The subject of the request mainly includes nGPU Infrastructure and Model Serving nOperation of lightweight GPU instances T4 L4 for local hosting of models nImplementation of the vLLM tool for parallel handling of embedding models multilingual-e5-large and large language models Gemma 3 12B Llama 3 1 8B nDevelopment of REST API for batch and individual generation of embeddings with health checks and automatic scaling mechanisms nVector search and DB layer nImplementation of pgvector within PostgreSQL for storing and searching vector representations of data nDevelopment of a hybrid scoring system combining cosine similarity with hard filters nArchitectural preparation for future migration to a dedicated Qdrant vector database nAI Scraping Engine and normalization nIntegration with the Apify platform for collection tens of thousands from the Internet nUse of self-hosted LLM for entity extraction and translation CZ-EN within one inference call using JSON mode and Zod schemas for a guaranteed structure of the output nImplementation of the Gatekeeper deduplication mechanism using SimHash MinHash algorithms for advertisement fingerprinting nPipeline for processing embedded pdf data nText extraction system from PDF DOCX formats with implemented OCR fallback nAutomated language detection and structuring of unstructured data from a document into defined JSON objects using local LLM 11 nLogic for automatic recalculation of embeddings from structured data when data changes and security limits for update frequency nAI Matching and Reasoning nMulti-component matching model multi-score model including the matching of three groups of information nGeneration of matching textual reasoning via external APIs OpenAI Anthropic Three different categories of reasoning nA comprehensive system for caching results in Redis using SHA256 hashes User_ID Item_ID Profile_Hash with a 30-day validity nAsynchronous processing and orchestration nUsing Redis and BullMQ for managing and prioritizing queues of asynchronous tasks e g scraper nImplementation of a night scheduler cron job for synchronization of item expirations and mass database cleaning nApplication Core and Security nDevelopment in e g Next js monorep with integration of self-hosted authentication framework BetterAuth nImplementation of e-mail workflows verification password reset via AWS SES nType-safe international environment using ParaglideJS for easy localization 20 nDevelopment taking place from May to June nEstimate of 60 MDs nThe result of joint development will remain the sole property of the client n 72230000-6 Custom software development Capital Prague 72230000-6 Custom software development Custom software development - 12582829

Common Questions About This Tender

• Who has issued this tender, and what is it for?

  The tender has been issued by K P AI s r o in Czech Republic. Such a type of tender falls under Custom software development services, Development software development services, within the IT-Software Tenders sector, and is listed on Tender Impulse under notice number N00626V00011788.

• What are the key dates for this tender?

  The notice was published on 25 Apr 2026 and submissions close on 03 May 2026. Late bids are rarely accepted in public procurement, so aim to have your documents ready several days before the closing date.

• Which CPV codes apply to this tender?

  It is classified under CPV codes 72230000, 72212983, which correspond to Custom software development services, Development software development services. If your company supplies these products or services, these are the codes to save in your alert profile so no matching tender passes you by.

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  No - and this matters. Tender Impulse is a tender aggregation and alert service: we collect procurement notices from official sources around the world and list them in one place. We do not receive, forward or evaluate bids. Your bid for this tender must be submitted directly to K P AI s r o, using the method described in the original tender document, before 03 May 2026. Tender Impulse provides complete assistance in submitting all bids posted on its website.

• How do I get the bid documents and participation details?

  Request a live demo on Tender Impulse and our tender experts will walk you through this listing, share the available documents, and explain how to submit your bid to K P AI s r o. Subscribers also receive help with registration requirements and, where needed, translation of non-English notices - but the submission itself always goes from you to the buyer.

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  Suppliers must verify technical specifications, the delivery schedules and any other intrinsic details as provided in the complete bid documents before deciding to submit their bids. All necessary certifications and supplier registrations must be undertaken before participation.

• Is this tender beneficial for me?

  The procurement is applicable to companies in the Custom software development services, Development software development services and related industries. If you belong to this industry, you can review the technical documents before assessing your relevance to your company.

• What is the Procurement trend for The subject of the request mainly includes nGPU Infrastructure and Model Serving nOperation of lightweight GPU instances T4 L4 for local hosting of models nImplementation of the vLLM tool for parallel handling of embedding models multilingual-e5-large and large language models Gemma 3 12B Llama 3 1 8B nDevelopment of REST API for batch and individual generation of embeddings with health checks and automatic scaling mechanisms nVector search and DB layer nImplementation of pgvector within PostgreSQL for storing and searching vector representations of data nDevelopment of a hybrid scoring system combining cosine similarity with hard filters nArchitectural preparation for future migration to a dedicated Qdrant vector database nAI Scraping Engine and normalization nIntegration with the Apify platform for collection tens of thousands from the Internet nUse of self-hosted LLM for entity extraction and translation CZ-EN within one inference call using JSON mode and Zod schemas for a guaran..?

  The public procurement trends for The subject of the request mainly includes nGPU Infrastructure and Model Serving nOperation of lightweight GPU instances T4 L4 for local hosting of models nImplementation of the vLLM tool for parallel handling of embedding models multilingual-e5-large and large language models Gemma 3 12B Llama 3 1 8B nDevelopment of REST API for batch and individual generation of embeddings with health checks and automatic scaling mechanisms nVector search and DB layer nImplementation of pgvector within PostgreSQL for storing and searching vector representations of data nDevelopment of a hybrid scoring system combining cosine similarity with hard filters nArchitectural preparation for future migration to a dedicated Qdrant vector database nAI Scraping Engine and normalization nIntegration with the Apify platform for collection tens of thousands from the Internet nUse of self-hosted LLM for entity extraction and translation CZ-EN within one inference call using JSON mode and Zod schemas for a guaran.. can be assessed by viewing historical data and buying patterns for this product. Subscribed members can view and even download reports of tenders released in the past for their market research. This shall allow them to carefully prepare a compelling bid.