# 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 ### 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/) ### 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/