Blog
Insights on custom AI agents and enterprise automation.
The End of Per-Seat Software: Why AI Employees Are Priced by Outcome, Not by Login
Per-seat SaaS pricing is collapsing and outcome-based pricing is taking over for AI agents. The real 2026 data - seats down from 21% to 15% in a year, Gartner's $234bn repricing, Intercom Fin's ~$0.99 per resolution - plus the Superkind argument that outcome pricing only works when an AI employee actually owns an end-to-end outcome: a Company Brain that survives turnover, write access to real systems, and learning from feedback. A rebranded chatbot cannot be priced per outcome because it never completes one. Includes a buyer's guide to evaluating outcome-based AI pricing, what an outcome must mean, and the contract guardrails.
Henri Jung · 34 min read 
The Best AI Tools for Internal Communications and Employee Engagement: An Honest 2026 Buyer Comparison
An honest 2026 comparison of the AI internal communications and employee engagement tools that matter - Staffbase, Poppulo, Haiilo, Simpplr, Firstup, Workvivo, Axios HQ, Synthesia, Microsoft Copilot in Teams and ChatGPT or Claude - with real capabilities and pricing tiers across platforms, distribution, writing, video and in-flow assistants. Internal-comms tools generate and distribute messages, but they do not keep the company's messaging knowledge or run the last mile across systems. The durable win is a Company Brain that keeps tone, messaging and org context when the comms owner leaves, plus an AI employee that drafts and runs internal updates across email, Teams, SharePoint and the intranet - more output without more headcount. Includes the EU AI Act Article 50 transparency line most comparisons skip.
Henri Jung · 35 min read 
The AI Employee for Third-Party and Vendor Risk: Continuous Monitoring Instead of the Annual Questionnaire
How an AI employee owns third-party and vendor risk end to end - intake checks, continuous monitoring of security, financial, sanctions and news signals, questionnaire chasing and re-assessment - grounded in your GRC stack and a Company Brain that keeps how you assess suppliers.
Henri Jung · 34 min read 
The Best AI Tools for Marketing Content Operations: An Honest 2026 Buyer Comparison
Honest 2026 comparison of the AI marketing content tools that matter - Jasper, Writer, HubSpot Breeze, Adobe GenStudio, Optimizely Opal, Contentful, Aprimo, Copy.ai, Typeface and Persado - across generation, content operations, CMS, DAM and messaging optimisation, with a build-vs-buy view. Every generator re-learns your brand voice each prompt; the durable win is a Company Brain that keeps tone, messaging, product naming and glossary once and applies it across every channel, plus an AI employee that runs the pipeline from brief to publish across CMS, email and CRM - more output without more headcount. Includes the compliance line most comparisons skip: marketing content is mostly minimal risk, but Article 50 of the EU AI Act still requires you to label AI-generated content.
Henri Jung · 35 min read 
The Integration Tax: Why AI Value Lives in the Connectors, Not the Model
In 2026 the AI model is a commodity. The moat is deep, write-capable AI integration with your business systems - CRM, ERP, email, Teams - plus a Company Brain you own. The integration tax is the hidden 40-60% of AI project cost every project pays to reach the real systems, and whoever absorbs it once owns the compounding value.
Henri Jung · 34 min read 
The Best AI Knowledge Management and Enterprise Search Tools: An Honest 2026 Buyer Comparison
An honest 2026 comparison of AI knowledge management and enterprise search tools - Glean, Microsoft 365 Copilot, Atlassian Rovo, Guru, Notion AI, Dashworks, Moveworks, Shelf, Sinequa and Coworker AI - with real capabilities and pricing tiers across universal enterprise search, curated knowledge bases and answer agents. Enterprise search finds and summarises what already exists; it does not act on the knowledge or keep the reasoning that was never written down. The durable win is a Company Brain that keeps how your company actually works when people leave, plus an AI employee that runs routine work across email, Teams, SharePoint, CRM and ERP - more output without more headcount. Includes the permissions, DSGVO and EU AI Act realities most comparisons skip.
Henri Jung · 35 min read 
The AI Employee for Month-End Close: Reconciliations and the Reporting Pack Before the CFO Asks
How an AI employee owns AI month-end close automation end to end - subledger tie-outs, bank and intercompany reconciliations, accruals, flux and variance commentary, and the reporting pack - grounded in your ERP and a Company Brain that learns your chart of accounts, close calendar, materiality thresholds and approvers. It complements close-management tools like FloQast, BlackLine, Trintech and Numeric rather than replacing them, so you close in days not weeks and close knowledge survives when the accountant who "just knows how we close" leaves.
Henri Jung · 33 min read 
The Best AI Tools for HR and People Management: An Honest 2026 Buyer Comparison
Honest 2026 comparison of AI HR and people-management tools - Personio, SAP SuccessFactors, Workday, Rippling, BambooHR, Deel, HiBob, Leena AI, Moveworks and Visier - across core HRIS, onboarding, employee-question helpdesk and people analytics, with a build-vs-buy view. Every HR tool stores your people data but not how your company actually runs HR; the durable win is a Company Brain that keeps HR process knowledge and decisions when staff leave, plus an AI employee that runs routine HR ops across email, Teams, your HRIS and payroll - more output without more headcount. Includes the key compliance line most comparisons skip: AI in HR is high-risk under Annex III of the EU AI Act.
Henri Jung · 34 min read 
Institutional Amnesia: Why Your Company Keeps Solving the Same Problem Twice
Companies without a living memory quietly re-solve problems they already solved. Here is what institutional knowledge loss really costs, and how a Company Brain that survives turnover breaks the cycle.
Henri Jung · 33 min read