Blog
Insights on custom AI agents and enterprise automation.
RAG vs Fine-Tuning vs a Company Brain: The 2026 Guide to Making AI Actually Know Your Business
RAG grounds AI in current facts, fine-tuning shapes behaviour, and a living Company Brain survives staff turnover. An honest three-way guide to making AI actually know your business - with the 2026 consensus and the DSGVO realities most comparisons skip.
Henri Jung · 34 min read 
The AI Employee for Partner and Channel Management: Onboarding Resellers, Enablement and Deal Registration Without a Bigger Channel Team
How an AI employee owns channel operations end to end - onboarding resellers, answering enablement questions, deal-registration intake and dedup, MDF and co-marketing admin, and partner-tier and compliance checks - connected to your CRM, PRM, email and Teams. It is grounded in a Company Brain that keeps your partner tiers, rules of engagement, best answers and deal-registration logic when a channel manager leaves. Distinct from a PRM like Impartner, PartnerStack, Allbound, ZINFI or Crossbeam, with the economics of flat channel teams against growing partner counts, the DSGVO and EU AI Act Article 50 transparency line, and a 90-day rollout playbook.
Henri Jung · 35 min read 
The Best AI Tools for Expense and Travel Management: An Honest 2026 Buyer Comparison
An honest 2026 comparison of AI expense and travel (T&E) tools - Ramp, Brex, Navan, SAP Concur, Expensify, Zoho Expense, plus generic ChatGPT and Claude - with real capabilities and pricing tiers. Every tool captures receipts and enforces some policy, but none keeps how your company actually codes spend, approves exceptions and reasons about policy, nor runs the approval end-to-end across your real systems. The durable win is a Company Brain that keeps your coding rules, approver map, policy exceptions and prior-year reasoning when the finance owner leaves, plus an AI employee that runs T&E intake, GL and cost-centre coding, policy checks and approval routing across email, the card platform and the ERP. Includes the GoBD, DSGVO and EU AI Act Article 50 realities most comparisons skip.
Henri Jung · 35 min read 
The End of Labor Arbitrage: How AI Employees Outwork the BPO Model
AI vs outsourcing in 2026: why the BPO labor-arbitrage model is collapsing, the unit economics of AI employees, and how to move off it without losing the knowledge that used to walk out with the vendor - into a Company Brain that keeps it in-house.
Henri Jung · 33 min read 
The Best AI Tools for ESG and Sustainability Reporting: An Honest 2026 Buyer Comparison
An honest 2026 comparison of AI ESG and sustainability reporting tools - Watershed, Persefoni, Sweep, Greenly, Plan A, IBM Envizi, Workiva, plus generic ChatGPT and Claude - with real capabilities and pricing tiers. Every tool measures and reports, but none keeps how your company actually compiles its disclosures or aggregates the evidence across your real systems. The durable win is a Company Brain that keeps your ESG methodology, emission-factor choices, supplier-data mappings and prior-year reasoning when the sustainability lead leaves, plus an AI employee that aggregates CSRD/ESRS evidence across ERP, procurement, HR and utility data and drafts the report. Includes the CSRD, ESRS, 2026 Omnibus scope changes and DSGVO realities most comparisons skip.
Henri Jung · 35 min read 
The Cross-Department Handoff: Where Work and Knowledge Go to Die
The seams between departments are where context, decisions and accountability get lost - re-explained, re-discovered, or dropped entirely. With verified 2026 data (75% of cross-functional teams dysfunctional, 84% report high collaboration drag, APQC's 8.2 lost hours a week), this is a strategy guide that models the euro cost of a broken handoff, shows why workflow/BPM tools and wikis fail to close the seam, and how a Company Brain carries context across it while AI employees run the handoff end-to-end across email, Teams, SharePoint, CRM and ERP. Distinct from a workflow tool and a generic knowledge base.
Henri Jung · 33 min read 
The Best AI Tools for Cybersecurity and SOC Operations: An Honest 2026 Buyer Comparison
An honest 2026 comparison of AI SOC tools - CrowdStrike Charlotte AI, Microsoft Security Copilot, Dropzone AI, Prophet Security, Torq HyperSOC, Radiant Security, Simbian, Google SecOps and Purple AI, plus generic ChatGPT and Claude - with real capabilities and pricing tiers. Every tool triages and enriches alerts but none keeps how your SOC actually investigates and responds, nor owns the end-to-end response across your real systems. The durable win is a Company Brain that keeps your environment context, playbooks and past-incident reasoning when the senior analyst leaves, plus an AI employee that runs Tier-1 triage and response across SIEM, EDR, ticketing and email. Includes the EU AI Act, NIS2 and DSGVO oversight lines most comparisons skip.
Henri Jung · 35 min read 
Agent Sprawl: When You Run 40 AI Tools and No Company Brain to Connect Them
AI agent sprawl is dozens of disconnected AI tools with siloed memory. What it costs, why more tools is not more leverage, and the Company Brain that connects them.
Henri Jung · 34 min read 
The Best AI Tools for Competitive and Market Intelligence: An Honest 2026 Buyer Comparison
An honest 2026 comparison of AI competitive intelligence tools - Crayon, Klue, AlphaSense, CB Insights, Similarweb, Semrush, Contify, plus generic ChatGPT and Perplexity - with real capabilities and pricing tiers. Every tool surfaces what rivals do but never keeps your own win/loss reasoning and positioning, and none acts on the intel. The durable win is a Company Brain that keeps how your company actually wins (battlecards, objection handling, win themes, pricing rationale) so it survives when the product-marketing owner leaves, plus an AI employee that monitors rivals and maintains battlecards across CRM, email and the web. Includes the EU AI Act Article 50 transparency note most comparisons skip.
Henri Jung · 35 min read