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Can AI finally understand the "Why" behind your business?
In this episode of the Assembly Line, Dimitri and Nic debut our new flagship product: Assembly. Many enterprises are currently stuck in the "GenAI Divide", using AI for tactical, one-off tasks rather than strategic transformation. Assembly is designed to bridge that gap as a Unified Context Layer, acting as a "digital brain" that stitches together disparate data sources across your entire business fabric.
In this episode, we dive into:
The Problem: Why LLMs fail at scale without a structured memory layer.
Structured vs. Unstructured Data: Integrating systems of record (Oracle, SAP, ServiceNow) with "kinetic" data like Slack, email Teams, and meeting transcripts.
Ontologies & Context Graphs: How Assembly uses mapping to understand relationships and actions, not just keywords.
Disrupting Professional Services: Why AI is coming for the "Big Four" consulting model and how it will augment human knowledge work.
- The Future of Outsourcing: How autonomous agents will change the way companies build software and manage legal/audit functions.
Referenced in this EpisodeOrganisations & Enterprise SystemsPygio: pygio.comOracle: oracle.comSAP: sap.comServiceNow: servicenow.comMicrosoft Teams: microsoft.com/teamsSlack: slack.comGoogle Workspace (G Suite): workspace.google.comAI Models, Hardware & Point SolutionsOpenAI (ChatGPT): openai.com/chatgptAnthropic (Claude/Opus): anthropic.com/claudeGoogle DeepMind (Gemini): deepmind.google/geminiNVIDIA: nvidia.comGroq (LPU Inference): groq.comHarvey (Legal AI): harvey.aiMaxima (Agentic Accounting AI): maxima.aiThe "Big Four" Professional ServicesPwC (PricewaterhouseCoopers): pwc.comEY (Ernst & Young): ey.comKPMG: kpmg.comDeloitte: deloitte.comResearch & PhilosophyResearch Paper: Lee, J. et al. (2025) ‘On the Theoretical Limitations of Embedding-Based Retrieval’, https://arxiv.org/html/2508.21038v1#:~:text=Google%20DeepMind%20Jinhyuk%20Lee%20Google&text=This%20is%20true%20for%20metric%20spaces%2C%20however%2C,uses%20cosine%20similarity%20which%20operates%20in%20non%2DPhilosophy: Jeff Bezos on "Focusing on what makes the beer taste better" (2008 YC Keynote): ycombinator.com/blogRegional Continuity & SecurityDubai Police: dubaipolice.gov.aeUAE Ministry of Defence: mod.gov.ae
