Articles & blog posts

Thinking you can use.

Practical guides to help operators frame a decision, understand the trade-offs, and choose what to do next.

Browse by business line

30 articles.

2024 archive

Articles and decision guides.

Subprocessor Chains Get Longer With Every AI FeatureEach embedded model provider extends the disclosure chain that customers must review and approve.EU AI Act Effective: Data Governance Meets AI GovernanceThe EU AI Act's 2024 implementation brought binding obligations for AI systems used in enterprise operations — changing how organizations must govern, document, and deploy AI.Sovereign AI: National Strategies and Compute LocalizationGovernments funded local compute and models to avoid dependence on foreign AI infrastructure.Where Does Your AI Inference Actually Run?Model endpoints frequently sit outside the region customers assume, undermining residency commitments.GDPR year six and continuing compliance dutiesA historical 2024 discussion of continuing data-protection duties, without an unverified cumulative fine total or automatic retention rule.Odoo 18 inventory planning and forecasting claimsOdoo 18 documents forecasted stock and replenishment rules. Buyers should verify any AI demand-forecasting module and measure working-capital outcomes rather than assume them.Async-First Hiring: Interviewing Across Twelve Time ZonesStructured written assessments and recorded exchanges widened talent pools without scheduling gridlock.Collaboration Tool Consolidation Under Cost PressureBudget scrutiny forced rationalization of overlapping licenses that had grown unchecked since 2020.Documentation Written for AI Retrieval, Not Just HumansStructure, headings, and explicit context improve both assistant accuracy and human comprehension.AI Agents Join the Workspace as TeammatesAssistants with workspace access changed permission design, review workflows, and accountability questions.EU AI Act: Data Governance Obligations ArriveTraining data documentation and risk classification created new evidence requirements for AI deployments.Proton Scribe Launch: Privacy-First AI Writing AssistantProton's 2024 launch of Scribe brought privacy-first AI writing assistance to the enterprise — enabling AI-powered content creation without routing sensitive documents through external AI infrastructure.Securing AI Systems: Prompt Injection Is a Real Attack SurfaceUntrusted content can steer agents with tool access, turning helpful automation into an exfiltration path.CrowdStrike Outage: When Security Tooling Causes the IncidentA faulty update grounded flights and closed hospitals, proving availability risk lives inside defense tooling.NIS2 and DORA: Compliance Gets Operational Teeth in EuropeManagement liability and supplier oversight requirements moved cyber from IT budget to board obligation.Deepfake Fraud: The $25M Video CallSynthetic executives on live video defeated verification habits built for email-based fraud.AI Security Tools vs AI Attacks: The 2024 StalemateBy 2024, both attackers and defenders were deploying AI at scale — creating a sophisticated arms race where AI-powered phishing met AI-powered detection in a stalemate that reshaped security strategy.SMB Cybersecurity Insurance Crisis: When Coverage DisappearedBy 2024, cyber insurance had become nearly unattainable for SMBs without documented security controls — transforming insurance underwriting into an unexpected driver of security program investment.Shared Services in the GCC: Building Regional HubsGulf entities began centralizing finance operations locally rather than routing everything offshore.The Low-Code BPO Revolution: Citizen Developers Build Back Office AppsLow-code platforms gave back office teams the power to build their own applications — automating manual workflows without waiting months for IT development resources.Nextcloud Hub 8: AI-Powered File Management and CollaborationNextcloud Hub 8's AI-powered file management and collaboration features demonstrated that open-source sovereign platforms could match cloud competitors on AI capability while maintaining full data control.Audit Trails for AI-Assisted Finance DecisionsAuditors require traceable inputs and rationale, which most AI tooling did not capture by default.Rebuilding the Back Office Operating Model Around AIRoles shift from processing to supervision, exception resolution, and control design.AI Agents in Back Office: From Assistance to AutonomyAI agents in back office operations crossed from assisted automation to genuine autonomy in 2024 — handling exception management, client communications, and process optimization independently.Agentic Automation: Beyond Rules-Based BotsAgents that plan and adapt handle exception paths, but require supervision boundaries and audit logging.Master Data Governance Is the Prerequisite for Enterprise AIModels inherit every inconsistency in customer, item, and vendor records and amplify them at scale.Odoo 17.0 for Multi-Entity Groups: Where It FitsStrong for lean multi-entity operations; stretched by complex statutory consolidation requirements.ERP Consolidation After Acquisition SpreesSerial acquirers accumulate systems faster than they integrate them, eroding the synergies that justified deals.RAG-Powered ERP: When Systems Finally Understood ContextRAG-powered ERP systems in 2024 finally gave enterprise software the ability to understand context — answering nuanced business questions by combining retrieval from corporate data with language model reasoning.AI Copilots in ERP: Measuring Actual Productivity GainsControlled comparisons showed real gains in reporting and configuration, minimal change in transaction throughput.