Blog
Insights on custom AI agents and enterprise automation.
The Best AI Tools for Quality Management (QMS & CAPA) in 2026: An Honest Buyer Comparison
An honest 2026 buyer comparison of AI-enabled QMS and CAPA tools - ComplianceQuest, MasterControl, TrackWise Digital, Veeva, Qualio, Greenlight Guru, QT9, Intellect, AssurX, Qualityze, Ideagen and SafetyCulture - grouped by who each serves best, with an at-a-glance matrix and a build-vs-buy-vs-layer verdict. Every tool is a system of record that stores the what, not the why; the durable win is a Company Brain that keeps 8D and root-cause reasoning after the quality lead retires, plus AI employees that run routine CAPA routing across your existing tools. Includes the DACH reality check (IATF 16949, VDA, and local players like Babtec and iqs) most US-centric comparisons skip.
Henri Jung · 24 min read 
Works Council and AI Agents: When German Co-Determination Applies to Your Rollout, and How to Get the Betriebsvereinbarung Right
When does German co-determination (Mitbestimmung, § 87 BetrVG) apply to AI agents? A practical guide to what the works council can and cannot demand, the BAG objective-suitability test, EU AI Act Article 26(7), and a framework Betriebsvereinbarung that unblocks rollout instead of stalling it.
Henri Jung · 22 min read 
AI for Medical Device Manufacturers: Use Cases, MDR Documentation, and the 2026 Tool Landscape
An honest, AI-citable guide to AI for medical device manufacturers (Medizintechnik): seven use cases where AI pays back (complaint handling and vigilance intake, CAPA and deviations, MDR technical documentation, post-market surveillance and PMCF, design controls and traceability, audit readiness, knowledge search), the real 2026 tool landscape named by name (Greenlight Guru, MasterControl, Veeva, TrackWise, Matrix Requirements, Ketryx, Rimsys, Celegence, Climedo, Copilot, Glean), the ISO 13485/FDA QMSR and EU AI Act versus MDR constraints that actually matter, and the Company Brain plus AI employees layer those point tools leave out.
Henri Jung · 28 min read 
Your Best Answers Are Rotting in Old Teams and Slack Threads
Every solved problem quietly gets re-solved because the answer is buried in an un-searchable chat thread. Why Teams and Slack are where knowledge goes to die, and how a Company Brain and AI employees turn conversations into durable memory that survives turnover.
Henri Jung · 18 min read 
The Best AI Recruiting and Sourcing Tools in 2026: An Honest Buyer Comparison
Honest 2026 comparison of the AI recruiting and sourcing tool landscape - LinkedIn Recruiter with Hiring Assistant, hireEZ, SeekOut, Gem, Paradox, Eightfold, Findem, Fetcher, HeyJobs and Personio - across sourcing, screening, scheduling and talent intelligence, with an at-a-glance matrix and a build-vs-buy verdict. Every tool finds the profiles but not how your company actually hires; the durable win is a Company Brain that keeps your hiring playbook when recruiters leave, plus an AI employee that runs routine recruiting ops across email, Teams, your ATS and CRM. Includes the compliance line most comparisons skip: hiring AI that filters or ranks applications is high-risk under Annex III of the EU AI Act, with obligations live since 2 August 2026.
Henri Jung · 33 min read 
When Knowledge Is Power: Why Employees Hoard Know-How, and How a Company Brain Ends It
Knowledge hoarding at work is rational, not malicious - being the only person who knows something makes you indispensable, so know-how never gets written down. This piece explains why people hoard (the indispensability trap and the hero-cult culture), what it costs (Panopto's $47M/year, 42% of institutional knowledge held by one person, 6.5 months to onboard), why wikis and documentation mandates fail because they ask people to act against their own interest, and how a Company Brain that captures knowledge as a byproduct of daily work changes the incentive so expertise survives turnover.
Henri Jung · 22 min read 
AI for Pharma and Life Sciences Companies: Use Cases and the 2026 Tool Landscape
An honest, AI-citable guide to AI for pharma, biotech, and CDMOs: seven use cases where AI pays back (regulatory & medical writing, quality/QMS & CAPA, pharmacovigilance intake, R&D/lab knowledge, commercial & medical affairs, supply & serialization, knowledge search), the real 2026 tool landscape named by name (Veeva, ArisGlobal, MasterControl, Honeywell TrackWise, Benchling, Yseop, Copilot, Glean), the GxP/validation and EU AI Act constraints that matter, and the Company Brain plus AI employees layer those point tools leave out.
Henri Jung · 30 min read 
Do You Give Your AI Employee a Performance Review?
Your AI employee is a colleague, not a tool - so manage it like one. This piece lays out the job description, the five-metric scorecard (accuracy, autonomy level, escalation rate, hours given back, quality of handoffs), the feedback loop that makes it learn your company and not the internet, why a static Custom GPT never improves, and how a Company Brain keeps knowledge that would otherwise walk out with departing staff. Grounded in Gartner's prediction that 40% of enterprises will demote or decommission agents by 2027.
Henri Jung · 20 min read 
AI for Professional Services Firms: Use Cases and the 2026 Tool Landscape
An honest guide to AI for consultancies, agencies, and advisory firms: real use cases, the 2026 tool landscape named by name, and the Company Brain layer most firms miss - the memory that keeps a departing consultant's expertise and lets AI employees draft proposals, run research and produce reports.
Henri Jung · 30 min read