Use cases // by problem

Use cases

Industry
Technology
Function
Product Assistant A chat-based product assistant that answers questions about your catalogue precisely: counts, filters, compatibility, exact specs. A vanilla RAG bot guesses from text similarity; this one does not. E-commerceMarketplacesRetail Custom-built
Visual Search A customer points a phone camera at an object, at a pile of objects, and the app returns matches from your catalogue in seconds. Production-grade visual search, built on the stack that powers Brickit's millions of users. E-commerceRetailMarketplaces Product
Mobile ML Models compressed and tuned to run on real phones: fast, offline-ready and stable across the device zoo. E-commerceRetailMedia Custom-built
Product Categorization Map product names to the right category in catalogues of thousands of nodes, extract structured attributes from free-text descriptions, and detect duplicates across suppliers. The ML stack we've shipped for national tax authorities, fiscal-data operators, and major CIS marketplaces. E-commerceMarketplacesRetail Custom-built
Shelf Monitoring Cameras and computer vision continuously check whether products are in stock, correctly placed, and priced, without staff walkarounds or scheduled inspections. RetailFMCG Product
Defect Detection Cameras over the production line catch visible defects (stitching errors, surface damage, dimensional mismatches) before the unit reaches your customer. Starts as a data-collection rig from €50k, becomes an inspection backbone. ManufacturingIndustrial RoboticsFMCG Product
MLOps / Datapipe Production MLOps infrastructure built on our open-source Datapipe framework: incremental data processing, dependency tracking, continuous retraining. The pipeline behind every CV and ML deployment we ship. Product
Cargo Inspection Cameras and computer vision document, measure, and inspect every shipment that enters the warehouse: packaging type, defects, dimensions, weight, and unit count, without manual walk-arounds. LogisticsWarehousingManufacturing Custom-built
Marking SDK An AI vision SDK that reads barcodes, QR codes, and DataMatrix symbols from any camera feed in real time. Built for compliance-grade traceability, pharma, dairy, alcohol, where every unit must be verified. LogisticsWarehousingRetail Product
Feedback Analysis A GPT-powered pipeline that reads every customer review, classifies tone and topic, writes weekly summaries, and pushes everything into a daily-refreshed dashboard. NPS from text, trend tracking, and an answer to 'what did users actually complain about this week?' E-commerceRetailSaas Professional Services Product
Planogram Compliance Continuously compare the ideal planogram with what's actually on the shelf. Misplacements, out-of-stocks, and broken promo displays become alerts within hours. The next monthly audit is no longer where you first hear about them. RetailFMCG Product
Price Tag Monitoring Cameras check every shelf price tag against the current price master, every day. Pricing discrepancies become alerts you act on, before they reach a customer complaint or a regulator fine. RetailFMCGMarketplaces Product
Fresh Quality Cameras over the produce display continuously check fruit, vegetables, and other fresh items for spoilage, damage, and quality issues. Spotted produce gets removed before customers spot it. RetailFMCG Custom-built
Customer Analytics Cameras in the store turn into an analytics layer: who comes in, where they go, who they interact with, what converts to purchases. Built for retailers, mall operators, and brand-side marketing teams. RetailHospitalityReal Estate Product
Event Analytics High-volume event streams become pre-aggregated fact and dimension tables that feed dashboards and self-service reporting. Built for products where raw events pile up in storage but nobody can measure what is happening. FintechB2B SaaSE-commerce Custom-built
Robot Vision Give your robots real-time, adaptive vision: object detection, segmentation, environmental analysis. Integrated with ROS, optimized for edge hardware, with human-in-the-loop fallback when AI is uncertain. ManufacturingIndustrial RoboticsLogistics Custom-built
Waste Sorting Robotic arms guided by computer vision sort waste into recyclable streams, plastic, glass, metal, cardboard, at industrial throughput, without the contamination and injury risks of manual sorting. Recycling & WasteManufacturingGovernment Public Sector Product
Stream Monitoring Cameras on the conveyor continuously analyze the composition and contamination of recycling streams, without picking anything up. Measure what your manual sorters or robots are actually achieving, by category, hour by hour. Recycling & WasteGovernment Public Sector Product
Packing Automation Cameras over the packing station verify what's being packed, what's missing, and what's wrong, turning every order pack into a documented, verifiable event. LogisticsWarehousingE-commerce Custom-built
Queue Analytics Cameras measure queue length, wait time, and crowding in real time. Alerts and analytics let you staff right, reduce abandonment, and prove or fix service-level commitments. RetailHospitalityTravel Product
Document Extraction Turn scanned invoices, delivery notes, contracts, and other structured paper documents into structured data. CV-driven detection, OCR and continuous fine-tuning that adapts as document formats change. Finance BankingLogisticsManufacturing Product
Document Validation Cross-check extracted data from invoices, POs, contracts, and certificates against your master systems, supplier records, contract terms, expected pricing. Catch discrepancies before they become payments, deliveries, or compliance issues. Finance BankingLogisticsManufacturing Custom-built
Marketplace Listing Take supplier feeds and turn them into marketplace listings, categorized, attributed, deduplicated, mapped to the target marketplace's taxonomy. The same engine handles pharma SKU matching for a pharma e-commerce platform. E-commerceMarketplacesRetail Custom-built
E-commerce Search A search engine tuned to your catalogue: indexing, query parsing, weighted EQL queries, synonyms, listings. Iterative tuning by your own metrics, with the vendor defaults left behind. E-commerceMarketplacesRetail Product
KB Assistant A retrieval-augmented assistant that answers user questions from your wiki, documents, FAQ, and policies, with source citations. It does not invent answers. Faster than search, more current than training-data. Product
Support Chatbot An AI-driven customer support layer that handles tier-1 questions, routes the rest to human agents, and gives operators a unified workspace with conversation history, customer context, and AI-suggested replies. Product
Conversational AI Task-oriented chat and voice bots that combine deterministic scenarios with LLM-based language understanding. The bot follows the flows you define, the LLM reads intent and pulls out details, and a human operator can step in at any point. Customer SupportE-commerceTelecom Custom-built
Wellness Assistant A specialized RAG assistant for wellness, parapharma, and medical-adjacent verticals: answers customer questions about ingredients, contraindications, usage guidance, citing approved sources, with explicit escalation to licensed professionals when needed. HealthcarePharmaWellness Custom-built
Voice Bot A voice-first AI assistant that takes phone calls, handling booking, support, surveys, or outbound campaigns. NLU, LLM, and voice interface stack, with a working demo for restaurant booking already running. HospitalityHealthcareTravel Product
Internal Assistant An AI assistant built for employees rather than customers. Answers questions from internal docs, integrates with ERP/SAP for live operational data, executes structured tasks (request status, report generation, approvals). Built for enterprise scale. Product
Recruitment Bot An HR bot that handles the candidate funnel: receives applications, sends test assignments, schedules interviews, keeps candidates warm. Built and battle-tested on our own hiring process, 100 applicants handled at 0 hours of repetitive HR work. Product
Recommendations Recommendation systems and smart feeds that handle cold-start, scale to millions of users, and integrate with your product. Including the cold-start architecture we shipped for Factorymarket (millions of SKUs, no purchase history). E-commerceMarketplacesMedia Publishing Product
Marketing Attribution A unified data layer that connects ad spend to revenue across channels, devices, and touchpoints. Built for marketing teams who need to know what is actually working, when each ad platform reports its own self-serving numbers. E-commerceRetailTravel Product
Fractional CTO A senior engineering partner on subscription: architecture, stability, scaling and cost control for your AI product. B2B SaaSSaas Professional Services Custom-built
LTV Prediction Predict customer lifetime value at acquisition time so you can spend smarter on the customers that will pay back. Built on the data infrastructure that powers marketing attribution and recommendations. E-commerceSaas Professional ServicesRetail Custom-built
Executive BI BI dashboards backed by a properly-engineered data warehouse. Executives get one source of truth; the data team stops being a bottleneck; decisions get made on facts, with the freshest-spreadsheet argument left behind. Custom-built
Self-Hosted Metabase Open-source business intelligence on your own servers. We deploy Metabase, connect it to your data, model the metrics, and hand over dashboards your team can drive without an analyst in the loop. A practical alternative to per-seat Tableau and Power BI licensing. Product
Churn Prediction ML-driven prediction of employee attrition risk. Surfaces who's at risk, why, and when, so HR teams can act on early information well before a resignation letter arrives. Product
Content Moderation A configurable moderation pipeline that combines automated APIs (vision, NLP), custom ML models for slang and masking, and a human moderator workspace, assembled per business need. MarketplacesMedia PublishingHr Staffing Product
IDP Platform Self-service document processing: business users configure extraction pipelines for new document types without ML engineers. It runs on the engine that powers our enterprise invoice extraction deployments. Finance BankingLogisticsManufacturing Product
News Clustering Cluster news items by storyline, auto-generate short descriptions per cluster, classify by category, for editorial teams and media-monitoring operations who need to see the signal under the noise. Media PublishingLegal Product
Tech Doc Agent An AI agent that reads technical documents, RFPs, specifications, standards, contracts, extracts requirements, finds gaps, and answers expert-level questions about content. ManufacturingLegalGovernment Public Sector Genesis
Resume Parsing Extract structured candidate data from resumes in any format and reformat consistently. Built for recruiting agencies, in-house ATS workflows, and any operation drowning in inconsistent resume PDFs. Hr Staffing Product
Dynamic Pricing ML-driven pricing that adjusts per product, per segment, per time, informed by demand signals, competitor pricing, inventory, and elasticity models. Built for operations where pricing is a real lever that moves continuously. E-commerceMarketplacesRetail Custom-built
Listing Dedup Detect duplicate listings across suppliers, formats, and re-posting. The same architecture as our product-categorization engine, applied to the deduplication problem at marketplace scale. MarketplacesE-commerceReal Estate Custom-built
Sales Rep AI An AI recommendation system for field sales reps in B2B distribution: which products to suggest at each retail point, informed by point profile, sales history, seasonality, and segment-specific patterns. FMCGWholesale Distribution Custom-built
Sales Bot An AI assistant that proactively engages shoppers: abandoned-cart recovery, upsell suggestions, post-purchase upsell, re-engagement of inactive customers. Conversational AI as a sales channel, beyond support. E-commerceMarketplacesRetail Custom-built
AI Tutor An AI tutor that answers student questions, explains concepts at the right level, and adapts to learning context. For edtech platforms, corporate training, and education-adjacent operations. Education Edtech Genesis
Operator Co-pilot A real-time AI co-pilot for support agents, drafts responses, surfaces knowledge-base answers, suggests next actions while the operator handles the customer conversation. Custom-built
Sales Co-pilot An AI assistant that drafts sales proposals, pulling from past proposals, product capabilities, pricing rules, and prospect context. Drafts in minutes; sales engineer reviews and personalizes. Wholesale DistributionSaas Professional ServicesManufacturing Custom-built
Dialog Analytics Classify and analyze support / sales / call-center dialogs at scale. Turn logs into structured insights: top topics, satisfaction signals, agent performance, training-data for instructions and chatbots. TelecomFinance BankingRetail Product
CDP A unified customer-data layer: every touchpoint, every transaction, every interaction stitched together per customer. Foundation for personalization, attribution, segmentation, and lifecycle marketing. E-commerceRetailSaas Professional Services Product
Causal Impact Measure what your marketing campaigns actually caused. Causal inference and incrementality testing for ad spend, promo campaigns, and product launches, separated from what would have happened anyway. E-commerceRetailTravel Custom-built
Tracking Audit An audit of your web / mobile / server tracking infrastructure: what's instrumented, what's broken, what's missing. Foundation work before marketing analytics or CDP can be reliable. E-commerceRetailSaas Professional Services Custom-built
Metric Map Define what your metrics mean, name them consistently, document the data model. The boring foundation that makes everything else (BI, attribution, CDP) actually trustworthy. Custom-built
Cost-Effective Data Processing How to process large, daily-growing datasets without the cloud bill growing with them. Incremental recomputation, deduplication, and change tracking, built on our open-source Datapipe framework. Custom-built
Cost-Effective LLM How to use GPT-4 / Claude / other expensive LLMs without breaking the budget. Caching, deduplication, batch processing, smaller-model routing, built on our Datapipe ETL framework. Custom-built
JD Generation Generate consistent, well-written, role-appropriate job descriptions in minutes. Built on your role taxonomy, past JDs, and company tone. Recruiter-first, with the template in service of the recruiter. Hr Staffing Commodity
Livestock CV Camera-based measurement of livestock, weight estimation, body-condition scoring, health monitoring. For farms and breeding operations where individual-animal data drives decisions. Agritech Genesis
Multi-Cam Tracking Track objects, vehicles, or people across multiple cameras in a warehouse, facility, or yard. Re-identification across camera boundaries, behavior analytics, real-time tracking. LogisticsWarehousingManufacturing Custom-built
FMCG Forecasting ML-driven sales forecasting for FMCG: predict turnover, margin, and the impact of assortment / promo / pricing changes. What-if scenarios for planning teams. FMCGRetailE-commerce Product
Segmentation ML-driven user / customer segmentation built on behavior, going past demographics. Find future VIPs in their first hours of interaction. Map segments for marketing strategy and product decisions. E-commerceSaas Professional ServicesRetail Custom-built
Data Integration Automation Onboarding a new data source means exploring an unfamiliar API, mapping its fields to your schema, and writing the ETL by hand. This is an early, experimental pattern where an AI agent drafts that integration and an engineer approves each step. Grounded in a real POS prototype. Hospitality Genesis