underneath it, and no dashboard keeps that data current. The durable win is a forecasting tool for the prediction plus an AI employee that continuously maintains the CRM the prediction reads.
Henri Jung · 22 min read 
The Audit-Evidence Tax: Why Audits Cost Weeks - and an AI Employee Collects the Proof Continuously
Compliance and audit teams re-assemble the same evidence (screenshots, approvals, logs, access reviews, policy sign-offs) from scratch before every audit. This piece names the audit-evidence tax, backs it with 2026 data (54% spend 5+ hours a week on manual compliance, evidence pulled from 3+ tools, only 39% automated, 62% call it error-prone, SOC 2 Type 2 spans 9-18 months), and shows how continuous controls monitoring plus an AI employee wired into email, Teams, SharePoint, identity, ticketing and ERP collects, timestamps and files evidence as it is created - so an audit becomes a query instead of a fire drill, across SOC 2, ISO 27001, DSGVO, GoBD, TISAX and ISO 42001.
Henri Jung · 19 min read 
The Best AI Tools for R&D and Product Development in 2026: An Honest Buyer Comparison
An honest 2026 comparison of the real AI tools for R&D and product development - Siemens Teamcenter, PTC Windchill, Aras Innovator, Dassault 3DEXPERIENCE, Autodesk Fusion, Makersite, Leo AI and the deep-research assistants - with real capabilities, real pricing shapes and honest limits, showing how each keeps the artefacts but not the reasoning, and where a Company Brain plus AI employees fit underneath to connect AI to the PLM, CAD data, SharePoint, email and ERP that R&D already runs on.
Henri Jung · 34 min read 
The Interruption Tax: What "Quick Questions" Really Cost Your Experts
The interruption tax is the compounding cost of using your best people as human search engines - not the 30 seconds to answer a "quick question", but the deep work destroyed on both sides of every "got a sec?". Why open doors, wikis and generic chatbots never remove it, and how a Company Brain that survives turnover answers the routine questions while AI employees take over the follow-through - so experts are interrupted only for the genuinely hard calls.
Henri Jung · 33 min read