Blog
Insights on custom AI agents and enterprise automation.
The AI Employee for Warranty and Aftersales Claims: Keeping the Goodwill Rules When the Service Lead Leaves
How an AI employee owns warranty and aftersales claims end to end - intake, coverage and eligibility checks, goodwill decisions within policy, spare-parts and repair routing, and supplier recovery claims - connected to your ERP (SAP), CRM, warranty and field-service systems and email. The decisive difference from classic warranty-automation software is a Company Brain that keeps the goodwill rules, the borderline-claim reasoning, the known failure patterns and past decisions - so the single source of judgement survives when the one service manager who "just knows how we handle this" leaves. Grounded in 2026 aftersales data, with the how-it-differs section, the economics, a 90-day rollout, and the DSGVO and EU AI Act Article 50 realities. Leverage, not headcount.
Henri Jung · 34 min read 
Why 86% of AI Agent Pilots Never Reach Production - and How the 14% Break Through
Roughly 78% of enterprises are running AI agent pilots, but only 14% ever scale one into production. The gap is not a model problem - it is organizational: legacy integration, inconsistent output at volume, missing monitoring, unclear ownership, and thin domain data. This guide breaks down the five gaps that kill pilots and what the 14% do differently - a persistent Company Brain and AI employees grounded in real workflows that improve through daily feedback, not another isolated pilot bot.
Henri Jung · 34 min read 
The Best AI Tools for the IT Service Desk in 2026: An Honest Comparison
An honest 2026 comparison of AI IT service desk tools - Freshservice with Freddy AI, Jira Service Management with Rovo, ServiceNow with Moveworks, Aisera, eesel AI, Workativ, Unthread and Zendesk AI - across native versus AI-layer models, pricing reality, and the deflection-versus-resolution trap. Every tool answers and most can act, but none keeps how your company actually resolves tickets when the person who knows leaves, and roughly 70% of AI agent failures trace to the knowledge layer, not the model. The durable win is a Company Brain that keeps your resolution reasoning through turnover, plus a Teams- and email-native AI employee that resolves routine tickets end to end across your ITSM tool, identity provider, MDM and SharePoint. Includes the EU AI Act Article 50 and 14 duties and the DSGVO and works-council realities most comparisons skip.
Henri Jung · 30 min read 
The Best AI Tools for Voice of Customer and Customer Feedback Analysis: An Honest 2026 Buyer Comparison
An honest 2026 comparison of the real Voice-of-Customer and customer-feedback-analysis tools - Chattermill, Medallia, Qualtrics XM, Enterpret, Thematic, Verint, Lumoa, plus generic ChatGPT and Claude as a baseline - across theme and sentiment analysis, multichannel unification, integrations and pricing reality. Every tool tags sentiment and clusters themes, but none keeps how your company actually interprets feedback and decides what to act on - the segment priorities, the "we don't act on X" rules, the past decisions - and that reasoning leaves when the CX or insights owner leaves. The durable win is a Company Brain that keeps your feedback-interpretation logic through turnover, plus an AI employee that triages feedback and closes the loop across CRM, support, product analytics and email. Includes the EU AI Act Article 50 transparency line and the DSGVO and PII-in-feedback realities most comparisons skip.
Henri Jung · 35 min read 
The AI Employee for Master Data Management: Keeping the Single Source of Truth Alive When the Data Steward Leaves
How an AI employee owns master data management end to end - deduping and merging records, enforcing the golden-record rules, validating new customers, vendors and materials, and resolving routine data-quality exceptions - connected to your ERP (SAP), CRM, PIM and data warehouse. The decisive difference from a classic MDM platform (Informatica, SAP Master Data Governance, Stibo Systems, Semarchy, Reltio, Ataccama) is a Company Brain that keeps the survivorship rules, naming standards and known exceptions, so the single source of truth survives when the one data steward who "just knows how we master this" leaves. Grounded in 2026 data-quality cost data, with the how-it-differs section, the economics, a 90-day rollout, and the DSGVO and EU AI Act Article 50 realities. Leverage, not headcount.
Henri Jung · 34 min read 
The Best AI Revenue Intelligence and Sales Forecasting Tools: An Honest 2026 Buyer Comparison
An honest 2026 comparison of the real revenue intelligence and sales forecasting platforms - Gong, Clari, People.ai, Salesloft, Aviso, Revenue.io, plus BoostUp and 6sense and generic ChatGPT/Claude as a baseline - across conversation intelligence, forecasting, activity capture, integration and pricing reality. Every tool captures activity and forecasts, but none keeps how your company actually scores a deal and judges the forecast - and that reasoning leaves when the rep or RevOps lead leaves. The durable win is a Company Brain that keeps your deal-scoring and forecast judgement through turnover, plus an AI employee that runs routine pipeline hygiene, updates and follow-ups across the CRM, email and the forecasting tool. Includes the EU AI Act Article 50 transparency line and the DSGVO, call-recording and works-council realities most comparisons skip.
Henri Jung · 34 min read 
The Meeting Tax: Why Your Company Spends More Time Talking About Work Than Doing It
The meeting tax is meeting overload plus context-switching treated as one compounding cost - not just the hours in the call. This thought-leadership piece models what it really costs with verified 2026 data (~11.3 hrs/week in meetings plus 3-4 hrs adjacent overhead, meeting volume up 250%+ since 2020, interruptions every 2 minutes and 23 minutes to regain focus, task-switching consuming up to 40% of productive time, ~$1T/yr information-overload cost, 88% of heavy AI users reporting burnout), shows why more or shorter meetings, wikis and generic copilots never remove it (they trim symptoms but never the reason the sync exists), and how a Company Brain that survives turnover carries context so fewer syncs are needed while AI employees absorb the routine status-chasing, follow-ups and re-explaining across email, Teams, SharePoint, CRM and ERP. Leverage, not more calendar.
Henri Jung · 34 min read 
The Verification Tax: Why Checking AI's Work Is Quietly Eating the Time It Saved
Generic AI does not know your company, so every output has to be re-checked against company reality - pricing, policy, prior decisions, who signs off - and that checking quietly eats back the time AI was meant to save. This thought-leadership piece names the verification tax, models its euro cost with verified 2026 data (Workday's 37% rework, Glean's 6.4 hours a week of "botsitting", the BetterUp/Stanford workslop study, Sage and Foxit verification surveys, Connext's 17% trust figure), shows why copilots, wikis, RAG-only search and point tools cannot remove it (they surface text but never hold your company's ground truth), and how a Company Brain that learns the company via employee feedback plus AI employees acting in real systems make output right the first time. Leverage, not headcount.
Henri Jung · 35 min read 
The Best AI Tools for Legal Teams and Contract Review: An Honest 2026 Buyer Comparison
An honest 2026 comparison of the real legal-AI tools - Harvey, Thomson Reuters CoCounsel, Legora, Robin AI, Luminance, Spellbook, Ironclad (AI Assist), ContractPodAi (Leah), Lexis+ AI, Kira, plus generic ChatGPT and Claude as a baseline - across contract review, research, drafting, CLM, integration and pricing reality. Every tool redlines and researches, but none keeps how your legal team actually decides - the clause preferences, fallback positions, and reasons you accept or reject terms - and that reasoning leaves when the lawyer leaves. The durable win is a Company Brain that keeps your legal playbook through turnover, plus an AI employee that runs routine review and intake across email, the CLM, the DMS and the CRM. Includes the EU AI Act, DSGVO and legal-privilege realities most comparisons skip.
Henri Jung · 34 min read