Blog
Insights on custom AI agents and enterprise automation.
When the CRM Lies: The Hidden Cost of Stale Sales Data
CRM data decays 2-3% a month, quietly killing pipeline and the trust reps place in the system. This piece quantifies what stale sales data really costs, explains the doom loop of distrust and decay, shows why one-off cleanups never stick, and lays out how an AI employee that works inside the real CRM, email and Teams keeps records current as a byproduct of the work and improves through daily feedback.
Henri Jung · 28 min read 
The Best AI Tools for Pricing Optimization in 2026: An Honest B2B Buyer Comparison
An honest 2026 comparison of the real pricing optimization tools - Zilliant, Pricefx, Vendavo, PROS, Competera, plus ChatGPT and Claude as a baseline - organised by pricing job (list, deal/CPQ, competitive/dynamic, rebates, margin analytics), with real pricing and honest weaknesses. Plus why every tool optimises off its own island of data, and where a Company Brain that fixes pricing data at the source and connects deal history, cost and segments across CRM and ERP fits underneath the stack.
Henri Jung · 34 min read 
The Copy-Paste Economy: How Much of Your Team's Day Is Just Moving Data Between Systems
How much of the workday is spent re-keying the same data between email, Teams, SharePoint, CRM and ERP - and how an AI employee connected to the systems you already use removes the swivel-chair tax so people keep the judgement.
Henri Jung · 26 min read 
The Best AI Tools for RevOps and Sales Operations in 2026: An Honest Buyer Comparison
An honest 2026 comparison of the real RevOps and sales-operations AI stack - Clay, ZoomInfo, Apollo, Clari, Gong, People.ai, Default, LeanData, Salesloft/Outreach - organised by RevOps job (data hygiene, forecasting, routing, deal desk, activity capture), with real pricing and honest weaknesses. Plus why every tool holds its own copy of the truth, and where a Company Brain that fixes data at the source and connects CRM and ERP fits underneath the stack.
Henri Jung · 34 min read 
The Approval Bottleneck: Why Scaling AI Employees Just Moves the Constraint to Human Sign-Off
Automating execution just moves the bottleneck to human approval. Where approval queues form in finance, procurement, sales and compliance, what the wait costs in decision latency and idle agents, and how graduated autonomy plus a Company Brain moves sign-off from every-transaction to exception-only without losing control.
Henri Jung · 28 min read 
AI in the Food and Beverage Industry: Traceability, Recall Response, and Allergen Documentation
How food and beverage manufacturers use AI to cut recall-response time from days to minutes, keep allergen and HACCP documentation audit-ready, and chase supplier CoAs automatically - with the real tool landscape and where a Company Brain fits on top of the ERP and QMS you already run.
Henri Jung · 37 min read 
The Named Owner Problem: Who Is Accountable When Your AI Agent Gets It Wrong
AI agent accountability does not scale with intelligence. Every agent in production needs a named human owner, tiered autonomy over which decisions it makes alone, and a Company Brain that records the reasoning behind each action so the owner can actually answer for it.
Henri Jung · 23 min read 
AI for Freight Forwarders: Dispatch, Freight Billing, and Customs Documents
How freight forwarders and logistics providers use AI to win back time on dispatch, freight billing, and customs documents - with the real tool landscape and where a Company Brain fits.
Henri Jung · 38 min read 
Why AI Agents Need Write Access: Moving From Read-Only Copilots to AI Employees That Act
Read-only copilots only answer questions; AI agents with write access remove routine work by acting in your real systems. Why write access is the line between an assistant and an AI employee, and how to grant it responsibly with least-privilege scoping, human approvals, and a full audit trail.
Henri Jung · 26 min read