# AI Intime > AI Intime is a sovereign, hyper-contextualised knowledge engine for batch manufacturing and > complex laboratory operations, built by Vegam Solutions. It deploys entirely on-premise or > air-gapped — no data leaves the enterprise boundary, and no existing system is replaced. It sits > on top of the stack a manufacturer already runs (SAP/ERP, MES, PLM, LIMS, CRM, Microsoft 365) > and turns fragmented batch, sample and specification data — plus undocumented tribal knowledge — > into a single queryable layer that answers plain-language questions with source-backed answers. Key facts: - Built by Vegam Solutions: 20+ years in manufacturing digital transformation, 300+ plant deployments, 60+ countries. Vegam built AI Intime for itself first, then productised it. - Platform architecture: CONNECT (ingest ERP, MES, CRM, PDFs, emails, IoT) → UNDERSTAND (Knowledge Twins per customer/domain) → ACT (source-backed answers, drafted responses, triggered workflows). - Two canonical use cases: - Analytical Lab Reports (Intelligent Document Agent) — custom parsing agents turn lab-report PDFs into structured, queryable data by mapping Parameter → Test Method → Sample → Batch, which standard RAG cannot do. - Knowledge Management (Knowledge Twin) — captures the tribal knowledge of single-point-of-failure specialists (plant quirks, verbal agreements, seasonal defect patterns) as a queryable asset. - Target industries: specialty chemicals & adhesives, industrial coatings, and pharma & life sciences — batch manufacturers, primarily $100M–$1B revenue, US and Europe. - Deployment: 30-day quick win, 60-day rollout to first-phase production. Subscription model, scoped to single-use-case payback. - Versus cloud assistants (Microsoft Copilot, Glean, SAP Joule): those address document retrieval — roughly 20% of the problem — and are cloud-first, which OEM data-sovereignty clauses disqualify. AI Intime does cross-system synthesis entirely inside the customer's boundary. ## Key pages - [Home](https://www.aiintime.com/): what AI Intime is and who it is for - [Why AI Intime](https://www.aiintime.com/why-ai-intime/): positioning and differentiation - [Platform](https://www.aiintime.com/platform/): architecture and the agentic framework - [About](https://www.aiintime.com/about/): the company behind the product ### Use cases - [Use cases overview](https://www.aiintime.com/use-cases/) - [Analytical Lab Reports](https://www.aiintime.com/use-cases/analytical-lab-reports/): custom parsing agents map Parameter → Test Method → Sample → Batch, which standard RAG cannot do - [Knowledge Twin](https://www.aiintime.com/use-cases/knowledge-twin/): captures the tribal knowledge of single-point-of-failure specialists as a queryable asset - [Bill-of-Materials item extraction into Excel files, for faster operations](https://www.aiintime.com/use-cases/bom-extraction/): the document agent scoped to quoting - finds the BOM in customer spec sheets, reads it cell by cell, exports into the manufacturer's own template - [Thermal paper to e-log](https://www.aiintime.com/use-cases/instrument-printouts/): the document agent scoped to the QC bench - bench instruments print results on thermal paper; AI Intime captures each slip, reads it into the lab record with the analyst approving what ships, sends approved values on to the LIMS, the warehouse and SharePoint, and keeps the slip image as a lasting copy. ### Industries - [Industries overview](https://www.aiintime.com/industries/) - [Specialty Chemicals & Adhesives](https://www.aiintime.com/industries/specialty-chemicals-adhesives/) - [Industrial Coatings](https://www.aiintime.com/industries/industrial-coatings/) - [Pharma & Life Sciences](https://www.aiintime.com/industries/pharma-life-sciences/) - [Public Sector](https://www.aiintime.com/industries/public-sector/) ### Proof and resources - [Prove It Yourself](https://www.aiintime.com/prove-it-yourself/): an open exercise with a synthetic lab-report dataset — test the parsing problem on your own tools first - [Case studies](https://www.aiintime.com/case-studies/) - [Resources](https://www.aiintime.com/resources/): everything designed to be checked without a salesperson in the room - [AI Risk Map](https://www.aiintime.com/ai-risk-map/) ### AI ROI Map Where AI pays off in manufacturing, collated from real conversations with quality, operations, IT and procurement leaders. Each entry is demand we heard, not a deployment claim. - [AI ROI Map](https://www.aiintime.com/ai-roi-map/) - [Batch-Level Quality Investigation](https://www.aiintime.com/ai-roi-map/batch-quality-investigation/) - [Lab Reports Without Re-Keying](https://www.aiintime.com/ai-roi-map/lab-report-re-keying/) - [Multilingual Technical Document Parsing](https://www.aiintime.com/ai-roi-map/multilingual-document-parsing/) - [Knowledge That Outlives the Specialist](https://www.aiintime.com/ai-roi-map/knowledge-twin/) - [Natural-Language ERP Queries](https://www.aiintime.com/ai-roi-map/natural-language-erp-queries/) - [AI-Assisted Production Scheduling](https://www.aiintime.com/ai-roi-map/ai-assisted-scheduling/) - [B2B Voice Agent for Order Management](https://www.aiintime.com/ai-roi-map/voice-order-management/) - [Customer-Service Email Automation](https://www.aiintime.com/ai-roi-map/customer-email-automation/) - [Omnichannel Consistency Layer](https://www.aiintime.com/ai-roi-map/omnichannel-consistency/) - [Bill-of-Materials Extraction (map entry)](https://www.aiintime.com/ai-roi-map/bom-extraction/) - [Conversational Sourcing Intake](https://www.aiintime.com/ai-roi-map/conversational-sourcing-intake/) - [Sourcing Orchestration](https://www.aiintime.com/ai-roi-map/sourcing-orchestration/) - [Formula-Based Contract Repricing](https://www.aiintime.com/ai-roi-map/formula-contract-repricing/) - [Cross-Plant Spec Harmonization](https://www.aiintime.com/ai-roi-map/spec-harmonization/) - [Contract Obligation Tracking](https://www.aiintime.com/ai-roi-map/contract-obligation-tracking/) ### Writing - [Blog](https://www.aiintime.com/blog/) - [What is RAG? Definition and how it works](https://www.aiintime.com/blog/what-is-rag/) - [Why enterprise AI pilots fail in batch manufacturing](https://www.aiintime.com/blog/why-enterprise-ai-pilots-fail-in-batch-manufacturing/) - [Tribal knowledge vs tacit vs institutional knowledge: what plants lose when experts retire](https://www.aiintime.com/blog/tribal-knowledge-vs-tacit-knowledge/) ### Talk to us - [Book a call](https://www.aiintime.com/book/) - [Contact](https://www.aiintime.com/contact/) - [Partnership](https://www.aiintime.com/partnership/): AI Intime sits on top of the ERP, MES, PLM, LIMS, CRM and Microsoft 365 our partners already deliver, replacing none of them ### Policies - [Privacy notice](https://www.aiintime.com/privacy/) - [Terms of use](https://www.aiintime.com/terms/) - [Anti-spam policy](https://www.aiintime.com/anti-spam/) ## Company - AI Intime is a product of Vegam Solutions. - Contact: https://www.aiintime.com/contact/