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Microsoft 365 AI assistant
An assistant connected to company documents and conversations, with sourced answers and checks before tool execution.
OutcomeAssistant deployed in a confidential client environment
PythonFastAPIpydantic-ai+3
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I design document workflows and build ingestion, retrieval and classification components for your use cases.
Response within 24h. No sales follow-up if it's not the right time.
Formats, sources and validation rules vary by domain. The first deliverable is a clear scope: what to extract, how to check it and where to send it.
The solution combines document processing, retrieval and AI as needed. Ambiguous cases need to be identified and routed to appropriate validation.
Capabilities delivered across two distinct projects.
Microsoft 365 documents in different formats
PDF, Word and Excel ingestion, synchronisation and semantic retrieval
Pipeline integrated into an assistant deployed in a confidential client environment
Searching customs codes in Tariff8AI
Hybrid retrieval, LlamaIndex and Qdrant
Approximately 50,000 entries across several indexes; explainable classification
An assistant connected to company documents and conversations, with sourced answers and checks before tool execution.
AI-assisted customs classification based on hybrid retrieval and explainable outputs.
Identify users, decisions to support, available sources and business constraints.
Define scope, acceptance criteria, access rules and cases requiring human review.
Build incrementally, test failure scenarios and document decisions with the teams.
Prepare go-live, usage monitoring and the measurements needed to evaluate benefits.
Scope depends on the client’s sources. The delivered Microsoft 365 assistant handles PDF, Word and Excel documents.
We define representative cases and business acceptance criteria. Errors, missing information and cases requiring review are explicitly evaluated.
No. In Tariff8AI, this is an approximate total of customs-code entries across several indexes. A code may occur in multiple indexes.
An AI use case to scope, an assistant to integrate or a BA assignment to support? Let’s discuss your needs.
Response within 24h. No sales follow-up if it's not the right time.