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Universal Data Ingestion Pipeline for GenAI & RAG

Universal Data Ingestion Pipeline for GenAI & RAG

Media
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We built a universal data ingestion and knowledge pipeline that can take almost any type of file – PDF, Excel, XML, JSON, images, audio,…

Real-time Multilingual Speech-to-Text Platform

Real-time Multilingual Speech-to-Text Platform

Retail
Show project

We developed a real-time speech-to-text platform for a UK-based client operating across multiple EU markets, where conversations naturally switch between languages and accents. The…

Integrated Sports Analytics Platform for Performance & Tactics

Integrated Sports Analytics Platform for Performance & Tactics

Sports
Show project

We built an integrated sports analytics platform that combines wearable sensors, video streams and contextual data to give coaches and performance staff a complete,…

Media

Universal Data Ingestion Pipeline for GenAI & RAG

We built a universal data ingestion and knowledge pipeline that can take almost any type of file – PDF, Excel, XML, JSON, images, audio,…

  • Strategy

    Standardised ingestion layer for all file types, schema-agnostic knowledge model, multi-backend storage strategy (SQL, vector, graph), optimisation for RAG and agent retrieval patterns, and built-in observability for quality and governance.

  • Design

    Modular processors for PDFs, spreadsheets, XML/JSON and multimedia (OCR and speech-to-text), enrichment services for embeddings, summarisation and entity extraction, pluggable storage adapters for relational, vector and graph databases, and orchestration that exposes the final knowledge layer to GenAI agents, chatbots and analytics tools.

  • Client

    Media company from Germany (EU)

  • Tags

    data ingestion, data lake, data processing, graph db, RAG, vector db

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Retail

Real-time Multilingual Speech-to-Text Platform

We developed a real-time speech-to-text platform for a UK-based client operating across multiple EU markets, where conversations naturally switch between languages and accents. The…

  • Strategy

    Streaming ASR architecture, multilingual and code-switching support, integration with existing telephony and meeting tools, privacy-by-design approach for EU data, and a metadata layer optimised for search, analytics and GenAI assistants.

  • Design

    Low-latency audio ingestion and buffering, multilingual automatic speech recognition with language detection, speaker diarisation and punctuation, post-processing services for topics, entities and summaries, and APIs plus storage models that expose transcripts and metadata to dashboards, monitoring tools and conversational AI.

  • Client

    E-commerce/Retail in England (UK)

  • Tags

    ASR, data processing, real-time processing

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Sports

Integrated Sports Analytics Platform for Performance & Tactics

We built an integrated sports analytics platform that combines wearable sensors, video streams and contextual data to give coaches and performance staff a complete,…

  • Strategy

    End-to-end sports data platform focusing on data fusion from sensors, video and existing tools; AI models for biomechanical, load and tactical KPIs; coach-friendly visualisations; and modular design that can adapt to different sports and competitive levels.

  • Design

    Data ingestion from multiple sensor types and camera systems, time-synchronisation and alignment of all sources, feature extraction for performance and risk indicators, tactical analysis layers for positioning and team behaviour, and interactive dashboards with drill-down views for coaches, analysts and medical staff.

  • Client

    Basketball and Football clubs in Italy and Croatia (EU)

  • Tags

    ai, data lake, data processing, iot, video analysis

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